warning: commands will be executed using /bin/sh job 2100 at Fri Mar 14 03:45:00 2014 FileBase /isis1/Yuta/YutaData/YutaMouse20-140311/YutaMouse20-140311/YutaMouse20-140311 ElecNo 7 MinClusters 20 MaxClusters 25 MaxPossibleClusters 200 nStarts 1 RandomSeed 1 Debug 0 Verbose 1 UseFeatures 11111111111100000 DistDump 0 DistThresh 6.907755 FullStepEvery 20 ChangedThresh 0.050000 Log 1 Screen 1 MaxIter 500 StartCluFile SplitEvery 40 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 3 PriorPoint 1 SaveSorted 0 UseMaskedEStep 0 UseMaskedMStep 0 UseClusterPenalty 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 UseDistributional 0 UseDistributionalEStep 1 UseFloatMasks 0 help 0 Loaded 434311 data points of dimension 12. meanDims = 12 Starting from 20 clusters... Entering ConstructFrom: --- Running on subset of 144770 points --- Entering CEM Assigned 20 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7718 members Mstep: Class 2 contains 7513 members Mstep: Class 3 contains 7736 members Mstep: Class 4 contains 7505 members Mstep: Class 5 contains 7690 members Mstep: Class 6 contains 7954 members Mstep: Class 7 contains 7546 members Mstep: Class 8 contains 7560 members Mstep: Class 9 contains 7657 members Mstep: Class 10 contains 7663 members Mstep: Class 11 contains 7563 members Mstep: Class 12 contains 7410 members Mstep: Class 13 contains 7488 members Mstep: Class 14 contains 7633 members Mstep: Class 15 contains 7522 members Mstep: Class 16 contains 7592 members Mstep: Class 17 contains 7727 members Mstep: Class 18 contains 7645 members Mstep: Class 19 contains 7648 members Entering Unmasked Estep ConsiderDeletion Deleting Class 14. Lose 0.171780 but Gain 540.672852 Score: -5440106.500000 Penalty: 9732.095703 Iteration 0F: 19 clusters Score -5440106 nChanged 137246 Entering Unmasked Mstep Mstep: Class 0 contains 2600 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 72 members Mstep: Class 3 contains 2909 members Mstep: Class 4 contains 514 members Mstep: Class 5 contains 5 members Deleted class 5: not enough members Mstep: Class 6 contains 1271 members Mstep: Class 7 contains 2580 members Mstep: Class 8 contains 1126 members Mstep: Class 9 contains 3511 members Mstep: Class 10 contains 3392 members Mstep: Class 11 contains 33 members Mstep: Class 12 contains 2 members Deleted class 12: not enough members Mstep: Class 13 contains 1095 members Mstep: Class 15 contains 145 members Mstep: Class 16 contains 120358 members Mstep: Class 17 contains 4447 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 447 members Entering Unmasked Estep ConsiderDeletion Deleting Class 18. Lose 51.390480 but Gain 540.671875 Score: -7653999.000000 Penalty: 8110.080078 Iteration 1F: 16 clusters Score -7653999 nChanged 16515 Entering Unmasked Mstep Mstep: Class 0 contains 2374 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 59 members Mstep: Class 3 contains 113 members Mstep: Class 4 contains 319 members Mstep: Class 6 contains 1164 members Mstep: Class 7 contains 4111 members Mstep: Class 8 contains 994 members Mstep: Class 9 contains 5093 members Mstep: Class 10 contains 1422 members Mstep: Class 11 contains 84 members Mstep: Class 13 contains 110 members Mstep: Class 15 contains 86 members Mstep: Class 16 contains 126224 members Mstep: Class 17 contains 1815 members Mstep: Class 19 contains 198 members Entering Unmasked Estep ConsiderDeletion Deleting Class 15. Lose 88.516205 but Gain 540.671875 Score: -7832755.500000 Penalty: 7569.408203 Iteration 2F: 15 clusters Score -7832756 nChanged 4442 Entering Unmasked Mstep Mstep: Class 0 contains 2280 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 135 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 446 members Mstep: Class 6 contains 762 members Mstep: Class 7 contains 5489 members Mstep: Class 8 contains 924 members Mstep: Class 9 contains 5304 members Mstep: Class 10 contains 791 members Mstep: Class 11 contains 77 members Mstep: Class 13 contains 139 members Mstep: Class 16 contains 125575 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 180 members Entering Unmasked Estep ConsiderDeletion Deleting Class 11. Lose 119.356384 but Gain 540.672363 Score: -7847268.500000 Penalty: 7028.735840 Iteration 3Q: 14 clusters Score -7847268 nChanged 2392 Entering Unmasked Mstep Mstep: Class 0 contains 2260 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 187 members Mstep: Class 3 contains 93 members Mstep: Class 4 contains 526 members Mstep: Class 6 contains 618 members Mstep: Class 7 contains 6660 members Mstep: Class 8 contains 832 members Mstep: Class 9 contains 5306 members Mstep: Class 10 contains 784 members Mstep: Class 13 contains 167 members Mstep: Class 16 contains 124508 members Mstep: Class 17 contains 1582 members Mstep: Class 19 contains 172 members Entering Unmasked Estep ConsiderDeletion Deleting Class 19. Lose 357.232147 but Gain 540.671875 Score: -7849825.500000 Penalty: 6488.063965 Iteration 4Q: 13 clusters Score -7849826 nChanged 1734 Entering Unmasked Mstep Mstep: Class 0 contains 2260 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 282 members Mstep: Class 3 contains 92 members Mstep: Class 4 contains 546 members Mstep: Class 6 contains 595 members Mstep: Class 7 contains 7616 members Mstep: Class 8 contains 751 members Mstep: Class 9 contains 5302 members Mstep: Class 10 contains 862 members Mstep: Class 13 contains 187 members Mstep: Class 16 contains 123644 members Mstep: Class 17 contains 1568 members Entering Unmasked Estep ConsiderDeletion Score: -7851324.500000 Penalty: 6488.063965 Iteration 5Q: 13 clusters Score -7851324 nChanged 1275 Entering Unmasked Mstep Mstep: Class 0 contains 2261 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 319 members Mstep: Class 3 contains 92 members Mstep: Class 4 contains 512 members Mstep: Class 6 contains 582 members Mstep: Class 7 contains 8347 members Mstep: Class 8 contains 718 members Mstep: Class 9 contains 5301 members Mstep: Class 10 contains 927 members Mstep: Class 13 contains 174 members Mstep: Class 16 contains 122902 members Mstep: Class 17 contains 1576 members Entering Unmasked Estep ConsiderDeletion Score: -7852066.000000 Penalty: 6488.063965 Iteration 6Q: 13 clusters Score -7852066 nChanged 963 Entering Unmasked Mstep Mstep: Class 0 contains 2262 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 337 members Mstep: Class 3 contains 92 members Mstep: Class 4 contains 496 members Mstep: Class 6 contains 579 members Mstep: Class 7 contains 8951 members Mstep: Class 8 contains 695 members Mstep: Class 9 contains 5301 members Mstep: Class 10 contains 961 members Mstep: Class 13 contains 169 members Mstep: Class 16 contains 122299 members Mstep: Class 17 contains 1577 members Entering Unmasked Estep ConsiderDeletion Score: -7852585.500000 Penalty: 6488.063965 Iteration 7Q: 13 clusters Score -7852586 nChanged 779 Entering Unmasked Mstep Mstep: Class 0 contains 2262 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 349 members Mstep: Class 3 contains 92 members Mstep: Class 4 contains 495 members Mstep: Class 6 contains 576 members Mstep: Class 7 contains 9477 members Mstep: Class 8 contains 667 members Mstep: Class 9 contains 5302 members Mstep: Class 10 contains 969 members Mstep: Class 13 contains 166 members Mstep: Class 16 contains 121806 members Mstep: Class 17 contains 1560 members Entering Unmasked Estep ConsiderDeletion Score: -7852892.000000 Penalty: 6488.063965 Iteration 8Q: 13 clusters Score -7852892 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 2262 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 358 members Mstep: Class 3 contains 92 members Mstep: Class 4 contains 490 members Mstep: Class 6 contains 575 members Mstep: Class 7 contains 9932 members Mstep: Class 8 contains 648 members Mstep: Class 9 contains 5303 members Mstep: Class 10 contains 966 members Mstep: Class 13 contains 161 members Mstep: Class 16 contains 121406 members Mstep: Class 17 contains 1527 members Entering Unmasked Estep ConsiderDeletion Score: -7853119.500000 Penalty: 6488.063965 Iteration 9Q: 13 clusters Score -7853120 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 2262 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 365 members Mstep: Class 3 contains 92 members Mstep: Class 4 contains 489 members Mstep: Class 6 contains 573 members Mstep: Class 7 contains 10333 members Mstep: Class 8 contains 633 members Mstep: Class 9 contains 5303 members Mstep: Class 10 contains 970 members Mstep: Class 13 contains 157 members Mstep: Class 16 contains 121073 members Mstep: Class 17 contains 1470 members Entering Unmasked Estep ConsiderDeletion Score: -7853251.000000 Penalty: 6488.063965 Iteration 10Q: 13 clusters Score -7853251 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 2262 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 370 members Mstep: Class 3 contains 92 members Mstep: Class 4 contains 489 members Mstep: Class 6 contains 573 members Mstep: Class 7 contains 10704 members Mstep: Class 8 contains 616 members Mstep: Class 9 contains 5302 members Mstep: Class 10 contains 965 members Mstep: Class 13 contains 153 members Mstep: Class 16 contains 120792 members Mstep: Class 17 contains 1402 members Entering Unmasked Estep ConsiderDeletion Score: -7853458.000000 Penalty: 6488.063965 Iteration 11Q: 13 clusters Score -7853458 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 2262 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 372 members Mstep: Class 3 contains 92 members Mstep: Class 4 contains 492 members Mstep: Class 6 contains 569 members Mstep: Class 7 contains 11021 members Mstep: Class 8 contains 595 members Mstep: Class 9 contains 5303 members Mstep: Class 10 contains 949 members Mstep: Class 13 contains 151 members Mstep: Class 16 contains 120579 members Mstep: Class 17 contains 1334 members Entering Unmasked Estep ConsiderDeletion Score: -7853576.500000 Penalty: 6488.063965 Iteration 12Q: 13 clusters Score -7853576 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 2262 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 373 members Mstep: Class 3 contains 92 members Mstep: Class 4 contains 492 members Mstep: Class 6 contains 568 members Mstep: Class 7 contains 11317 members Mstep: Class 8 contains 565 members Mstep: Class 9 contains 5303 members Mstep: Class 10 contains 943 members Mstep: Class 13 contains 151 members Mstep: Class 16 contains 120382 members Mstep: Class 17 contains 1271 members Entering Unmasked Estep ConsiderDeletion Score: -7853769.500000 Penalty: 6488.063965 Iteration 13Q: 13 clusters Score -7853770 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 2262 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 373 members Mstep: Class 3 contains 92 members Mstep: Class 4 contains 495 members Mstep: Class 6 contains 564 members Mstep: Class 7 contains 11555 members Mstep: Class 8 contains 538 members Mstep: Class 9 contains 5303 members Mstep: Class 10 contains 936 members Mstep: Class 13 contains 150 members Mstep: Class 16 contains 120228 members Mstep: Class 17 contains 1223 members Entering Unmasked Estep ConsiderDeletion Score: -7853909.000000 Penalty: 6488.063965 Iteration 14Q: 13 clusters Score -7853909 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 2262 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 373 members Mstep: Class 3 contains 92 members Mstep: Class 4 contains 495 members Mstep: Class 6 contains 563 members Mstep: Class 7 contains 11810 members Mstep: Class 8 contains 513 members Mstep: Class 9 contains 5303 members Mstep: Class 10 contains 902 members Mstep: Class 13 contains 150 members Mstep: Class 16 contains 120088 members Mstep: Class 17 contains 1169 members Entering Unmasked Estep ConsiderDeletion Score: -7854022.500000 Penalty: 6488.063965 Iteration 15Q: 13 clusters Score -7854022 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 2262 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 374 members Mstep: Class 3 contains 92 members Mstep: Class 4 contains 493 members Mstep: Class 6 contains 561 members Mstep: Class 7 contains 12045 members Mstep: Class 8 contains 491 members Mstep: Class 9 contains 5304 members Mstep: Class 10 contains 875 members Mstep: Class 13 contains 150 members Mstep: Class 16 contains 119964 members Mstep: Class 17 contains 1107 members Entering Unmasked Estep ConsiderDeletion Score: -7854114.500000 Penalty: 6488.063965 Iteration 16Q: 13 clusters Score -7854114 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 2262 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 92 members Mstep: Class 4 contains 492 members Mstep: Class 6 contains 561 members Mstep: Class 7 contains 12254 members Mstep: Class 8 contains 472 members Mstep: Class 9 contains 5304 members Mstep: Class 10 contains 860 members Mstep: Class 13 contains 149 members Mstep: Class 16 contains 119847 members Mstep: Class 17 contains 1050 members Entering Unmasked Estep ConsiderDeletion Score: -7854239.500000 Penalty: 6488.063965 Iteration 17Q: 13 clusters Score -7854240 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 2262 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 92 members Mstep: Class 4 contains 491 members Mstep: Class 6 contains 561 members Mstep: Class 7 contains 12457 members Mstep: Class 8 contains 453 members Mstep: Class 9 contains 5304 members Mstep: Class 10 contains 850 members Mstep: Class 13 contains 149 members Mstep: Class 16 contains 119721 members Mstep: Class 17 contains 1003 members Entering Unmasked Estep ConsiderDeletion Score: -7854286.500000 Penalty: 6488.063965 Iteration 18Q: 13 clusters Score -7854286 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 2262 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 92 members Mstep: Class 4 contains 490 members Mstep: Class 6 contains 561 members Mstep: Class 7 contains 12660 members Mstep: Class 8 contains 438 members Mstep: Class 9 contains 5303 members Mstep: Class 10 contains 838 members Mstep: Class 13 contains 150 members Mstep: Class 16 contains 119591 members Mstep: Class 17 contains 957 members Entering Unmasked Estep ConsiderDeletion Score: -7854358.500000 Penalty: 6488.063965 Iteration 19Q: 13 clusters Score -7854358 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 2262 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 381 members Mstep: Class 3 contains 92 members Mstep: Class 4 contains 489 members Mstep: Class 6 contains 561 members Mstep: Class 7 contains 12849 members Mstep: Class 8 contains 423 members Mstep: Class 9 contains 5303 members Mstep: Class 10 contains 828 members Mstep: Class 13 contains 149 members Mstep: Class 16 contains 119463 members Mstep: Class 17 contains 918 members Entering Unmasked Estep ConsiderDeletion Score: -7861455.000000 Penalty: 6488.063965 Iteration 20F: 13 clusters Score -7861455 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 2000 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 382 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 500 members Mstep: Class 6 contains 614 members Mstep: Class 7 contains 13035 members Mstep: Class 8 contains 411 members Mstep: Class 9 contains 5289 members Mstep: Class 10 contains 813 members Mstep: Class 13 contains 162 members Mstep: Class 16 contains 119357 members Mstep: Class 17 contains 866 members Entering Unmasked Estep ConsiderDeletion Score: -7865766.000000 Penalty: 6488.063965 Iteration 21Q: 13 clusters Score -7865766 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 1976 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 384 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 505 members Mstep: Class 6 contains 609 members Mstep: Class 7 contains 13180 members Mstep: Class 8 contains 406 members Mstep: Class 9 contains 5269 members Mstep: Class 10 contains 793 members Mstep: Class 13 contains 180 members Mstep: Class 16 contains 119273 members Mstep: Class 17 contains 832 members Entering Unmasked Estep ConsiderDeletion Score: -7866088.500000 Penalty: 6488.063965 Iteration 22Q: 13 clusters Score -7866088 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 1976 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 387 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 511 members Mstep: Class 6 contains 598 members Mstep: Class 7 contains 13332 members Mstep: Class 8 contains 400 members Mstep: Class 9 contains 5255 members Mstep: Class 10 contains 770 members Mstep: Class 13 contains 192 members Mstep: Class 16 contains 119180 members Mstep: Class 17 contains 803 members Entering Unmasked Estep ConsiderDeletion Score: -7866195.000000 Penalty: 6488.063965 Iteration 23Q: 13 clusters Score -7866195 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 1976 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 390 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 515 members Mstep: Class 6 contains 594 members Mstep: Class 7 contains 13471 members Mstep: Class 8 contains 393 members Mstep: Class 9 contains 5250 members Mstep: Class 10 contains 743 members Mstep: Class 13 contains 197 members Mstep: Class 16 contains 119098 members Mstep: Class 17 contains 777 members Entering Unmasked Estep ConsiderDeletion Score: -7866262.500000 Penalty: 6488.063965 Iteration 24Q: 13 clusters Score -7866262 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 1976 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 396 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 524 members Mstep: Class 6 contains 594 members Mstep: Class 7 contains 13602 members Mstep: Class 8 contains 386 members Mstep: Class 9 contains 5245 members Mstep: Class 10 contains 714 members Mstep: Class 13 contains 199 members Mstep: Class 16 contains 119032 members Mstep: Class 17 contains 745 members Entering Unmasked Estep ConsiderDeletion Deleting Class 8. Lose 537.464050 but Gain 540.671875 Score: -7866328.500000 Penalty: 5947.392090 Iteration 25Q: 12 clusters Score -7866328 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 1976 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 400 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 530 members Mstep: Class 6 contains 594 members Mstep: Class 7 contains 13953 members Mstep: Class 9 contains 5243 members Mstep: Class 10 contains 705 members Mstep: Class 13 contains 200 members Mstep: Class 16 contains 119104 members Mstep: Class 17 contains 714 members Entering Unmasked Estep ConsiderDeletion Score: -7866850.500000 Penalty: 5947.392090 Iteration 26Q: 12 clusters Score -7866850 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 1976 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 400 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 533 members Mstep: Class 6 contains 594 members Mstep: Class 7 contains 14118 members Mstep: Class 9 contains 5243 members Mstep: Class 10 contains 683 members Mstep: Class 13 contains 202 members Mstep: Class 16 contains 118993 members Mstep: Class 17 contains 682 members Entering Unmasked Estep ConsiderDeletion Score: -7866944.000000 Penalty: 5947.392090 Iteration 27Q: 12 clusters Score -7866944 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 1976 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 405 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 534 members Mstep: Class 6 contains 594 members Mstep: Class 7 contains 14249 members Mstep: Class 9 contains 5243 members Mstep: Class 10 contains 668 members Mstep: Class 13 contains 202 members Mstep: Class 16 contains 118896 members Mstep: Class 17 contains 658 members Entering Unmasked Estep ConsiderDeletion Score: -7867107.500000 Penalty: 5947.392090 Iteration 28Q: 12 clusters Score -7867108 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 1976 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 408 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 534 members Mstep: Class 6 contains 594 members Mstep: Class 7 contains 14362 members Mstep: Class 9 contains 5244 members Mstep: Class 10 contains 652 members Mstep: Class 13 contains 203 members Mstep: Class 16 contains 118801 members Mstep: Class 17 contains 652 members Entering Unmasked Estep ConsiderDeletion Score: -7867217.000000 Penalty: 5947.392090 Iteration 29Q: 12 clusters Score -7867217 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 1976 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 413 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 533 members Mstep: Class 6 contains 594 members Mstep: Class 7 contains 14455 members Mstep: Class 9 contains 5243 members Mstep: Class 10 contains 635 members Mstep: Class 13 contains 205 members Mstep: Class 16 contains 118695 members Mstep: Class 17 contains 677 members Entering Unmasked Estep ConsiderDeletion Score: -7867293.000000 Penalty: 5947.392090 Iteration 30Q: 12 clusters Score -7867293 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 1976 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 419 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 533 members Mstep: Class 6 contains 594 members Mstep: Class 7 contains 14537 members Mstep: Class 9 contains 5244 members Mstep: Class 10 contains 609 members Mstep: Class 13 contains 205 members Mstep: Class 16 contains 118593 members Mstep: Class 17 contains 716 members Entering Unmasked Estep ConsiderDeletion Score: -7867350.500000 Penalty: 5947.392090 Iteration 31Q: 12 clusters Score -7867350 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 1976 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 423 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 533 members Mstep: Class 6 contains 594 members Mstep: Class 7 contains 14611 members Mstep: Class 9 contains 5244 members Mstep: Class 10 contains 585 members Mstep: Class 13 contains 204 members Mstep: Class 16 contains 118500 members Mstep: Class 17 contains 756 members Entering Unmasked Estep ConsiderDeletion Score: -7867375.000000 Penalty: 5947.392090 Iteration 32Q: 12 clusters Score -7867375 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 1977 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 426 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 534 members Mstep: Class 6 contains 594 members Mstep: Class 7 contains 14675 members Mstep: Class 9 contains 5244 members Mstep: Class 10 contains 565 members Mstep: Class 13 contains 204 members Mstep: Class 16 contains 118398 members Mstep: Class 17 contains 809 members Entering Unmasked Estep ConsiderDeletion Score: -7867419.000000 Penalty: 5947.392090 Iteration 33Q: 12 clusters Score -7867419 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 1978 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 431 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 534 members Mstep: Class 6 contains 594 members Mstep: Class 7 contains 14736 members Mstep: Class 9 contains 5243 members Mstep: Class 10 contains 542 members Mstep: Class 13 contains 205 members Mstep: Class 16 contains 118297 members Mstep: Class 17 contains 866 members Entering Unmasked Estep ConsiderDeletion Score: -7867448.000000 Penalty: 5947.392090 Iteration 34Q: 12 clusters Score -7867448 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 1978 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 440 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 534 members Mstep: Class 6 contains 594 members Mstep: Class 7 contains 14774 members Mstep: Class 9 contains 5243 members Mstep: Class 10 contains 525 members Mstep: Class 13 contains 206 members Mstep: Class 16 contains 118211 members Mstep: Class 17 contains 920 members Entering Unmasked Estep ConsiderDeletion Score: -7867484.000000 Penalty: 5947.392090 Iteration 35Q: 12 clusters Score -7867484 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 1978 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 448 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 535 members Mstep: Class 6 contains 594 members Mstep: Class 7 contains 14796 members Mstep: Class 9 contains 5243 members Mstep: Class 10 contains 512 members Mstep: Class 13 contains 205 members Mstep: Class 16 contains 118142 members Mstep: Class 17 contains 972 members Entering Unmasked Estep ConsiderDeletion Score: -7867510.500000 Penalty: 5947.392090 Iteration 36Q: 12 clusters Score -7867510 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 1978 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 454 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 537 members Mstep: Class 6 contains 594 members Mstep: Class 7 contains 14810 members Mstep: Class 9 contains 5244 members Mstep: Class 10 contains 505 members Mstep: Class 13 contains 205 members Mstep: Class 16 contains 118072 members Mstep: Class 17 contains 1027 members Entering Unmasked Estep ConsiderDeletion Score: -7867540.000000 Penalty: 5947.392090 Iteration 37Q: 12 clusters Score -7867540 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 1978 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 456 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 537 members Mstep: Class 6 contains 594 members Mstep: Class 7 contains 14819 members Mstep: Class 9 contains 5244 members Mstep: Class 10 contains 499 members Mstep: Class 13 contains 206 members Mstep: Class 16 contains 118025 members Mstep: Class 17 contains 1069 members Entering Unmasked Estep ConsiderDeletion Score: -7867541.500000 Penalty: 5947.392090 Iteration 38Q: 12 clusters Score -7867542 nChanged 48 Entering ConstructFrom: Score: -7867541.500000 Penalty: 5947.392090 Entering ConstructFrom: Trying to split cluster 1 (1143 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Entering Unmasked Estep Score: -52686.738281 Penalty: 320.384247 Iteration 0F: 2 clusters Score -52686.74 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -51862.968750 Penalty: 640.768494 Iteration 0F: 3 clusters Score -51862.97 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -52861.683594 Penalty: 640.768494 Iteration 1F: 3 clusters Score -52861.68 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -53818.007812 Penalty: 640.768494 Iteration 2F: 3 clusters Score -53818.01 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -54515.671875 Penalty: 640.768494 Iteration 3F: 3 clusters Score -54515.67 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -54897.441406 Penalty: 640.768494 Iteration 4Q: 3 clusters Score -54897.44 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -54945.648438 Penalty: 640.768494 Iteration 5Q: 3 clusters Score -54945.65 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -54954.574219 Penalty: 640.768494 Iteration 6Q: 3 clusters Score -54954.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -54954.574219 Penalty: 640.768494 Iteration 7F: 3 clusters Score -54954.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1978 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 456 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 538 members Mstep: Class 5 contains 312 members Mstep: Class 6 contains 594 members Mstep: Class 7 contains 14825 members Mstep: Class 9 contains 5244 members Mstep: Class 10 contains 497 members Mstep: Class 13 contains 207 members Mstep: Class 16 contains 117985 members Mstep: Class 17 contains 1104 members Entering Unmasked Estep Score: -7869594.000000 Penalty: 6488.063965 Splitting cluster 1 changes total score from -7867541.500000 to -7869594.000000 So it's getting split into cluster 5. Entering ConstructFrom: Trying to split cluster 2 (456 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Entering Unmasked Estep Score: -22597.593750 Penalty: 278.573425 Iteration 0F: 2 clusters Score -22597.59 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 215 members Entering Unmasked Estep Score: -22154.021484 Penalty: 557.146851 Iteration 0F: 3 clusters Score -22154.02 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -22382.898438 Penalty: 557.146851 Iteration 1F: 3 clusters Score -22382.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -22457.539062 Penalty: 557.146851 Iteration 2F: 3 clusters Score -22457.54 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -22511.253906 Penalty: 557.146851 Iteration 3F: 3 clusters Score -22511.25 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -22531.570312 Penalty: 557.146851 Iteration 4Q: 3 clusters Score -22531.57 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -22541.416016 Penalty: 557.146851 Iteration 5Q: 3 clusters Score -22541.42 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -22545.935547 Penalty: 557.146851 Iteration 6Q: 3 clusters Score -22545.94 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -22546.146484 Penalty: 557.146851 Iteration 7Q: 3 clusters Score -22546.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -22546.146484 Penalty: 557.146851 Iteration 8F: 3 clusters Score -22546.15 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (199 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Entering Unmasked Estep Score: -9205.457031 Penalty: 240.845367 Iteration 0F: 2 clusters Score -9205.457 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -8940.908203 Penalty: 481.690735 Iteration 0F: 3 clusters Score -8940.908 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -9006.956055 Penalty: 481.690735 Iteration 1F: 3 clusters Score -9006.956 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -9047.313477 Penalty: 481.690735 Iteration 2F: 3 clusters Score -9047.313 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -9095.895508 Penalty: 481.690735 Iteration 3F: 3 clusters Score -9095.896 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -9118.592773 Penalty: 481.690735 Iteration 4Q: 3 clusters Score -9118.593 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -9139.721680 Penalty: 481.690735 Iteration 5Q: 3 clusters Score -9139.722 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -9155.654297 Penalty: 481.690735 Iteration 6Q: 3 clusters Score -9155.654 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -9172.831055 Penalty: 481.690735 Iteration 7Q: 3 clusters Score -9172.831 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -9201.035156 Penalty: 481.690735 Iteration 8Q: 3 clusters Score -9201.035 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -9288.364258 Penalty: 481.690735 Iteration 9Q: 3 clusters Score -9288.364 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -9392.247070 Penalty: 481.690735 Iteration 10Q: 3 clusters Score -9392.247 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -9408.461914 Penalty: 481.690735 Iteration 11Q: 3 clusters Score -9408.462 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -9408.461914 Penalty: 481.690735 Iteration 12F: 3 clusters Score -9408.462 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1978 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 456 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 538 members Mstep: Class 5 contains 312 members Mstep: Class 6 contains 594 members Mstep: Class 7 contains 14825 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 5244 members Mstep: Class 10 contains 497 members Mstep: Class 13 contains 207 members Mstep: Class 16 contains 117985 members Mstep: Class 17 contains 1104 members Entering Unmasked Estep Score: -7869497.000000 Penalty: 7028.735840 Splitting cluster 3 changes total score from -7867541.500000 to -7869497.000000 So it's getting split into cluster 8. Entering ConstructFrom: Trying to split cluster 4 (538 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Entering Unmasked Estep Score: -26917.626953 Penalty: 286.097565 Iteration 0F: 2 clusters Score -26917.63 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -26420.277344 Penalty: 572.195129 Iteration 0F: 3 clusters Score -26420.28 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -26580.578125 Penalty: 572.195129 Iteration 1F: 3 clusters Score -26580.58 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -26610.458984 Penalty: 572.195129 Iteration 2F: 3 clusters Score -26610.46 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -26627.158203 Penalty: 572.195129 Iteration 3Q: 3 clusters Score -26627.16 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -26633.298828 Penalty: 572.195129 Iteration 4Q: 3 clusters Score -26633.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -26636.906250 Penalty: 572.195129 Iteration 5Q: 3 clusters Score -26636.91 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -26640.896484 Penalty: 572.195129 Iteration 6Q: 3 clusters Score -26640.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -26645.730469 Penalty: 572.195129 Iteration 7Q: 3 clusters Score -26645.73 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -26653.128906 Penalty: 572.195129 Iteration 8Q: 3 clusters Score -26653.13 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -26661.947266 Penalty: 572.195129 Iteration 9Q: 3 clusters Score -26661.95 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -26675.097656 Penalty: 572.195129 Iteration 10Q: 3 clusters Score -26675.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -26693.623047 Penalty: 572.195129 Iteration 11Q: 3 clusters Score -26693.62 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -26703.275391 Penalty: 572.195129 Iteration 12Q: 3 clusters Score -26703.28 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -26718.066406 Penalty: 572.195129 Iteration 13Q: 3 clusters Score -26718.07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -26728.761719 Penalty: 572.195129 Iteration 14Q: 3 clusters Score -26728.76 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -26737.587891 Penalty: 572.195129 Iteration 15Q: 3 clusters Score -26737.59 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -26745.796875 Penalty: 572.195129 Iteration 16Q: 3 clusters Score -26745.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -26751.041016 Penalty: 572.195129 Iteration 17Q: 3 clusters Score -26751.04 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -26764.505859 Penalty: 572.195129 Iteration 18Q: 3 clusters Score -26764.51 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -26775.841797 Penalty: 572.195129 Iteration 19Q: 3 clusters Score -26775.84 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -26794.708984 Penalty: 572.195129 Iteration 20F: 3 clusters Score -26794.71 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -26821.234375 Penalty: 572.195129 Iteration 21Q: 3 clusters Score -26821.23 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -26862.912109 Penalty: 572.195129 Iteration 22Q: 3 clusters Score -26862.91 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -26890.791016 Penalty: 572.195129 Iteration 23Q: 3 clusters Score -26890.79 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -26903.416016 Penalty: 572.195129 Iteration 24Q: 3 clusters Score -26903.42 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -26912.193359 Penalty: 572.195129 Iteration 25Q: 3 clusters Score -26912.19 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -26922.638672 Penalty: 572.195129 Iteration 26Q: 3 clusters Score -26922.64 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -26933.261719 Penalty: 572.195129 Iteration 27Q: 3 clusters Score -26933.26 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -26940.406250 Penalty: 572.195129 Iteration 28Q: 3 clusters Score -26940.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -26946.351562 Penalty: 572.195129 Iteration 29Q: 3 clusters Score -26946.35 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -26947.007812 Penalty: 572.195129 Iteration 30Q: 3 clusters Score -26947.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -26947.875000 Penalty: 572.195129 Iteration 31Q: 3 clusters Score -26947.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -26948.451172 Penalty: 572.195129 Iteration 32Q: 3 clusters Score -26948.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -26955.455078 Penalty: 572.195129 Iteration 33F: 3 clusters Score -26955.46 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -26966.054688 Penalty: 572.195129 Iteration 34Q: 3 clusters Score -26966.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -26986.728516 Penalty: 572.195129 Iteration 35Q: 3 clusters Score -26986.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -26994.509766 Penalty: 572.195129 Iteration 36Q: 3 clusters Score -26994.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -26994.855469 Penalty: 572.195129 Iteration 37Q: 3 clusters Score -26994.86 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -26994.855469 Penalty: 572.195129 Iteration 38F: 3 clusters Score -26994.86 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1978 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 456 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 82 members Mstep: Class 5 contains 312 members Mstep: Class 6 contains 594 members Mstep: Class 7 contains 14825 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 5244 members Mstep: Class 10 contains 497 members Mstep: Class 11 contains 456 members Mstep: Class 13 contains 207 members Mstep: Class 16 contains 117985 members Mstep: Class 17 contains 1104 members Entering Unmasked Estep Score: -7869321.000000 Penalty: 7569.408203 Splitting cluster 4 changes total score from -7867541.500000 to -7869321.000000 So it's getting split into cluster 11. Entering ConstructFrom: Trying to split cluster 6 (594 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Entering Unmasked Estep Score: -22031.685547 Penalty: 290.603027 Iteration 0F: 2 clusters Score -22031.69 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -21585.189453 Penalty: 581.206055 Iteration 0F: 3 clusters Score -21585.19 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -22861.441406 Penalty: 581.206055 Iteration 1F: 3 clusters Score -22861.44 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -23177.253906 Penalty: 581.206055 Iteration 2F: 3 clusters Score -23177.25 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -23254.367188 Penalty: 581.206055 Iteration 3Q: 3 clusters Score -23254.37 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -23280.378906 Penalty: 581.206055 Iteration 4Q: 3 clusters Score -23280.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -23281.814453 Penalty: 581.206055 Iteration 5Q: 3 clusters Score -23281.81 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -23281.814453 Penalty: 581.206055 Iteration 6F: 3 clusters Score -23281.81 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1978 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 456 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 82 members Mstep: Class 5 contains 312 members Mstep: Class 6 contains 86 members Mstep: Class 7 contains 14825 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 5244 members Mstep: Class 10 contains 497 members Mstep: Class 11 contains 456 members Mstep: Class 12 contains 508 members Mstep: Class 13 contains 207 members Mstep: Class 16 contains 117985 members Mstep: Class 17 contains 1104 members Entering Unmasked Estep Score: -7870328.000000 Penalty: 8110.080078 Splitting cluster 6 changes total score from -7867541.500000 to -7870328.000000 So it's getting split into cluster 12. Entering ConstructFrom: Trying to split cluster 7 (14825 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14825 members Entering Unmasked Estep Score: -789673.437500 Penalty: 436.985229 Iteration 0F: 2 clusters Score -789673.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7389 members Mstep: Class 2 contains 7436 members Entering Unmasked Estep Score: -779889.562500 Penalty: 873.970459 Iteration 0F: 3 clusters Score -779889.6 nChanged 6983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6306 members Mstep: Class 2 contains 8519 members Entering Unmasked Estep Score: -785194.250000 Penalty: 873.970459 Iteration 1F: 3 clusters Score -785194.2 nChanged 1633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5255 members Mstep: Class 2 contains 9570 members Entering Unmasked Estep Score: -786734.000000 Penalty: 873.970459 Iteration 2F: 3 clusters Score -786734 nChanged 1518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4179 members Mstep: Class 2 contains 10646 members Entering Unmasked Estep Score: -788029.937500 Penalty: 873.970459 Iteration 3F: 3 clusters Score -788029.9 nChanged 1030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3381 members Mstep: Class 2 contains 11444 members Entering Unmasked Estep Score: -788776.500000 Penalty: 873.970459 Iteration 4F: 3 clusters Score -788776.5 nChanged 709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 12079 members Entering Unmasked Estep Score: -789246.687500 Penalty: 873.970459 Iteration 5Q: 3 clusters Score -789246.7 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2287 members Mstep: Class 2 contains 12538 members Entering Unmasked Estep Score: -789540.250000 Penalty: 873.970459 Iteration 6Q: 3 clusters Score -789540.2 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 12928 members Entering Unmasked Estep Score: -789800.437500 Penalty: 873.970459 Iteration 7Q: 3 clusters Score -789800.4 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 13254 members Entering Unmasked Estep Score: -790045.875000 Penalty: 873.970459 Iteration 8Q: 3 clusters Score -790045.9 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 13523 members Entering Unmasked Estep Score: -790265.750000 Penalty: 873.970459 Iteration 9Q: 3 clusters Score -790265.8 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 13712 members Entering Unmasked Estep Score: -790389.812500 Penalty: 873.970459 Iteration 10Q: 3 clusters Score -790389.8 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 13831 members Entering Unmasked Estep Score: -790445.562500 Penalty: 873.970459 Iteration 11Q: 3 clusters Score -790445.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 13909 members Entering Unmasked Estep Score: -790473.437500 Penalty: 873.970459 Iteration 12Q: 3 clusters Score -790473.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 13966 members Entering Unmasked Estep Score: -790489.562500 Penalty: 873.970459 Iteration 13Q: 3 clusters Score -790489.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 14011 members Entering Unmasked Estep Score: -790501.187500 Penalty: 873.970459 Iteration 14Q: 3 clusters Score -790501.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 14046 members Entering Unmasked Estep Score: -790512.750000 Penalty: 873.970459 Iteration 15Q: 3 clusters Score -790512.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 14071 members Entering Unmasked Estep Score: -790521.250000 Penalty: 873.970459 Iteration 16Q: 3 clusters Score -790521.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 14094 members Entering Unmasked Estep Score: -790526.187500 Penalty: 873.970459 Iteration 17Q: 3 clusters Score -790526.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 14107 members Entering Unmasked Estep Score: -790528.562500 Penalty: 873.970459 Iteration 18Q: 3 clusters Score -790528.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 14114 members Entering Unmasked Estep Score: -790528.125000 Penalty: 873.970459 Iteration 19Q: 3 clusters Score -790528.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 14117 members Entering Unmasked Estep Score: -790529.062500 Penalty: 873.970459 Iteration 20F: 3 clusters Score -790529.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 14119 members Entering Unmasked Estep Score: -790529.687500 Penalty: 873.970459 Iteration 21Q: 3 clusters Score -790529.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 14120 members Entering Unmasked Estep Score: -790531.625000 Penalty: 873.970459 Iteration 22Q: 3 clusters Score -790531.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 14122 members Entering Unmasked Estep Score: -790531.125000 Penalty: 873.970459 Iteration 23Q: 3 clusters Score -790531.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 14122 members Entering Unmasked Estep Score: -790531.125000 Penalty: 873.970459 Iteration 24F: 3 clusters Score -790531.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1978 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 456 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 82 members Mstep: Class 5 contains 312 members Mstep: Class 6 contains 86 members Mstep: Class 7 contains 703 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 5244 members Mstep: Class 10 contains 497 members Mstep: Class 11 contains 456 members Mstep: Class 12 contains 508 members Mstep: Class 13 contains 207 members Mstep: Class 14 contains 14122 members Mstep: Class 16 contains 117985 members Mstep: Class 17 contains 1104 members Entering Unmasked Estep Score: -7871091.500000 Penalty: 8650.751953 Splitting cluster 7 changes total score from -7867541.500000 to -7871091.500000 So it's getting split into cluster 14. Entering ConstructFrom: Trying to split cluster 9 (5244 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5244 members Entering Unmasked Estep Score: -277455.375000 Penalty: 389.700226 Iteration 0F: 2 clusters Score -277455.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2654 members Mstep: Class 2 contains 2590 members Entering Unmasked Estep Score: -273878.125000 Penalty: 779.400452 Iteration 0F: 3 clusters Score -273878.1 nChanged 2393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2823 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -275224.875000 Penalty: 779.400452 Iteration 1F: 3 clusters Score -275224.9 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2925 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -275450.531250 Penalty: 779.400452 Iteration 2F: 3 clusters Score -275450.5 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3078 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -275855.281250 Penalty: 779.400452 Iteration 3F: 3 clusters Score -275855.3 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3297 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -276480.625000 Penalty: 779.400452 Iteration 4F: 3 clusters Score -276480.6 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3445 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -276980.218750 Penalty: 779.400452 Iteration 5F: 3 clusters Score -276980.2 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3510 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -277244.531250 Penalty: 779.400452 Iteration 6F: 3 clusters Score -277244.5 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3564 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -277374.000000 Penalty: 779.400452 Iteration 7Q: 3 clusters Score -277374 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3633 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -277460.093750 Penalty: 779.400452 Iteration 8Q: 3 clusters Score -277460.1 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3684 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -277508.187500 Penalty: 779.400452 Iteration 9Q: 3 clusters Score -277508.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3732 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -277553.593750 Penalty: 779.400452 Iteration 10Q: 3 clusters Score -277553.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3770 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -277577.687500 Penalty: 779.400452 Iteration 11Q: 3 clusters Score -277577.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3793 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -277591.687500 Penalty: 779.400452 Iteration 12Q: 3 clusters Score -277591.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3808 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -277609.843750 Penalty: 779.400452 Iteration 13Q: 3 clusters Score -277609.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3814 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -277619.437500 Penalty: 779.400452 Iteration 14Q: 3 clusters Score -277619.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3810 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -277625.062500 Penalty: 779.400452 Iteration 15Q: 3 clusters Score -277625.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3806 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -277630.812500 Penalty: 779.400452 Iteration 16Q: 3 clusters Score -277630.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3800 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -277635.125000 Penalty: 779.400452 Iteration 17Q: 3 clusters Score -277635.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3799 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -277637.687500 Penalty: 779.400452 Iteration 18Q: 3 clusters Score -277637.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3792 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -277642.218750 Penalty: 779.400452 Iteration 19Q: 3 clusters Score -277642.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3781 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -277647.031250 Penalty: 779.400452 Iteration 20F: 3 clusters Score -277647 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3771 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -277651.250000 Penalty: 779.400452 Iteration 21Q: 3 clusters Score -277651.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3756 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -277656.312500 Penalty: 779.400452 Iteration 22Q: 3 clusters Score -277656.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3744 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -277660.156250 Penalty: 779.400452 Iteration 23Q: 3 clusters Score -277660.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3729 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -277665.343750 Penalty: 779.400452 Iteration 24Q: 3 clusters Score -277665.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3704 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -277675.156250 Penalty: 779.400452 Iteration 25Q: 3 clusters Score -277675.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3677 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -277686.593750 Penalty: 779.400452 Iteration 26Q: 3 clusters Score -277686.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3649 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -277698.781250 Penalty: 779.400452 Iteration 27Q: 3 clusters Score -277698.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3620 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -277713.468750 Penalty: 779.400452 Iteration 28Q: 3 clusters Score -277713.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3581 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -277742.000000 Penalty: 779.400452 Iteration 29Q: 3 clusters Score -277742 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3530 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -277780.656250 Penalty: 779.400452 Iteration 30Q: 3 clusters Score -277780.7 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3464 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -277835.500000 Penalty: 779.400452 Iteration 31Q: 3 clusters Score -277835.5 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3386 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -277903.781250 Penalty: 779.400452 Iteration 32Q: 3 clusters Score -277903.8 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3269 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -278012.812500 Penalty: 779.400452 Iteration 33Q: 3 clusters Score -278012.8 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3137 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -278152.000000 Penalty: 779.400452 Iteration 34Q: 3 clusters Score -278152 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2996 members Mstep: Class 2 contains 2248 members Entering Unmasked Estep Score: -278298.281250 Penalty: 779.400452 Iteration 35Q: 3 clusters Score -278298.3 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2864 members Mstep: Class 2 contains 2380 members Entering Unmasked Estep Score: -278421.843750 Penalty: 779.400452 Iteration 36Q: 3 clusters Score -278421.8 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2724 members Mstep: Class 2 contains 2520 members Entering Unmasked Estep Score: -278540.250000 Penalty: 779.400452 Iteration 37Q: 3 clusters Score -278540.2 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2586 members Mstep: Class 2 contains 2658 members Entering Unmasked Estep Score: -278645.625000 Penalty: 779.400452 Iteration 38Q: 3 clusters Score -278645.6 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 2791 members Entering Unmasked Estep Score: -278740.062500 Penalty: 779.400452 Iteration 39Q: 3 clusters Score -278740.1 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2320 members Mstep: Class 2 contains 2924 members Entering Unmasked Estep Score: -278859.187500 Penalty: 779.400452 Iteration 40F: 3 clusters Score -278859.2 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 3065 members Entering Unmasked Estep Score: -279015.750000 Penalty: 779.400452 Iteration 41Q: 3 clusters Score -279015.8 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 3209 members Entering Unmasked Estep Score: -279272.156250 Penalty: 779.400452 Iteration 42Q: 3 clusters Score -279272.2 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 3341 members Entering Unmasked Estep Score: -279773.562500 Penalty: 779.400452 Iteration 43Q: 3 clusters Score -279773.6 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 3408 members Entering Unmasked Estep Score: -280249.875000 Penalty: 779.400452 Iteration 44Q: 3 clusters Score -280249.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 3389 members Entering Unmasked Estep Score: -280283.000000 Penalty: 779.400452 Iteration 45Q: 3 clusters Score -280283 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 3361 members Entering Unmasked Estep Score: -280301.406250 Penalty: 779.400452 Iteration 46Q: 3 clusters Score -280301.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 3332 members Entering Unmasked Estep Score: -280316.718750 Penalty: 779.400452 Iteration 47Q: 3 clusters Score -280316.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 3307 members Entering Unmasked Estep Score: -280331.406250 Penalty: 779.400452 Iteration 48Q: 3 clusters Score -280331.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 3286 members Entering Unmasked Estep Score: -280340.468750 Penalty: 779.400452 Iteration 49Q: 3 clusters Score -280340.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 3264 members Entering Unmasked Estep Score: -280349.593750 Penalty: 779.400452 Iteration 50Q: 3 clusters Score -280349.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 3250 members Entering Unmasked Estep Score: -280353.906250 Penalty: 779.400452 Iteration 51Q: 3 clusters Score -280353.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 3234 members Entering Unmasked Estep Score: -280358.718750 Penalty: 779.400452 Iteration 52Q: 3 clusters Score -280358.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 3226 members Entering Unmasked Estep Score: -280359.875000 Penalty: 779.400452 Iteration 53Q: 3 clusters Score -280359.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 3216 members Entering Unmasked Estep Score: -280362.750000 Penalty: 779.400452 Iteration 54Q: 3 clusters Score -280362.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 3205 members Entering Unmasked Estep Score: -280366.125000 Penalty: 779.400452 Iteration 55Q: 3 clusters Score -280366.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 3198 members Entering Unmasked Estep Score: -280370.187500 Penalty: 779.400452 Iteration 56Q: 3 clusters Score -280370.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2051 members Mstep: Class 2 contains 3193 members Entering Unmasked Estep Score: -280370.718750 Penalty: 779.400452 Iteration 57Q: 3 clusters Score -280370.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 3189 members Entering Unmasked Estep Score: -280370.875000 Penalty: 779.400452 Iteration 58Q: 3 clusters Score -280370.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 3186 members Entering Unmasked Estep Score: -280372.500000 Penalty: 779.400452 Iteration 59Q: 3 clusters Score -280372.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 3184 members Entering Unmasked Estep Score: -280378.312500 Penalty: 779.400452 Iteration 60F: 3 clusters Score -280378.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 3172 members Entering Unmasked Estep Score: -280383.687500 Penalty: 779.400452 Iteration 61Q: 3 clusters Score -280383.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 3157 members Entering Unmasked Estep Score: -280389.906250 Penalty: 779.400452 Iteration 62Q: 3 clusters Score -280389.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 3138 members Entering Unmasked Estep Score: -280399.687500 Penalty: 779.400452 Iteration 63Q: 3 clusters Score -280399.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 3109 members Entering Unmasked Estep Score: -280418.843750 Penalty: 779.400452 Iteration 64Q: 3 clusters Score -280418.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2164 members Mstep: Class 2 contains 3080 members Entering Unmasked Estep Score: -280437.968750 Penalty: 779.400452 Iteration 65Q: 3 clusters Score -280438 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 3056 members Entering Unmasked Estep Score: -280454.125000 Penalty: 779.400452 Iteration 66Q: 3 clusters Score -280454.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 3034 members Entering Unmasked Estep Score: -280467.968750 Penalty: 779.400452 Iteration 67Q: 3 clusters Score -280468 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 3010 members Entering Unmasked Estep Score: -280482.843750 Penalty: 779.400452 Iteration 68Q: 3 clusters Score -280482.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 2985 members Entering Unmasked Estep Score: -280496.906250 Penalty: 779.400452 Iteration 69Q: 3 clusters Score -280496.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2287 members Mstep: Class 2 contains 2957 members Entering Unmasked Estep Score: -280518.656250 Penalty: 779.400452 Iteration 70Q: 3 clusters Score -280518.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2321 members Mstep: Class 2 contains 2923 members Entering Unmasked Estep Score: -280550.625000 Penalty: 779.400452 Iteration 71Q: 3 clusters Score -280550.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 2882 members Entering Unmasked Estep Score: -280589.343750 Penalty: 779.400452 Iteration 72Q: 3 clusters Score -280589.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2394 members Mstep: Class 2 contains 2850 members Entering Unmasked Estep Score: -280620.718750 Penalty: 779.400452 Iteration 73Q: 3 clusters Score -280620.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Mstep: Class 2 contains 2822 members Entering Unmasked Estep Score: -280649.625000 Penalty: 779.400452 Iteration 74Q: 3 clusters Score -280649.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2447 members Mstep: Class 2 contains 2797 members Entering Unmasked Estep Score: -280665.562500 Penalty: 779.400452 Iteration 75Q: 3 clusters Score -280665.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2455 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -280674.906250 Penalty: 779.400452 Iteration 76Q: 3 clusters Score -280674.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2461 members Mstep: Class 2 contains 2783 members Entering Unmasked Estep Score: -280677.937500 Penalty: 779.400452 Iteration 77Q: 3 clusters Score -280677.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2463 members Mstep: Class 2 contains 2781 members Entering Unmasked Estep Score: -280682.625000 Penalty: 779.400452 Iteration 78Q: 3 clusters Score -280682.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2467 members Mstep: Class 2 contains 2777 members Entering Unmasked Estep Score: -280683.093750 Penalty: 779.400452 Iteration 79Q: 3 clusters Score -280683.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 2776 members Entering Unmasked Estep Score: -280699.718750 Penalty: 779.400452 Iteration 80F: 3 clusters Score -280699.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2491 members Mstep: Class 2 contains 2753 members Entering Unmasked Estep Score: -280721.562500 Penalty: 779.400452 Iteration 81Q: 3 clusters Score -280721.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -280737.125000 Penalty: 779.400452 Iteration 82Q: 3 clusters Score -280737.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2530 members Mstep: Class 2 contains 2714 members Entering Unmasked Estep Score: -280744.875000 Penalty: 779.400452 Iteration 83Q: 3 clusters Score -280744.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2543 members Mstep: Class 2 contains 2701 members Entering Unmasked Estep Score: -280748.000000 Penalty: 779.400452 Iteration 84Q: 3 clusters Score -280748 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2547 members Mstep: Class 2 contains 2697 members Entering Unmasked Estep Score: -280748.968750 Penalty: 779.400452 Iteration 85Q: 3 clusters Score -280749 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2551 members Mstep: Class 2 contains 2693 members Entering Unmasked Estep Score: -280749.593750 Penalty: 779.400452 Iteration 86Q: 3 clusters Score -280749.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2551 members Mstep: Class 2 contains 2693 members Entering Unmasked Estep Score: -280749.593750 Penalty: 779.400452 Iteration 87F: 3 clusters Score -280749.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1978 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 456 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 82 members Mstep: Class 5 contains 312 members Mstep: Class 6 contains 86 members Mstep: Class 7 contains 703 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 2551 members Mstep: Class 10 contains 497 members Mstep: Class 11 contains 456 members Mstep: Class 12 contains 508 members Mstep: Class 13 contains 207 members Mstep: Class 14 contains 14122 members Mstep: Class 15 contains 2693 members Mstep: Class 16 contains 117985 members Mstep: Class 17 contains 1104 members Entering Unmasked Estep Score: -7874208.500000 Penalty: 9191.423828 Splitting cluster 9 changes total score from -7867541.500000 to -7874208.500000 So it's getting split into cluster 15. Entering ConstructFrom: Trying to split cluster 10 (497 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Entering Unmasked Estep Score: -28990.576172 Penalty: 282.490845 Iteration 0F: 2 clusters Score -28990.58 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -28505.355469 Penalty: 564.981689 Iteration 0F: 3 clusters Score -28505.36 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -28600.599609 Penalty: 564.981689 Iteration 1F: 3 clusters Score -28600.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -28624.498047 Penalty: 564.981689 Iteration 2F: 3 clusters Score -28624.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -28639.408203 Penalty: 564.981689 Iteration 3Q: 3 clusters Score -28639.41 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -28655.408203 Penalty: 564.981689 Iteration 4Q: 3 clusters Score -28655.41 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -28663.402344 Penalty: 564.981689 Iteration 5Q: 3 clusters Score -28663.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -28667.792969 Penalty: 564.981689 Iteration 6Q: 3 clusters Score -28667.79 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -28668.859375 Penalty: 564.981689 Iteration 7Q: 3 clusters Score -28668.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -28669.287109 Penalty: 564.981689 Iteration 8Q: 3 clusters Score -28669.29 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -28670.087891 Penalty: 564.981689 Iteration 9Q: 3 clusters Score -28670.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -28670.609375 Penalty: 564.981689 Iteration 10Q: 3 clusters Score -28670.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -28670.609375 Penalty: 564.981689 Iteration 11F: 3 clusters Score -28670.61 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (207 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Entering Unmasked Estep Score: -9520.012695 Penalty: 242.638702 Iteration 0F: 2 clusters Score -9520.013 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -9234.144531 Penalty: 485.277405 Iteration 0F: 3 clusters Score -9234.145 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -9304.370117 Penalty: 485.277405 Iteration 1F: 3 clusters Score -9304.37 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -9358.195312 Penalty: 485.277405 Iteration 2F: 3 clusters Score -9358.195 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -9422.498047 Penalty: 485.277405 Iteration 3F: 3 clusters Score -9422.498 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -9454.037109 Penalty: 485.277405 Iteration 4Q: 3 clusters Score -9454.037 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -9469.685547 Penalty: 485.277405 Iteration 5Q: 3 clusters Score -9469.686 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -9481.838867 Penalty: 485.277405 Iteration 6Q: 3 clusters Score -9481.839 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -9495.828125 Penalty: 485.277405 Iteration 7Q: 3 clusters Score -9495.828 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -9506.851562 Penalty: 485.277405 Iteration 8Q: 3 clusters Score -9506.852 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -9517.197266 Penalty: 485.277405 Iteration 9Q: 3 clusters Score -9517.197 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -9523.646484 Penalty: 485.277405 Iteration 10Q: 3 clusters Score -9523.646 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -9536.618164 Penalty: 485.277405 Iteration 11Q: 3 clusters Score -9536.618 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -9536.618164 Penalty: 485.277405 Iteration 12F: 3 clusters Score -9536.618 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1978 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 456 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 82 members Mstep: Class 5 contains 312 members Mstep: Class 6 contains 86 members Mstep: Class 7 contains 703 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 2551 members Mstep: Class 10 contains 497 members Mstep: Class 11 contains 456 members Mstep: Class 12 contains 508 members Mstep: Class 13 contains 117 members Mstep: Class 14 contains 14122 members Mstep: Class 15 contains 2693 members Mstep: Class 16 contains 117985 members Mstep: Class 17 contains 1104 members Mstep: Class 18 contains 90 members Entering Unmasked Estep Score: -7873929.000000 Penalty: 9732.095703 Splitting cluster 13 changes total score from -7867541.500000 to -7873929.000000 So it's getting split into cluster 18. Entering ConstructFrom: Trying to split cluster 16 (117985 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117985 members Entering Unmasked Estep Score: -6674547.500000 Penalty: 531.363220 Iteration 0F: 2 clusters Score -6674548 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58991 members Mstep: Class 2 contains 58994 members Entering Unmasked Estep Score: -6595160.500000 Penalty: 1062.726440 Iteration 0F: 3 clusters Score -6595160 nChanged 57679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60942 members Mstep: Class 2 contains 57043 members Entering Unmasked Estep Score: -6631991.500000 Penalty: 1062.726440 Iteration 1F: 3 clusters Score -6631992 nChanged 6956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61576 members Mstep: Class 2 contains 56409 members Entering Unmasked Estep Score: -6636068.500000 Penalty: 1062.726440 Iteration 2F: 3 clusters Score -6636068 nChanged 7852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62384 members Mstep: Class 2 contains 55601 members Entering Unmasked Estep Score: -6642110.500000 Penalty: 1062.726440 Iteration 3F: 3 clusters Score -6642110 nChanged 8434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63062 members Mstep: Class 2 contains 54923 members Entering Unmasked Estep Score: -6649118.500000 Penalty: 1062.726440 Iteration 4F: 3 clusters Score -6649118 nChanged 7563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63607 members Mstep: Class 2 contains 54378 members Entering Unmasked Estep Score: -6653610.500000 Penalty: 1062.726440 Iteration 5F: 3 clusters Score -6653610 nChanged 4783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64126 members Mstep: Class 2 contains 53859 members Entering Unmasked Estep Score: -6655104.000000 Penalty: 1062.726440 Iteration 6Q: 3 clusters Score -6655104 nChanged 2495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64587 members Mstep: Class 2 contains 53398 members Entering Unmasked Estep Score: -6655652.500000 Penalty: 1062.726440 Iteration 7Q: 3 clusters Score -6655652 nChanged 1719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65112 members Mstep: Class 2 contains 52873 members Entering Unmasked Estep Score: -6656045.000000 Penalty: 1062.726440 Iteration 8Q: 3 clusters Score -6656045 nChanged 1470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65630 members Mstep: Class 2 contains 52355 members Entering Unmasked Estep Score: -6656393.500000 Penalty: 1062.726440 Iteration 9Q: 3 clusters Score -6656394 nChanged 1509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66187 members Mstep: Class 2 contains 51798 members Entering Unmasked Estep Score: -6656741.500000 Penalty: 1062.726440 Iteration 10Q: 3 clusters Score -6656742 nChanged 1592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66695 members Mstep: Class 2 contains 51290 members Entering Unmasked Estep Score: -6657223.000000 Penalty: 1062.726440 Iteration 11Q: 3 clusters Score -6657223 nChanged 1678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67237 members Mstep: Class 2 contains 50748 members Entering Unmasked Estep Score: -6657678.500000 Penalty: 1062.726440 Iteration 12Q: 3 clusters Score -6657678 nChanged 1811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67758 members Mstep: Class 2 contains 50227 members Entering Unmasked Estep Score: -6658250.500000 Penalty: 1062.726440 Iteration 13Q: 3 clusters Score -6658250 nChanged 1910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68306 members Mstep: Class 2 contains 49679 members Entering Unmasked Estep Score: -6658961.500000 Penalty: 1062.726440 Iteration 14Q: 3 clusters Score -6658962 nChanged 1998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68860 members Mstep: Class 2 contains 49125 members Entering Unmasked Estep Score: -6659600.500000 Penalty: 1062.726440 Iteration 15Q: 3 clusters Score -6659600 nChanged 2002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69360 members Mstep: Class 2 contains 48625 members Entering Unmasked Estep Score: -6660341.000000 Penalty: 1062.726440 Iteration 16Q: 3 clusters Score -6660341 nChanged 1998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69784 members Mstep: Class 2 contains 48201 members Entering Unmasked Estep Score: -6661036.500000 Penalty: 1062.726440 Iteration 17Q: 3 clusters Score -6661036 nChanged 1884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70212 members Mstep: Class 2 contains 47773 members Entering Unmasked Estep Score: -6661628.000000 Penalty: 1062.726440 Iteration 18Q: 3 clusters Score -6661628 nChanged 1771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70633 members Mstep: Class 2 contains 47352 members Entering Unmasked Estep Score: -6662135.500000 Penalty: 1062.726440 Iteration 19Q: 3 clusters Score -6662136 nChanged 1596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71001 members Mstep: Class 2 contains 46984 members Entering Unmasked Estep Score: -6662546.000000 Penalty: 1062.726440 Iteration 20F: 3 clusters Score -6662546 nChanged 1512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71387 members Mstep: Class 2 contains 46598 members Entering Unmasked Estep Score: -6662922.500000 Penalty: 1062.726440 Iteration 21Q: 3 clusters Score -6662922 nChanged 1468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71779 members Mstep: Class 2 contains 46206 members Entering Unmasked Estep Score: -6663318.500000 Penalty: 1062.726440 Iteration 22Q: 3 clusters Score -6663318 nChanged 1400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72171 members Mstep: Class 2 contains 45814 members Entering Unmasked Estep Score: -6663651.500000 Penalty: 1062.726440 Iteration 23Q: 3 clusters Score -6663652 nChanged 1292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72575 members Mstep: Class 2 contains 45410 members Entering Unmasked Estep Score: -6663976.000000 Penalty: 1062.726440 Iteration 24Q: 3 clusters Score -6663976 nChanged 1216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73059 members Mstep: Class 2 contains 44926 members Entering Unmasked Estep Score: -6664226.500000 Penalty: 1062.726440 Iteration 25Q: 3 clusters Score -6664226 nChanged 1136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73521 members Mstep: Class 2 contains 44464 members Entering Unmasked Estep Score: -6664503.000000 Penalty: 1062.726440 Iteration 26Q: 3 clusters Score -6664503 nChanged 1061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73964 members Mstep: Class 2 contains 44021 members Entering Unmasked Estep Score: -6664703.000000 Penalty: 1062.726440 Iteration 27Q: 3 clusters Score -6664703 nChanged 991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74381 members Mstep: Class 2 contains 43604 members Entering Unmasked Estep Score: -6664915.000000 Penalty: 1062.726440 Iteration 28Q: 3 clusters Score -6664915 nChanged 909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74808 members Mstep: Class 2 contains 43177 members Entering Unmasked Estep Score: -6665106.000000 Penalty: 1062.726440 Iteration 29Q: 3 clusters Score -6665106 nChanged 876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75284 members Mstep: Class 2 contains 42701 members Entering Unmasked Estep Score: -6665275.000000 Penalty: 1062.726440 Iteration 30Q: 3 clusters Score -6665275 nChanged 815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75739 members Mstep: Class 2 contains 42246 members Entering Unmasked Estep Score: -6665419.500000 Penalty: 1062.726440 Iteration 31Q: 3 clusters Score -6665420 nChanged 763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76194 members Mstep: Class 2 contains 41791 members Entering Unmasked Estep Score: -6665601.000000 Penalty: 1062.726440 Iteration 32Q: 3 clusters Score -6665601 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76632 members Mstep: Class 2 contains 41353 members Entering Unmasked Estep Score: -6665698.500000 Penalty: 1062.726440 Iteration 33Q: 3 clusters Score -6665698 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77136 members Mstep: Class 2 contains 40849 members Entering Unmasked Estep Score: -6665806.500000 Penalty: 1062.726440 Iteration 34Q: 3 clusters Score -6665806 nChanged 701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77669 members Mstep: Class 2 contains 40316 members Entering Unmasked Estep Score: -6665922.500000 Penalty: 1062.726440 Iteration 35Q: 3 clusters Score -6665922 nChanged 706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78239 members Mstep: Class 2 contains 39746 members Entering Unmasked Estep Score: -6666070.500000 Penalty: 1062.726440 Iteration 36Q: 3 clusters Score -6666070 nChanged 708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78847 members Mstep: Class 2 contains 39138 members Entering Unmasked Estep Score: -6666225.000000 Penalty: 1062.726440 Iteration 37Q: 3 clusters Score -6666225 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79467 members Mstep: Class 2 contains 38518 members Entering Unmasked Estep Score: -6666394.000000 Penalty: 1062.726440 Iteration 38Q: 3 clusters Score -6666394 nChanged 769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80168 members Mstep: Class 2 contains 37817 members Entering Unmasked Estep Score: -6666559.000000 Penalty: 1062.726440 Iteration 39Q: 3 clusters Score -6666559 nChanged 789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80897 members Mstep: Class 2 contains 37088 members Entering Unmasked Estep Score: -6666737.000000 Penalty: 1062.726440 Iteration 40F: 3 clusters Score -6666737 nChanged 847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81688 members Mstep: Class 2 contains 36297 members Entering Unmasked Estep Score: -6666976.000000 Penalty: 1062.726440 Iteration 41Q: 3 clusters Score -6666976 nChanged 906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82532 members Mstep: Class 2 contains 35453 members Entering Unmasked Estep Score: -6667225.000000 Penalty: 1062.726440 Iteration 42Q: 3 clusters Score -6667225 nChanged 918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83376 members Mstep: Class 2 contains 34609 members Entering Unmasked Estep Score: -6667469.500000 Penalty: 1062.726440 Iteration 43Q: 3 clusters Score -6667470 nChanged 1000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84318 members Mstep: Class 2 contains 33667 members Entering Unmasked Estep Score: -6667793.000000 Penalty: 1062.726440 Iteration 44Q: 3 clusters Score -6667793 nChanged 1038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85298 members Mstep: Class 2 contains 32687 members Entering Unmasked Estep Score: -6668191.000000 Penalty: 1062.726440 Iteration 45Q: 3 clusters Score -6668191 nChanged 1172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86368 members Mstep: Class 2 contains 31617 members Entering Unmasked Estep Score: -6668671.000000 Penalty: 1062.726440 Iteration 46Q: 3 clusters Score -6668671 nChanged 1283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87543 members Mstep: Class 2 contains 30442 members Entering Unmasked Estep Score: -6669198.000000 Penalty: 1062.726440 Iteration 47Q: 3 clusters Score -6669198 nChanged 1325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88792 members Mstep: Class 2 contains 29193 members Entering Unmasked Estep Score: -6669782.000000 Penalty: 1062.726440 Iteration 48Q: 3 clusters Score -6669782 nChanged 1376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90080 members Mstep: Class 2 contains 27905 members Entering Unmasked Estep Score: -6670371.500000 Penalty: 1062.726440 Iteration 49Q: 3 clusters Score -6670372 nChanged 1476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91466 members Mstep: Class 2 contains 26519 members Entering Unmasked Estep Score: -6671092.000000 Penalty: 1062.726440 Iteration 50Q: 3 clusters Score -6671092 nChanged 1567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92907 members Mstep: Class 2 contains 25078 members Entering Unmasked Estep Score: -6671893.000000 Penalty: 1062.726440 Iteration 51Q: 3 clusters Score -6671893 nChanged 1646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94423 members Mstep: Class 2 contains 23562 members Entering Unmasked Estep Score: -6672780.500000 Penalty: 1062.726440 Iteration 52Q: 3 clusters Score -6672780 nChanged 1701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95978 members Mstep: Class 2 contains 22007 members Entering Unmasked Estep Score: -6673633.500000 Penalty: 1062.726440 Iteration 53Q: 3 clusters Score -6673634 nChanged 1605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97417 members Mstep: Class 2 contains 20568 members Entering Unmasked Estep Score: -6674408.500000 Penalty: 1062.726440 Iteration 54Q: 3 clusters Score -6674408 nChanged 1574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98801 members Mstep: Class 2 contains 19184 members Entering Unmasked Estep Score: -6675173.000000 Penalty: 1062.726440 Iteration 55Q: 3 clusters Score -6675173 nChanged 1506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100109 members Mstep: Class 2 contains 17876 members Entering Unmasked Estep Score: -6675836.500000 Penalty: 1062.726440 Iteration 56Q: 3 clusters Score -6675836 nChanged 1362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101263 members Mstep: Class 2 contains 16722 members Entering Unmasked Estep Score: -6676378.000000 Penalty: 1062.726440 Iteration 57Q: 3 clusters Score -6676378 nChanged 1186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102217 members Mstep: Class 2 contains 15768 members Entering Unmasked Estep Score: -6676800.500000 Penalty: 1062.726440 Iteration 58Q: 3 clusters Score -6676800 nChanged 1036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103047 members Mstep: Class 2 contains 14938 members Entering Unmasked Estep Score: -6677132.000000 Penalty: 1062.726440 Iteration 59Q: 3 clusters Score -6677132 nChanged 926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103763 members Mstep: Class 2 contains 14222 members Entering Unmasked Estep Score: -6677435.500000 Penalty: 1062.726440 Iteration 60F: 3 clusters Score -6677436 nChanged 807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104364 members Mstep: Class 2 contains 13621 members Entering Unmasked Estep Score: -6677626.000000 Penalty: 1062.726440 Iteration 61Q: 3 clusters Score -6677626 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104867 members Mstep: Class 2 contains 13118 members Entering Unmasked Estep Score: -6677767.000000 Penalty: 1062.726440 Iteration 62Q: 3 clusters Score -6677767 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105245 members Mstep: Class 2 contains 12740 members Entering Unmasked Estep Score: -6677874.000000 Penalty: 1062.726440 Iteration 63Q: 3 clusters Score -6677874 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105552 members Mstep: Class 2 contains 12433 members Entering Unmasked Estep Score: -6677929.000000 Penalty: 1062.726440 Iteration 64Q: 3 clusters Score -6677929 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105761 members Mstep: Class 2 contains 12224 members Entering Unmasked Estep Score: -6677977.000000 Penalty: 1062.726440 Iteration 65Q: 3 clusters Score -6677977 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105920 members Mstep: Class 2 contains 12065 members Entering Unmasked Estep Score: -6678019.000000 Penalty: 1062.726440 Iteration 66Q: 3 clusters Score -6678019 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106022 members Mstep: Class 2 contains 11963 members Entering Unmasked Estep Score: -6678050.500000 Penalty: 1062.726440 Iteration 67Q: 3 clusters Score -6678050 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106056 members Mstep: Class 2 contains 11929 members Entering Unmasked Estep Score: -6678087.000000 Penalty: 1062.726440 Iteration 68Q: 3 clusters Score -6678087 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106059 members Mstep: Class 2 contains 11926 members Entering Unmasked Estep Score: -6678138.000000 Penalty: 1062.726440 Iteration 69Q: 3 clusters Score -6678138 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106040 members Mstep: Class 2 contains 11945 members Entering Unmasked Estep Score: -6678180.500000 Penalty: 1062.726440 Iteration 70Q: 3 clusters Score -6678180 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106009 members Mstep: Class 2 contains 11976 members Entering Unmasked Estep Score: -6678210.000000 Penalty: 1062.726440 Iteration 71Q: 3 clusters Score -6678210 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105948 members Mstep: Class 2 contains 12037 members Entering Unmasked Estep Score: -6678256.000000 Penalty: 1062.726440 Iteration 72Q: 3 clusters Score -6678256 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105882 members Mstep: Class 2 contains 12103 members Entering Unmasked Estep Score: -6678275.000000 Penalty: 1062.726440 Iteration 73Q: 3 clusters Score -6678275 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105810 members Mstep: Class 2 contains 12175 members Entering Unmasked Estep Score: -6678278.500000 Penalty: 1062.726440 Iteration 74Q: 3 clusters Score -6678278 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105758 members Mstep: Class 2 contains 12227 members Entering Unmasked Estep Score: -6678315.000000 Penalty: 1062.726440 Iteration 75Q: 3 clusters Score -6678315 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105716 members Mstep: Class 2 contains 12269 members Entering Unmasked Estep Score: -6678326.000000 Penalty: 1062.726440 Iteration 76Q: 3 clusters Score -6678326 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105663 members Mstep: Class 2 contains 12322 members Entering Unmasked Estep Score: -6678327.500000 Penalty: 1062.726440 Iteration 77Q: 3 clusters Score -6678328 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105630 members Mstep: Class 2 contains 12355 members Entering Unmasked Estep Score: -6678340.500000 Penalty: 1062.726440 Iteration 78Q: 3 clusters Score -6678340 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105607 members Mstep: Class 2 contains 12378 members Entering Unmasked Estep Score: -6678341.500000 Penalty: 1062.726440 Iteration 79Q: 3 clusters Score -6678342 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105576 members Mstep: Class 2 contains 12409 members Entering Unmasked Estep Score: -6678349.500000 Penalty: 1062.726440 Iteration 80F: 3 clusters Score -6678350 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105542 members Mstep: Class 2 contains 12443 members Entering Unmasked Estep Score: -6678352.500000 Penalty: 1062.726440 Iteration 81Q: 3 clusters Score -6678352 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105513 members Mstep: Class 2 contains 12472 members Entering Unmasked Estep Score: -6678354.500000 Penalty: 1062.726440 Iteration 82Q: 3 clusters Score -6678354 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105494 members Mstep: Class 2 contains 12491 members Entering Unmasked Estep Score: -6678347.500000 Penalty: 1062.726440 Iteration 83Q: 3 clusters Score -6678348 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105471 members Mstep: Class 2 contains 12514 members Entering Unmasked Estep Score: -6678353.000000 Penalty: 1062.726440 Iteration 84Q: 3 clusters Score -6678353 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105450 members Mstep: Class 2 contains 12535 members Entering Unmasked Estep Score: -6678364.500000 Penalty: 1062.726440 Iteration 85Q: 3 clusters Score -6678364 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105434 members Mstep: Class 2 contains 12551 members Entering Unmasked Estep Score: -6678386.000000 Penalty: 1062.726440 Iteration 86Q: 3 clusters Score -6678386 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105421 members Mstep: Class 2 contains 12564 members Entering Unmasked Estep Score: -6678380.500000 Penalty: 1062.726440 Iteration 87Q: 3 clusters Score -6678380 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105405 members Mstep: Class 2 contains 12580 members Entering Unmasked Estep Score: -6678389.500000 Penalty: 1062.726440 Iteration 88Q: 3 clusters Score -6678390 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105399 members Mstep: Class 2 contains 12586 members Entering Unmasked Estep Score: -6678385.000000 Penalty: 1062.726440 Iteration 89Q: 3 clusters Score -6678385 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105404 members Mstep: Class 2 contains 12581 members Entering Unmasked Estep Score: -6678388.500000 Penalty: 1062.726440 Iteration 90Q: 3 clusters Score -6678388 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105412 members Mstep: Class 2 contains 12573 members Entering Unmasked Estep Score: -6678390.500000 Penalty: 1062.726440 Iteration 91Q: 3 clusters Score -6678390 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105419 members Mstep: Class 2 contains 12566 members Entering Unmasked Estep Score: -6678386.000000 Penalty: 1062.726440 Iteration 92Q: 3 clusters Score -6678386 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105424 members Mstep: Class 2 contains 12561 members Entering Unmasked Estep Score: -6678388.000000 Penalty: 1062.726440 Iteration 93Q: 3 clusters Score -6678388 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105432 members Mstep: Class 2 contains 12553 members Entering Unmasked Estep Score: -6678392.000000 Penalty: 1062.726440 Iteration 94Q: 3 clusters Score -6678392 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105436 members Mstep: Class 2 contains 12549 members Entering Unmasked Estep Score: -6678390.500000 Penalty: 1062.726440 Iteration 95Q: 3 clusters Score -6678390 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105446 members Mstep: Class 2 contains 12539 members Entering Unmasked Estep Score: -6678390.500000 Penalty: 1062.726440 Iteration 96Q: 3 clusters Score -6678390 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105456 members Mstep: Class 2 contains 12529 members Entering Unmasked Estep Score: -6678401.500000 Penalty: 1062.726440 Iteration 97Q: 3 clusters Score -6678402 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105465 members Mstep: Class 2 contains 12520 members Entering Unmasked Estep Score: -6678396.500000 Penalty: 1062.726440 Iteration 98Q: 3 clusters Score -6678396 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105472 members Mstep: Class 2 contains 12513 members Entering Unmasked Estep Score: -6678395.500000 Penalty: 1062.726440 Iteration 99Q: 3 clusters Score -6678396 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105474 members Mstep: Class 2 contains 12511 members Entering Unmasked Estep Score: -6678399.000000 Penalty: 1062.726440 Iteration 100F: 3 clusters Score -6678399 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105478 members Mstep: Class 2 contains 12507 members Entering Unmasked Estep Score: -6678399.500000 Penalty: 1062.726440 Iteration 101Q: 3 clusters Score -6678400 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105478 members Mstep: Class 2 contains 12507 members Entering Unmasked Estep Score: -6678400.500000 Penalty: 1062.726440 Iteration 102Q: 3 clusters Score -6678400 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105477 members Mstep: Class 2 contains 12508 members Entering Unmasked Estep Score: -6678399.500000 Penalty: 1062.726440 Iteration 103Q: 3 clusters Score -6678400 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105487 members Mstep: Class 2 contains 12498 members Entering Unmasked Estep Score: -6678400.000000 Penalty: 1062.726440 Iteration 104Q: 3 clusters Score -6678400 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105496 members Mstep: Class 2 contains 12489 members Entering Unmasked Estep Score: -6678390.500000 Penalty: 1062.726440 Iteration 105Q: 3 clusters Score -6678390 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105506 members Mstep: Class 2 contains 12479 members Entering Unmasked Estep Score: -6678397.500000 Penalty: 1062.726440 Iteration 106Q: 3 clusters Score -6678398 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105512 members Mstep: Class 2 contains 12473 members Entering Unmasked Estep Score: -6678401.000000 Penalty: 1062.726440 Iteration 107Q: 3 clusters Score -6678401 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105517 members Mstep: Class 2 contains 12468 members Entering Unmasked Estep Score: -6678401.000000 Penalty: 1062.726440 Iteration 108Q: 3 clusters Score -6678401 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105529 members Mstep: Class 2 contains 12456 members Entering Unmasked Estep Score: -6678400.500000 Penalty: 1062.726440 Iteration 109Q: 3 clusters Score -6678400 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105536 members Mstep: Class 2 contains 12449 members Entering Unmasked Estep Score: -6678403.500000 Penalty: 1062.726440 Iteration 110Q: 3 clusters Score -6678404 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105549 members Mstep: Class 2 contains 12436 members Entering Unmasked Estep Score: -6678393.000000 Penalty: 1062.726440 Iteration 111Q: 3 clusters Score -6678393 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105567 members Mstep: Class 2 contains 12418 members Entering Unmasked Estep Score: -6678402.000000 Penalty: 1062.726440 Iteration 112Q: 3 clusters Score -6678402 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105583 members Mstep: Class 2 contains 12402 members Entering Unmasked Estep Score: -6678402.500000 Penalty: 1062.726440 Iteration 113Q: 3 clusters Score -6678402 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105598 members Mstep: Class 2 contains 12387 members Entering Unmasked Estep Score: -6678403.500000 Penalty: 1062.726440 Iteration 114Q: 3 clusters Score -6678404 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105613 members Mstep: Class 2 contains 12372 members Entering Unmasked Estep Score: -6678401.500000 Penalty: 1062.726440 Iteration 115Q: 3 clusters Score -6678402 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105631 members Mstep: Class 2 contains 12354 members Entering Unmasked Estep Score: -6678397.000000 Penalty: 1062.726440 Iteration 116Q: 3 clusters Score -6678397 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105644 members Mstep: Class 2 contains 12341 members Entering Unmasked Estep Score: -6678396.000000 Penalty: 1062.726440 Iteration 117Q: 3 clusters Score -6678396 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105659 members Mstep: Class 2 contains 12326 members Entering Unmasked Estep Score: -6678399.000000 Penalty: 1062.726440 Iteration 118Q: 3 clusters Score -6678399 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105673 members Mstep: Class 2 contains 12312 members Entering Unmasked Estep Score: -6678396.500000 Penalty: 1062.726440 Iteration 119Q: 3 clusters Score -6678396 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105691 members Mstep: Class 2 contains 12294 members Entering Unmasked Estep Score: -6678391.500000 Penalty: 1062.726440 Iteration 120F: 3 clusters Score -6678392 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105706 members Mstep: Class 2 contains 12279 members Entering Unmasked Estep Score: -6678391.500000 Penalty: 1062.726440 Iteration 121Q: 3 clusters Score -6678392 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105721 members Mstep: Class 2 contains 12264 members Entering Unmasked Estep Score: -6678381.500000 Penalty: 1062.726440 Iteration 122Q: 3 clusters Score -6678382 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105734 members Mstep: Class 2 contains 12251 members Entering Unmasked Estep Score: -6678381.000000 Penalty: 1062.726440 Iteration 123Q: 3 clusters Score -6678381 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105740 members Mstep: Class 2 contains 12245 members Entering Unmasked Estep Score: -6678381.000000 Penalty: 1062.726440 Iteration 124Q: 3 clusters Score -6678381 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105743 members Mstep: Class 2 contains 12242 members Entering Unmasked Estep Score: -6678384.000000 Penalty: 1062.726440 Iteration 125Q: 3 clusters Score -6678384 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105744 members Mstep: Class 2 contains 12241 members Entering Unmasked Estep Score: -6678382.000000 Penalty: 1062.726440 Iteration 126Q: 3 clusters Score -6678382 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105745 members Mstep: Class 2 contains 12240 members Entering Unmasked Estep Score: -6678382.500000 Penalty: 1062.726440 Iteration 127Q: 3 clusters Score -6678382 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105747 members Mstep: Class 2 contains 12238 members Entering Unmasked Estep Score: -6678385.500000 Penalty: 1062.726440 Iteration 128Q: 3 clusters Score -6678386 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105750 members Mstep: Class 2 contains 12235 members Entering Unmasked Estep Score: -6678377.500000 Penalty: 1062.726440 Iteration 129Q: 3 clusters Score -6678378 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105756 members Mstep: Class 2 contains 12229 members Entering Unmasked Estep Score: -6678381.000000 Penalty: 1062.726440 Iteration 130Q: 3 clusters Score -6678381 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105756 members Mstep: Class 2 contains 12229 members Entering Unmasked Estep Score: -6678386.500000 Penalty: 1062.726440 Iteration 131Q: 3 clusters Score -6678386 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105755 members Mstep: Class 2 contains 12230 members Entering Unmasked Estep Score: -6678387.500000 Penalty: 1062.726440 Iteration 132Q: 3 clusters Score -6678388 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105756 members Mstep: Class 2 contains 12229 members Entering Unmasked Estep Score: -6678385.500000 Penalty: 1062.726440 Iteration 133Q: 3 clusters Score -6678386 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105757 members Mstep: Class 2 contains 12228 members Entering Unmasked Estep Score: -6678387.500000 Penalty: 1062.726440 Iteration 134Q: 3 clusters Score -6678388 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105759 members Mstep: Class 2 contains 12226 members Entering Unmasked Estep Score: -6678384.500000 Penalty: 1062.726440 Iteration 135Q: 3 clusters Score -6678384 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105760 members Mstep: Class 2 contains 12225 members Entering Unmasked Estep Score: -6678383.500000 Penalty: 1062.726440 Iteration 136Q: 3 clusters Score -6678384 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105759 members Mstep: Class 2 contains 12226 members Entering Unmasked Estep Score: -6678387.000000 Penalty: 1062.726440 Iteration 137Q: 3 clusters Score -6678387 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105758 members Mstep: Class 2 contains 12227 members Entering Unmasked Estep Score: -6678384.000000 Penalty: 1062.726440 Iteration 138Q: 3 clusters Score -6678384 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105757 members Mstep: Class 2 contains 12228 members Entering Unmasked Estep Score: -6678384.000000 Penalty: 1062.726440 Iteration 139Q: 3 clusters Score -6678384 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105757 members Mstep: Class 2 contains 12228 members Entering Unmasked Estep Score: -6678384.000000 Penalty: 1062.726440 Iteration 140F: 3 clusters Score -6678384 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1978 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 456 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 82 members Mstep: Class 5 contains 312 members Mstep: Class 6 contains 86 members Mstep: Class 7 contains 703 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 2551 members Mstep: Class 10 contains 497 members Mstep: Class 11 contains 456 members Mstep: Class 12 contains 508 members Mstep: Class 13 contains 117 members Mstep: Class 14 contains 14122 members Mstep: Class 15 contains 2693 members Mstep: Class 16 contains 105757 members Mstep: Class 17 contains 1104 members Mstep: Class 18 contains 90 members Mstep: Class 19 contains 12228 members Entering Unmasked Estep Score: -7877739.500000 Penalty: 10272.768555 Splitting cluster 16 changes total score from -7867541.500000 to -7877739.500000 So it's getting split into cluster 19. Entering ConstructFrom: Trying to split cluster 17 (1104 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Entering Unmasked Estep Score: -65477.968750 Penalty: 318.804626 Iteration 0F: 2 clusters Score -65477.97 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -64606.527344 Penalty: 637.609253 Iteration 0F: 3 clusters Score -64606.53 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -64835.886719 Penalty: 637.609253 Iteration 1F: 3 clusters Score -64835.89 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -64894.984375 Penalty: 637.609253 Iteration 2F: 3 clusters Score -64894.98 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -64947.382812 Penalty: 637.609253 Iteration 3F: 3 clusters Score -64947.38 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -64980.562500 Penalty: 637.609253 Iteration 4Q: 3 clusters Score -64980.56 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -65022.539062 Penalty: 637.609253 Iteration 5Q: 3 clusters Score -65022.54 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -65070.964844 Penalty: 637.609253 Iteration 6Q: 3 clusters Score -65070.96 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -65130.464844 Penalty: 637.609253 Iteration 7F: 3 clusters Score -65130.46 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -65219.875000 Penalty: 637.609253 Iteration 8F: 3 clusters Score -65219.88 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -65314.789062 Penalty: 637.609253 Iteration 9F: 3 clusters Score -65314.79 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -65393.070312 Penalty: 637.609253 Iteration 10F: 3 clusters Score -65393.07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -65442.140625 Penalty: 637.609253 Iteration 11F: 3 clusters Score -65442.14 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -65476.375000 Penalty: 637.609253 Iteration 12Q: 3 clusters Score -65476.38 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -65501.406250 Penalty: 637.609253 Iteration 13Q: 3 clusters Score -65501.41 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -65514.789062 Penalty: 637.609253 Iteration 14Q: 3 clusters Score -65514.79 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -65521.441406 Penalty: 637.609253 Iteration 15Q: 3 clusters Score -65521.44 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -65525.316406 Penalty: 637.609253 Iteration 16Q: 3 clusters Score -65525.32 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -65527.007812 Penalty: 637.609253 Iteration 17Q: 3 clusters Score -65527.01 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -65527.890625 Penalty: 637.609253 Iteration 18Q: 3 clusters Score -65527.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -65528.113281 Penalty: 637.609253 Iteration 19Q: 3 clusters Score -65528.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -65528.312500 Penalty: 637.609253 Iteration 20F: 3 clusters Score -65528.31 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1978 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 456 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 82 members Mstep: Class 5 contains 312 members Mstep: Class 6 contains 86 members Mstep: Class 7 contains 703 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 2551 members Mstep: Class 10 contains 497 members Mstep: Class 11 contains 456 members Mstep: Class 12 contains 508 members Mstep: Class 13 contains 117 members Mstep: Class 14 contains 14122 members Mstep: Class 15 contains 2693 members Mstep: Class 16 contains 105757 members Mstep: Class 17 contains 641 members Mstep: Class 18 contains 90 members Mstep: Class 19 contains 12228 members Mstep: Class 20 contains 463 members Entering Unmasked Estep Score: -7877567.000000 Penalty: 10813.440430 Splitting cluster 17 changes total score from -7867541.500000 to -7877567.000000 So it's getting split into cluster 20. Entering Unmasked Mstep Mstep: Class 0 contains 1978 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 456 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 82 members Mstep: Class 6 contains 86 members Mstep: Class 7 contains 703 members Mstep: Class 9 contains 2551 members Mstep: Class 10 contains 497 members Mstep: Class 13 contains 117 members Mstep: Class 16 contains 105757 members Mstep: Class 17 contains 641 members Entering Unmasked Estep ConsiderDeletion Score: -7877995.500000 Penalty: 10813.440430 Iteration 39Q: 21 clusters Score -7877996 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 1978 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 465 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 82 members Mstep: Class 5 contains 308 members Mstep: Class 6 contains 87 members Mstep: Class 7 contains 704 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 2560 members Mstep: Class 10 contains 482 members Mstep: Class 11 contains 445 members Mstep: Class 12 contains 508 members Mstep: Class 13 contains 133 members Mstep: Class 14 contains 13528 members Mstep: Class 15 contains 2682 members Mstep: Class 16 contains 106297 members Mstep: Class 17 contains 741 members Mstep: Class 18 contains 87 members Mstep: Class 19 contains 12192 members Mstep: Class 20 contains 462 members Entering Unmasked Estep ConsiderDeletion Score: -7880162.500000 Penalty: 10813.440430 Iteration 40F: 21 clusters Score -7880162 nChanged 1070 Entering Unmasked Mstep Mstep: Class 0 contains 1885 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 464 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 80 members Mstep: Class 5 contains 312 members Mstep: Class 6 contains 109 members Mstep: Class 7 contains 713 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 2553 members Mstep: Class 10 contains 456 members Mstep: Class 11 contains 439 members Mstep: Class 12 contains 575 members Mstep: Class 13 contains 136 members Mstep: Class 14 contains 13507 members Mstep: Class 15 contains 2683 members Mstep: Class 16 contains 106242 members Mstep: Class 17 contains 773 members Mstep: Class 18 contains 99 members Mstep: Class 19 contains 12241 members Mstep: Class 20 contains 471 members Entering Unmasked Estep ConsiderDeletion Score: -7881996.000000 Penalty: 10813.440430 Iteration 41Q: 21 clusters Score -7881996 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 1851 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 463 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 79 members Mstep: Class 5 contains 318 members Mstep: Class 6 contains 110 members Mstep: Class 7 contains 728 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 2548 members Mstep: Class 10 contains 439 members Mstep: Class 11 contains 432 members Mstep: Class 12 contains 608 members Mstep: Class 13 contains 136 members Mstep: Class 14 contains 13497 members Mstep: Class 15 contains 2679 members Mstep: Class 16 contains 106147 members Mstep: Class 17 contains 825 members Mstep: Class 18 contains 109 members Mstep: Class 19 contains 12293 members Mstep: Class 20 contains 475 members Entering Unmasked Estep ConsiderDeletion Score: -7882299.000000 Penalty: 10813.440430 Iteration 42Q: 21 clusters Score -7882299 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 1851 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 466 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 77 members Mstep: Class 5 contains 323 members Mstep: Class 6 contains 101 members Mstep: Class 7 contains 740 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 2546 members Mstep: Class 10 contains 425 members Mstep: Class 11 contains 428 members Mstep: Class 12 contains 616 members Mstep: Class 13 contains 137 members Mstep: Class 14 contains 13487 members Mstep: Class 15 contains 2676 members Mstep: Class 16 contains 106058 members Mstep: Class 17 contains 860 members Mstep: Class 18 contains 113 members Mstep: Class 19 contains 12355 members Mstep: Class 20 contains 477 members Entering Unmasked Estep ConsiderDeletion Score: -7882352.500000 Penalty: 10813.440430 Iteration 43Q: 21 clusters Score -7882352 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 1851 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 469 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 75 members Mstep: Class 5 contains 322 members Mstep: Class 6 contains 100 members Mstep: Class 7 contains 750 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 2543 members Mstep: Class 10 contains 406 members Mstep: Class 11 contains 429 members Mstep: Class 12 contains 617 members Mstep: Class 13 contains 139 members Mstep: Class 14 contains 13482 members Mstep: Class 15 contains 2676 members Mstep: Class 16 contains 105979 members Mstep: Class 17 contains 899 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 12407 members Mstep: Class 20 contains 476 members Entering Unmasked Estep ConsiderDeletion Score: -7882407.500000 Penalty: 10813.440430 Iteration 44Q: 21 clusters Score -7882408 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 1851 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 470 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 75 members Mstep: Class 5 contains 322 members Mstep: Class 6 contains 101 members Mstep: Class 7 contains 757 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 2540 members Mstep: Class 10 contains 392 members Mstep: Class 11 contains 428 members Mstep: Class 12 contains 616 members Mstep: Class 13 contains 141 members Mstep: Class 14 contains 13480 members Mstep: Class 15 contains 2674 members Mstep: Class 16 contains 105910 members Mstep: Class 17 contains 934 members Mstep: Class 18 contains 120 members Mstep: Class 19 contains 12449 members Mstep: Class 20 contains 476 members Entering Unmasked Estep ConsiderDeletion Score: -7882420.500000 Penalty: 10813.440430 Iteration 45Q: 21 clusters Score -7882420 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 1851 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 469 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 75 members Mstep: Class 5 contains 321 members Mstep: Class 6 contains 105 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 2538 members Mstep: Class 10 contains 380 members Mstep: Class 11 contains 428 members Mstep: Class 12 contains 612 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 13474 members Mstep: Class 15 contains 2672 members Mstep: Class 16 contains 105840 members Mstep: Class 17 contains 973 members Mstep: Class 18 contains 123 members Mstep: Class 19 contains 12493 members Mstep: Class 20 contains 472 members Entering Unmasked Estep ConsiderDeletion Deleting Class 10. Lose 531.754822 but Gain 540.671875 Score: -7882475.000000 Penalty: 10272.768555 Iteration 46Q: 20 clusters Score -7882475 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 1851 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 471 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 75 members Mstep: Class 5 contains 321 members Mstep: Class 6 contains 105 members Mstep: Class 7 contains 772 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 2536 members Mstep: Class 11 contains 428 members Mstep: Class 12 contains 612 members Mstep: Class 13 contains 146 members Mstep: Class 14 contains 13635 members Mstep: Class 15 contains 2670 members Mstep: Class 16 contains 105962 members Mstep: Class 17 contains 1004 members Mstep: Class 18 contains 126 members Mstep: Class 19 contains 12550 members Mstep: Class 20 contains 472 members Entering Unmasked Estep ConsiderDeletion Score: -7882875.500000 Penalty: 10272.768555 Iteration 47Q: 20 clusters Score -7882876 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 1851 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 471 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 75 members Mstep: Class 5 contains 321 members Mstep: Class 6 contains 105 members Mstep: Class 7 contains 785 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 2533 members Mstep: Class 11 contains 428 members Mstep: Class 12 contains 612 members Mstep: Class 13 contains 146 members Mstep: Class 14 contains 13633 members Mstep: Class 15 contains 2669 members Mstep: Class 16 contains 105848 members Mstep: Class 17 contains 1029 members Mstep: Class 18 contains 130 members Mstep: Class 19 contains 12625 members Mstep: Class 20 contains 475 members Entering Unmasked Estep ConsiderDeletion Score: -7882886.000000 Penalty: 10272.768555 Iteration 48Q: 20 clusters Score -7882886 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 1851 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 471 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 75 members Mstep: Class 5 contains 321 members Mstep: Class 6 contains 105 members Mstep: Class 7 contains 792 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 2531 members Mstep: Class 11 contains 428 members Mstep: Class 12 contains 612 members Mstep: Class 13 contains 147 members Mstep: Class 14 contains 13645 members Mstep: Class 15 contains 2667 members Mstep: Class 16 contains 105735 members Mstep: Class 17 contains 1052 members Mstep: Class 18 contains 133 members Mstep: Class 19 contains 12693 members Mstep: Class 20 contains 478 members Entering Unmasked Estep ConsiderDeletion Score: -7882883.000000 Penalty: 10272.768555 Iteration 49Q: 20 clusters Score -7882883 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 1851 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 471 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 75 members Mstep: Class 5 contains 321 members Mstep: Class 6 contains 105 members Mstep: Class 7 contains 795 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 2523 members Mstep: Class 11 contains 428 members Mstep: Class 12 contains 612 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 13652 members Mstep: Class 15 contains 2665 members Mstep: Class 16 contains 105655 members Mstep: Class 17 contains 1068 members Mstep: Class 18 contains 143 members Mstep: Class 19 contains 12746 members Mstep: Class 20 contains 478 members Entering Unmasked Estep ConsiderDeletion Score: -7882902.000000 Penalty: 10272.768555 Iteration 50Q: 20 clusters Score -7882902 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 1851 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 471 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 75 members Mstep: Class 5 contains 321 members Mstep: Class 6 contains 105 members Mstep: Class 7 contains 798 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 2515 members Mstep: Class 11 contains 428 members Mstep: Class 12 contains 612 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 13656 members Mstep: Class 15 contains 2664 members Mstep: Class 16 contains 105593 members Mstep: Class 17 contains 1088 members Mstep: Class 18 contains 152 members Mstep: Class 19 contains 12785 members Mstep: Class 20 contains 474 members Entering Unmasked Estep ConsiderDeletion Score: -7882921.000000 Penalty: 10272.768555 Iteration 51Q: 20 clusters Score -7882921 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 1851 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 471 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 75 members Mstep: Class 5 contains 321 members Mstep: Class 6 contains 105 members Mstep: Class 7 contains 800 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 2503 members Mstep: Class 11 contains 428 members Mstep: Class 12 contains 612 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 13656 members Mstep: Class 15 contains 2663 members Mstep: Class 16 contains 105537 members Mstep: Class 17 contains 1106 members Mstep: Class 18 contains 164 members Mstep: Class 19 contains 12823 members Mstep: Class 20 contains 473 members Entering Unmasked Estep ConsiderDeletion Score: -7882953.000000 Penalty: 10272.768555 Iteration 52Q: 20 clusters Score -7882953 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 1851 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 471 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 75 members Mstep: Class 5 contains 321 members Mstep: Class 6 contains 105 members Mstep: Class 7 contains 801 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 2497 members Mstep: Class 11 contains 428 members Mstep: Class 12 contains 612 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 13650 members Mstep: Class 15 contains 2663 members Mstep: Class 16 contains 105502 members Mstep: Class 17 contains 1117 members Mstep: Class 18 contains 170 members Mstep: Class 19 contains 12854 members Mstep: Class 20 contains 471 members Entering Unmasked Estep ConsiderDeletion Score: -7882962.000000 Penalty: 10272.768555 Iteration 53Q: 20 clusters Score -7882962 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 1851 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 471 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 75 members Mstep: Class 5 contains 321 members Mstep: Class 6 contains 105 members Mstep: Class 7 contains 802 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 2495 members Mstep: Class 11 contains 428 members Mstep: Class 12 contains 612 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 13642 members Mstep: Class 15 contains 2662 members Mstep: Class 16 contains 105476 members Mstep: Class 17 contains 1128 members Mstep: Class 18 contains 173 members Mstep: Class 19 contains 12877 members Mstep: Class 20 contains 470 members Entering Unmasked Estep ConsiderDeletion Score: -7882955.000000 Penalty: 10272.768555 Iteration 54Q: 20 clusters Score -7882955 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 1851 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 471 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 75 members Mstep: Class 5 contains 321 members Mstep: Class 6 contains 105 members Mstep: Class 7 contains 803 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 2493 members Mstep: Class 11 contains 428 members Mstep: Class 12 contains 612 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 13635 members Mstep: Class 15 contains 2661 members Mstep: Class 16 contains 105443 members Mstep: Class 17 contains 1135 members Mstep: Class 18 contains 176 members Mstep: Class 19 contains 12910 members Mstep: Class 20 contains 469 members Entering Unmasked Estep ConsiderDeletion Score: -7882968.500000 Penalty: 10272.768555 Iteration 55Q: 20 clusters Score -7882968 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 1851 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 471 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 75 members Mstep: Class 5 contains 321 members Mstep: Class 6 contains 105 members Mstep: Class 7 contains 803 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 2490 members Mstep: Class 11 contains 428 members Mstep: Class 12 contains 612 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 13633 members Mstep: Class 15 contains 2661 members Mstep: Class 16 contains 105407 members Mstep: Class 17 contains 1147 members Mstep: Class 18 contains 179 members Mstep: Class 19 contains 12940 members Mstep: Class 20 contains 465 members Entering Unmasked Estep ConsiderDeletion Score: -7882963.000000 Penalty: 10272.768555 Iteration 56Q: 20 clusters Score -7882963 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 1851 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 470 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 75 members Mstep: Class 5 contains 321 members Mstep: Class 6 contains 105 members Mstep: Class 7 contains 803 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 2488 members Mstep: Class 11 contains 428 members Mstep: Class 12 contains 612 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 13629 members Mstep: Class 15 contains 2661 members Mstep: Class 16 contains 105383 members Mstep: Class 17 contains 1156 members Mstep: Class 18 contains 181 members Mstep: Class 19 contains 12961 members Mstep: Class 20 contains 464 members Entering Unmasked Estep ConsiderDeletion Score: -7882963.000000 Penalty: 10272.768555 Iteration 57Q: 20 clusters Score -7882963 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 1851 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 469 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 75 members Mstep: Class 5 contains 321 members Mstep: Class 6 contains 105 members Mstep: Class 7 contains 803 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 2487 members Mstep: Class 11 contains 428 members Mstep: Class 12 contains 612 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 13628 members Mstep: Class 15 contains 2661 members Mstep: Class 16 contains 105356 members Mstep: Class 17 contains 1166 members Mstep: Class 18 contains 182 members Mstep: Class 19 contains 12984 members Mstep: Class 20 contains 460 members Entering Unmasked Estep ConsiderDeletion Score: -7882967.000000 Penalty: 10272.768555 Iteration 58Q: 20 clusters Score -7882967 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 1851 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 468 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 75 members Mstep: Class 5 contains 321 members Mstep: Class 6 contains 105 members Mstep: Class 7 contains 803 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 2487 members Mstep: Class 11 contains 428 members Mstep: Class 12 contains 612 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 13624 members Mstep: Class 15 contains 2661 members Mstep: Class 16 contains 105342 members Mstep: Class 17 contains 1173 members Mstep: Class 18 contains 182 members Mstep: Class 19 contains 12998 members Mstep: Class 20 contains 458 members Entering Unmasked Estep ConsiderDeletion Score: -7882976.500000 Penalty: 10272.768555 Iteration 59Q: 20 clusters Score -7882976 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 1851 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 468 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 75 members Mstep: Class 5 contains 321 members Mstep: Class 6 contains 105 members Mstep: Class 7 contains 803 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 2487 members Mstep: Class 11 contains 428 members Mstep: Class 12 contains 612 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 13619 members Mstep: Class 15 contains 2661 members Mstep: Class 16 contains 105330 members Mstep: Class 17 contains 1174 members Mstep: Class 18 contains 182 members Mstep: Class 19 contains 13014 members Mstep: Class 20 contains 458 members Entering Unmasked Estep ConsiderDeletion Score: -7892221.000000 Penalty: 10272.768555 Iteration 60F: 20 clusters Score -7892221 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 1312 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 468 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 75 members Mstep: Class 5 contains 321 members Mstep: Class 6 contains 297 members Mstep: Class 7 contains 803 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 2487 members Mstep: Class 11 contains 428 members Mstep: Class 12 contains 959 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 13612 members Mstep: Class 15 contains 2661 members Mstep: Class 16 contains 105319 members Mstep: Class 17 contains 1176 members Mstep: Class 18 contains 182 members Mstep: Class 19 contains 13030 members Mstep: Class 20 contains 458 members Entering Unmasked Estep ConsiderDeletion Score: -7902743.000000 Penalty: 10272.768555 Iteration 61Q: 20 clusters Score -7902743 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 1240 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 468 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 75 members Mstep: Class 5 contains 321 members Mstep: Class 6 contains 273 members Mstep: Class 7 contains 803 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 2487 members Mstep: Class 11 contains 428 members Mstep: Class 12 contains 1051 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 13605 members Mstep: Class 15 contains 2661 members Mstep: Class 16 contains 105300 members Mstep: Class 17 contains 1178 members Mstep: Class 18 contains 182 members Mstep: Class 19 contains 13054 members Mstep: Class 20 contains 458 members Entering Unmasked Estep ConsiderDeletion Score: -7902717.500000 Penalty: 10272.768555 Iteration 62Q: 20 clusters Score -7902718 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 1241 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 468 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 75 members Mstep: Class 5 contains 321 members Mstep: Class 6 contains 246 members Mstep: Class 7 contains 803 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 2487 members Mstep: Class 11 contains 428 members Mstep: Class 12 contains 1076 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 13601 members Mstep: Class 15 contains 2661 members Mstep: Class 16 contains 105292 members Mstep: Class 17 contains 1182 members Mstep: Class 18 contains 182 members Mstep: Class 19 contains 13062 members Mstep: Class 20 contains 458 members Entering Unmasked Estep ConsiderDeletion Score: -7902749.000000 Penalty: 10272.768555 Iteration 63Q: 20 clusters Score -7902749 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 1241 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 468 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 75 members Mstep: Class 5 contains 321 members Mstep: Class 6 contains 228 members Mstep: Class 7 contains 803 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 2487 members Mstep: Class 11 contains 428 members Mstep: Class 12 contains 1094 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 13596 members Mstep: Class 15 contains 2661 members Mstep: Class 16 contains 105290 members Mstep: Class 17 contains 1184 members Mstep: Class 18 contains 182 members Mstep: Class 19 contains 13067 members Mstep: Class 20 contains 458 members Entering Unmasked Estep ConsiderDeletion Score: -7902788.500000 Penalty: 10272.768555 Iteration 64Q: 20 clusters Score -7902788 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 1241 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 468 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 75 members Mstep: Class 5 contains 321 members Mstep: Class 6 contains 215 members Mstep: Class 7 contains 803 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 2487 members Mstep: Class 11 contains 428 members Mstep: Class 12 contains 1107 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 13591 members Mstep: Class 15 contains 2661 members Mstep: Class 16 contains 105288 members Mstep: Class 17 contains 1189 members Mstep: Class 18 contains 182 members Mstep: Class 19 contains 13070 members Mstep: Class 20 contains 457 members Entering Unmasked Estep ConsiderDeletion Score: -7902812.500000 Penalty: 10272.768555 Iteration 65Q: 20 clusters Score -7902812 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 1241 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 468 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 75 members Mstep: Class 5 contains 321 members Mstep: Class 6 contains 197 members Mstep: Class 7 contains 803 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 2487 members Mstep: Class 11 contains 428 members Mstep: Class 12 contains 1125 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 13589 members Mstep: Class 15 contains 2661 members Mstep: Class 16 contains 105285 members Mstep: Class 17 contains 1193 members Mstep: Class 18 contains 182 members Mstep: Class 19 contains 13071 members Mstep: Class 20 contains 457 members Entering Unmasked Estep ConsiderDeletion Score: -7902847.500000 Penalty: 10272.768555 Iteration 66Q: 20 clusters Score -7902848 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 1241 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 468 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 75 members Mstep: Class 5 contains 321 members Mstep: Class 6 contains 190 members Mstep: Class 7 contains 803 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 2487 members Mstep: Class 11 contains 428 members Mstep: Class 12 contains 1132 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 13587 members Mstep: Class 15 contains 2661 members Mstep: Class 16 contains 105282 members Mstep: Class 17 contains 1195 members Mstep: Class 18 contains 182 members Mstep: Class 19 contains 13074 members Mstep: Class 20 contains 457 members Entering Unmasked Estep ConsiderDeletion Score: -7902859.000000 Penalty: 10272.768555 Iteration 67Q: 20 clusters Score -7902859 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 1241 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 468 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 75 members Mstep: Class 5 contains 321 members Mstep: Class 6 contains 188 members Mstep: Class 7 contains 803 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 2487 members Mstep: Class 11 contains 428 members Mstep: Class 12 contains 1134 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 13587 members Mstep: Class 15 contains 2661 members Mstep: Class 16 contains 105279 members Mstep: Class 17 contains 1196 members Mstep: Class 18 contains 182 members Mstep: Class 19 contains 13077 members Mstep: Class 20 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -7902881.500000 Penalty: 10272.768555 Iteration 68Q: 20 clusters Score -7902882 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 1241 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 468 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 75 members Mstep: Class 5 contains 321 members Mstep: Class 6 contains 188 members Mstep: Class 7 contains 803 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 2487 members Mstep: Class 11 contains 428 members Mstep: Class 12 contains 1134 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 13588 members Mstep: Class 15 contains 2661 members Mstep: Class 16 contains 105274 members Mstep: Class 17 contains 1199 members Mstep: Class 18 contains 182 members Mstep: Class 19 contains 13078 members Mstep: Class 20 contains 456 members Entering Unmasked Estep ConsiderDeletion Score: -7902901.000000 Penalty: 10272.768555 Iteration 69Q: 20 clusters Score -7902901 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 1241 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 467 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 75 members Mstep: Class 5 contains 321 members Mstep: Class 6 contains 192 members Mstep: Class 7 contains 803 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 2487 members Mstep: Class 11 contains 428 members Mstep: Class 12 contains 1130 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 13588 members Mstep: Class 15 contains 2661 members Mstep: Class 16 contains 105271 members Mstep: Class 17 contains 1198 members Mstep: Class 18 contains 182 members Mstep: Class 19 contains 13081 members Mstep: Class 20 contains 458 members Entering Unmasked Estep ConsiderDeletion Score: -7902910.500000 Penalty: 10272.768555 Iteration 70Q: 20 clusters Score -7902910 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 1241 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 466 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 75 members Mstep: Class 5 contains 321 members Mstep: Class 6 contains 195 members Mstep: Class 7 contains 803 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 2487 members Mstep: Class 11 contains 428 members Mstep: Class 12 contains 1127 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 13588 members Mstep: Class 15 contains 2661 members Mstep: Class 16 contains 105264 members Mstep: Class 17 contains 1199 members Mstep: Class 18 contains 182 members Mstep: Class 19 contains 13087 members Mstep: Class 20 contains 459 members Entering Unmasked Estep ConsiderDeletion Score: -7902918.500000 Penalty: 10272.768555 Iteration 71Q: 20 clusters Score -7902918 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 1241 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 466 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 75 members Mstep: Class 5 contains 321 members Mstep: Class 6 contains 199 members Mstep: Class 7 contains 803 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 2487 members Mstep: Class 11 contains 428 members Mstep: Class 12 contains 1123 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 13588 members Mstep: Class 15 contains 2661 members Mstep: Class 16 contains 105259 members Mstep: Class 17 contains 1200 members Mstep: Class 18 contains 182 members Mstep: Class 19 contains 13091 members Mstep: Class 20 contains 459 members Entering Unmasked Estep ConsiderDeletion Score: -7902919.000000 Penalty: 10272.768555 Iteration 72Q: 20 clusters Score -7902919 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 1241 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 466 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 75 members Mstep: Class 5 contains 321 members Mstep: Class 6 contains 201 members Mstep: Class 7 contains 803 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 2487 members Mstep: Class 11 contains 428 members Mstep: Class 12 contains 1121 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 13588 members Mstep: Class 15 contains 2661 members Mstep: Class 16 contains 105252 members Mstep: Class 17 contains 1203 members Mstep: Class 18 contains 182 members Mstep: Class 19 contains 13095 members Mstep: Class 20 contains 459 members Entering Unmasked Estep ConsiderDeletion Score: -7902932.000000 Penalty: 10272.768555 Iteration 73Q: 20 clusters Score -7902932 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 1241 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 465 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 75 members Mstep: Class 5 contains 321 members Mstep: Class 6 contains 203 members Mstep: Class 7 contains 803 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 2487 members Mstep: Class 11 contains 428 members Mstep: Class 12 contains 1119 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 13587 members Mstep: Class 15 contains 2661 members Mstep: Class 16 contains 105244 members Mstep: Class 17 contains 1205 members Mstep: Class 18 contains 182 members Mstep: Class 19 contains 13103 members Mstep: Class 20 contains 459 members Entering Unmasked Estep ConsiderDeletion Score: -7902925.000000 Penalty: 10272.768555 Iteration 74Q: 20 clusters Score -7902925 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 1241 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 465 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 75 members Mstep: Class 5 contains 321 members Mstep: Class 6 contains 203 members Mstep: Class 7 contains 803 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 2487 members Mstep: Class 11 contains 428 members Mstep: Class 12 contains 1119 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 13584 members Mstep: Class 15 contains 2661 members Mstep: Class 16 contains 105241 members Mstep: Class 17 contains 1206 members Mstep: Class 18 contains 182 members Mstep: Class 19 contains 13108 members Mstep: Class 20 contains 459 members Entering Unmasked Estep ConsiderDeletion Score: -7902924.000000 Penalty: 10272.768555 Iteration 75Q: 20 clusters Score -7902924 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 1241 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 465 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 75 members Mstep: Class 5 contains 321 members Mstep: Class 6 contains 203 members Mstep: Class 7 contains 803 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 2487 members Mstep: Class 11 contains 428 members Mstep: Class 12 contains 1119 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 13581 members Mstep: Class 15 contains 2661 members Mstep: Class 16 contains 105238 members Mstep: Class 17 contains 1208 members Mstep: Class 18 contains 182 members Mstep: Class 19 contains 13112 members Mstep: Class 20 contains 459 members Entering Unmasked Estep ConsiderDeletion Score: -7902916.500000 Penalty: 10272.768555 Iteration 76Q: 20 clusters Score -7902916 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 1241 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 465 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 75 members Mstep: Class 5 contains 321 members Mstep: Class 6 contains 203 members Mstep: Class 7 contains 803 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 2487 members Mstep: Class 11 contains 428 members Mstep: Class 12 contains 1119 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 13578 members Mstep: Class 15 contains 2661 members Mstep: Class 16 contains 105238 members Mstep: Class 17 contains 1209 members Mstep: Class 18 contains 182 members Mstep: Class 19 contains 13114 members Mstep: Class 20 contains 459 members Entering Unmasked Estep ConsiderDeletion Score: -7902922.000000 Penalty: 10272.768555 Iteration 77Q: 20 clusters Score -7902922 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 1241 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 465 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 75 members Mstep: Class 5 contains 321 members Mstep: Class 6 contains 203 members Mstep: Class 7 contains 803 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 2487 members Mstep: Class 11 contains 428 members Mstep: Class 12 contains 1119 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 13577 members Mstep: Class 15 contains 2661 members Mstep: Class 16 contains 105239 members Mstep: Class 17 contains 1209 members Mstep: Class 18 contains 182 members Mstep: Class 19 contains 13114 members Mstep: Class 20 contains 459 members Entering Unmasked Estep ConsiderDeletion Score: -7902919.000000 Penalty: 10272.768555 Iteration 78Q: 20 clusters Score -7902919 nChanged 3 Entering ConstructFrom: Score: -7902919.000000 Penalty: 10272.768555 Entering ConstructFrom: Trying to split cluster 1 (840 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Entering Unmasked Estep Score: -41377.074219 Penalty: 306.369781 Iteration 0F: 2 clusters Score -41377.07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -40752.089844 Penalty: 612.739563 Iteration 0F: 3 clusters Score -40752.09 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -41528.128906 Penalty: 612.739563 Iteration 1F: 3 clusters Score -41528.13 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -41713.027344 Penalty: 612.739563 Iteration 2F: 3 clusters Score -41713.03 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -41790.046875 Penalty: 612.739563 Iteration 3Q: 3 clusters Score -41790.05 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -41854.250000 Penalty: 612.739563 Iteration 4Q: 3 clusters Score -41854.25 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -41868.589844 Penalty: 612.739563 Iteration 5Q: 3 clusters Score -41868.59 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -41872.441406 Penalty: 612.739563 Iteration 6Q: 3 clusters Score -41872.44 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -41874.960938 Penalty: 612.739563 Iteration 7Q: 3 clusters Score -41874.96 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -41877.238281 Penalty: 612.739563 Iteration 8Q: 3 clusters Score -41877.24 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -41879.214844 Penalty: 612.739563 Iteration 9Q: 3 clusters Score -41879.21 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -41881.257812 Penalty: 612.739563 Iteration 10Q: 3 clusters Score -41881.26 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -41882.476562 Penalty: 612.739563 Iteration 11Q: 3 clusters Score -41882.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -41883.292969 Penalty: 612.739563 Iteration 12Q: 3 clusters Score -41883.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -41883.507812 Penalty: 612.739563 Iteration 13Q: 3 clusters Score -41883.51 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -41884.152344 Penalty: 612.739563 Iteration 14Q: 3 clusters Score -41884.15 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -41885.226562 Penalty: 612.739563 Iteration 15Q: 3 clusters Score -41885.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -41885.492188 Penalty: 612.739563 Iteration 16Q: 3 clusters Score -41885.49 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -41885.492188 Penalty: 612.739563 Iteration 17F: 3 clusters Score -41885.49 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1241 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 465 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 75 members Mstep: Class 5 contains 321 members Mstep: Class 6 contains 203 members Mstep: Class 7 contains 803 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 2487 members Mstep: Class 10 contains 376 members Mstep: Class 11 contains 428 members Mstep: Class 12 contains 1119 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 13577 members Mstep: Class 15 contains 2661 members Mstep: Class 16 contains 105237 members Mstep: Class 17 contains 1210 members Mstep: Class 18 contains 182 members Mstep: Class 19 contains 13115 members Mstep: Class 20 contains 459 members Entering Unmasked Estep Score: -7903184.500000 Penalty: 10813.440430 Splitting cluster 1 changes total score from -7902919.000000 to -7903184.500000 So it's getting split into cluster 10. Entering ConstructFrom: Trying to split cluster 2 (465 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Entering Unmasked Estep Score: -23005.941406 Penalty: 279.462708 Iteration 0F: 2 clusters Score -23005.94 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 237 members Entering Unmasked Estep Score: -22574.814453 Penalty: 558.925415 Iteration 0F: 3 clusters Score -22574.81 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -22738.417969 Penalty: 558.925415 Iteration 1F: 3 clusters Score -22738.42 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -22799.939453 Penalty: 558.925415 Iteration 2F: 3 clusters Score -22799.94 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -22842.146484 Penalty: 558.925415 Iteration 3F: 3 clusters Score -22842.15 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -22885.359375 Penalty: 558.925415 Iteration 4F: 3 clusters Score -22885.36 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -22912.929688 Penalty: 558.925415 Iteration 5Q: 3 clusters Score -22912.93 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -22929.613281 Penalty: 558.925415 Iteration 6Q: 3 clusters Score -22929.61 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -22945.384766 Penalty: 558.925415 Iteration 7Q: 3 clusters Score -22945.38 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -22952.742188 Penalty: 558.925415 Iteration 8Q: 3 clusters Score -22952.74 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -22956.039062 Penalty: 558.925415 Iteration 9Q: 3 clusters Score -22956.04 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -22958.730469 Penalty: 558.925415 Iteration 10Q: 3 clusters Score -22958.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -22960.228516 Penalty: 558.925415 Iteration 11Q: 3 clusters Score -22960.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -22960.228516 Penalty: 558.925415 Iteration 12F: 3 clusters Score -22960.23 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (128 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Entering Unmasked Estep Score: -6341.765137 Penalty: 220.767380 Iteration 0F: 2 clusters Score -6341.765 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -6116.730957 Penalty: 441.534760 Iteration 0F: 3 clusters Score -6116.731 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -6150.764648 Penalty: 441.534760 Iteration 1F: 3 clusters Score -6150.765 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -6164.430664 Penalty: 441.534760 Iteration 2Q: 3 clusters Score -6164.431 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -6169.554688 Penalty: 441.534760 Iteration 3Q: 3 clusters Score -6169.555 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -6171.187988 Penalty: 441.534760 Iteration 4Q: 3 clusters Score -6171.188 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -6171.883301 Penalty: 441.534760 Iteration 5Q: 3 clusters Score -6171.883 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -6174.803711 Penalty: 441.534760 Iteration 6Q: 3 clusters Score -6174.804 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -6174.803711 Penalty: 441.534760 Iteration 7F: 3 clusters Score -6174.804 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (75 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Entering Unmasked Estep Score: -3577.777832 Penalty: 196.445709 Iteration 0F: 2 clusters Score -3577.778 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 35 members Entering Unmasked Estep Score: -3402.032471 Penalty: 392.891418 Iteration 0F: 3 clusters Score -3402.032 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39 members Mstep: Class 2 contains 36 members Entering Unmasked Estep Score: -3432.223145 Penalty: 392.891418 Iteration 1F: 3 clusters Score -3432.223 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -3434.836426 Penalty: 392.891418 Iteration 2Q: 3 clusters Score -3434.836 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -3434.836426 Penalty: 392.891418 Iteration 3F: 3 clusters Score -3434.836 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (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: -15198.145508 Penalty: 262.600555 Iteration 0F: 2 clusters Score -15198.15 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -14833.026367 Penalty: 525.201111 Iteration 0F: 3 clusters Score -14833.03 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -15031.448242 Penalty: 525.201111 Iteration 1F: 3 clusters Score -15031.45 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -15157.857422 Penalty: 525.201111 Iteration 2F: 3 clusters Score -15157.86 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -15266.305664 Penalty: 525.201111 Iteration 3F: 3 clusters Score -15266.31 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -15320.961914 Penalty: 525.201111 Iteration 4F: 3 clusters Score -15320.96 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -15340.050781 Penalty: 525.201111 Iteration 5Q: 3 clusters Score -15340.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -15342.130859 Penalty: 525.201111 Iteration 6Q: 3 clusters Score -15342.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -15342.130859 Penalty: 525.201111 Iteration 7F: 3 clusters Score -15342.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1241 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 465 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 75 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 203 members Mstep: Class 7 contains 803 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 2487 members Mstep: Class 10 contains 376 members Mstep: Class 11 contains 428 members Mstep: Class 12 contains 1119 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 13577 members Mstep: Class 15 contains 2661 members Mstep: Class 16 contains 105237 members Mstep: Class 17 contains 1210 members Mstep: Class 18 contains 182 members Mstep: Class 19 contains 13115 members Mstep: Class 20 contains 459 members Mstep: Class 21 contains 259 members Entering Unmasked Estep Score: -7903049.500000 Penalty: 11354.112305 Splitting cluster 5 changes total score from -7902919.000000 to -7903049.500000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 6 (203 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Entering Unmasked Estep Score: -6526.783691 Penalty: 241.750885 Iteration 0F: 2 clusters Score -6526.784 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -6271.644043 Penalty: 483.501770 Iteration 0F: 3 clusters Score -6271.644 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -6389.692871 Penalty: 483.501770 Iteration 1F: 3 clusters Score -6389.693 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -6415.087402 Penalty: 483.501770 Iteration 2Q: 3 clusters Score -6415.087 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -6435.910156 Penalty: 483.501770 Iteration 3Q: 3 clusters Score -6435.91 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -6468.431641 Penalty: 483.501770 Iteration 4Q: 3 clusters Score -6468.432 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -6509.732910 Penalty: 483.501770 Iteration 5Q: 3 clusters Score -6509.733 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -6558.467285 Penalty: 483.501770 Iteration 6F: 3 clusters Score -6558.467 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -6630.612305 Penalty: 483.501770 Iteration 7F: 3 clusters Score -6630.612 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -6807.759277 Penalty: 483.501770 Iteration 8F: 3 clusters Score -6807.759 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -7045.120117 Penalty: 483.501770 Iteration 9F: 3 clusters Score -7045.12 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -7225.028320 Penalty: 483.501770 Iteration 10Q: 3 clusters Score -7225.028 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -7245.452637 Penalty: 483.501770 Iteration 11Q: 3 clusters Score -7245.453 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -7245.452637 Penalty: 483.501770 Iteration 12F: 3 clusters Score -7245.453 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1241 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 465 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 75 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 80 members Mstep: Class 7 contains 803 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 2487 members Mstep: Class 10 contains 376 members Mstep: Class 11 contains 428 members Mstep: Class 12 contains 1119 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 13577 members Mstep: Class 15 contains 2661 members Mstep: Class 16 contains 105237 members Mstep: Class 17 contains 1210 members Mstep: Class 18 contains 182 members Mstep: Class 19 contains 13115 members Mstep: Class 20 contains 459 members Mstep: Class 21 contains 259 members Mstep: Class 22 contains 123 members Entering Unmasked Estep Score: -7903471.500000 Penalty: 11894.784180 Splitting cluster 6 changes total score from -7902919.000000 to -7903471.500000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 7 (803 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Entering Unmasked Estep Score: -41126.046875 Penalty: 304.320129 Iteration 0F: 2 clusters Score -41126.05 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -40434.542969 Penalty: 608.640259 Iteration 0F: 3 clusters Score -40434.54 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -40622.988281 Penalty: 608.640259 Iteration 1F: 3 clusters Score -40622.99 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -40666.480469 Penalty: 608.640259 Iteration 2F: 3 clusters Score -40666.48 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -40707.941406 Penalty: 608.640259 Iteration 3F: 3 clusters Score -40707.94 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -40733.730469 Penalty: 608.640259 Iteration 4F: 3 clusters Score -40733.73 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -40753.636719 Penalty: 608.640259 Iteration 5Q: 3 clusters Score -40753.64 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -40784.812500 Penalty: 608.640259 Iteration 6Q: 3 clusters Score -40784.81 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -40815.417969 Penalty: 608.640259 Iteration 7Q: 3 clusters Score -40815.42 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -40840.046875 Penalty: 608.640259 Iteration 8Q: 3 clusters Score -40840.05 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -40870.429688 Penalty: 608.640259 Iteration 9Q: 3 clusters Score -40870.43 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -40898.316406 Penalty: 608.640259 Iteration 10Q: 3 clusters Score -40898.32 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -40922.738281 Penalty: 608.640259 Iteration 11Q: 3 clusters Score -40922.74 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -40934.320312 Penalty: 608.640259 Iteration 12Q: 3 clusters Score -40934.32 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -40938.167969 Penalty: 608.640259 Iteration 13Q: 3 clusters Score -40938.17 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -40943.300781 Penalty: 608.640259 Iteration 14Q: 3 clusters Score -40943.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -40949.812500 Penalty: 608.640259 Iteration 15Q: 3 clusters Score -40949.81 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -40952.500000 Penalty: 608.640259 Iteration 16Q: 3 clusters Score -40952.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -40952.500000 Penalty: 608.640259 Iteration 17F: 3 clusters Score -40952.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (71 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Entering Unmasked Estep Score: -3262.335205 Penalty: 193.951935 Iteration 0F: 2 clusters Score -3262.335 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -3097.276367 Penalty: 387.903870 Iteration 0F: 3 clusters Score -3097.276 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -3114.289795 Penalty: 387.903870 Iteration 1F: 3 clusters Score -3114.29 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (2487 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2487 members Entering Unmasked Estep Score: -134041.921875 Penalty: 355.756866 Iteration 0F: 2 clusters Score -134041.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -132279.578125 Penalty: 711.513733 Iteration 0F: 3 clusters Score -132279.6 nChanged 1089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -132926.421875 Penalty: 711.513733 Iteration 1F: 3 clusters Score -132926.4 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -133040.953125 Penalty: 711.513733 Iteration 2F: 3 clusters Score -133041 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -133171.750000 Penalty: 711.513733 Iteration 3F: 3 clusters Score -133171.8 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -133323.515625 Penalty: 711.513733 Iteration 4F: 3 clusters Score -133323.5 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -133468.234375 Penalty: 711.513733 Iteration 5F: 3 clusters Score -133468.2 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 2105 members Entering Unmasked Estep Score: -133560.937500 Penalty: 711.513733 Iteration 6Q: 3 clusters Score -133560.9 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -133650.703125 Penalty: 711.513733 Iteration 7Q: 3 clusters Score -133650.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 2173 members Entering Unmasked Estep Score: -133713.687500 Penalty: 711.513733 Iteration 8Q: 3 clusters Score -133713.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -133778.750000 Penalty: 711.513733 Iteration 9Q: 3 clusters Score -133778.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -133890.812500 Penalty: 711.513733 Iteration 10Q: 3 clusters Score -133890.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 2147 members Entering Unmasked Estep Score: -134004.421875 Penalty: 711.513733 Iteration 11Q: 3 clusters Score -134004.4 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 2108 members Entering Unmasked Estep Score: -134084.281250 Penalty: 711.513733 Iteration 12Q: 3 clusters Score -134084.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 2079 members Entering Unmasked Estep Score: -134135.796875 Penalty: 711.513733 Iteration 13Q: 3 clusters Score -134135.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -134184.343750 Penalty: 711.513733 Iteration 14Q: 3 clusters Score -134184.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -134228.781250 Penalty: 711.513733 Iteration 15Q: 3 clusters Score -134228.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -134273.796875 Penalty: 711.513733 Iteration 16Q: 3 clusters Score -134273.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -134304.359375 Penalty: 711.513733 Iteration 17Q: 3 clusters Score -134304.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -134328.593750 Penalty: 711.513733 Iteration 18Q: 3 clusters Score -134328.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -134352.906250 Penalty: 711.513733 Iteration 19Q: 3 clusters Score -134352.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -134373.406250 Penalty: 711.513733 Iteration 20F: 3 clusters Score -134373.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 1844 members Entering Unmasked Estep Score: -134390.890625 Penalty: 711.513733 Iteration 21Q: 3 clusters Score -134390.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -134403.375000 Penalty: 711.513733 Iteration 22Q: 3 clusters Score -134403.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -134414.484375 Penalty: 711.513733 Iteration 23Q: 3 clusters Score -134414.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -134421.546875 Penalty: 711.513733 Iteration 24Q: 3 clusters Score -134421.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -134429.890625 Penalty: 711.513733 Iteration 25Q: 3 clusters Score -134429.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -134438.609375 Penalty: 711.513733 Iteration 26Q: 3 clusters Score -134438.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -134452.343750 Penalty: 711.513733 Iteration 27Q: 3 clusters Score -134452.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -134463.093750 Penalty: 711.513733 Iteration 28Q: 3 clusters Score -134463.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -134476.718750 Penalty: 711.513733 Iteration 29Q: 3 clusters Score -134476.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -134494.140625 Penalty: 711.513733 Iteration 30Q: 3 clusters Score -134494.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -134506.187500 Penalty: 711.513733 Iteration 31Q: 3 clusters Score -134506.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -134511.562500 Penalty: 711.513733 Iteration 32Q: 3 clusters Score -134511.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -134518.796875 Penalty: 711.513733 Iteration 33Q: 3 clusters Score -134518.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -134522.718750 Penalty: 711.513733 Iteration 34Q: 3 clusters Score -134522.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -134524.062500 Penalty: 711.513733 Iteration 35Q: 3 clusters Score -134524.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -134524.937500 Penalty: 711.513733 Iteration 36Q: 3 clusters Score -134524.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -134526.140625 Penalty: 711.513733 Iteration 37Q: 3 clusters Score -134526.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -134526.953125 Penalty: 711.513733 Iteration 38Q: 3 clusters Score -134527 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -134528.750000 Penalty: 711.513733 Iteration 39Q: 3 clusters Score -134528.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -134533.218750 Penalty: 711.513733 Iteration 40F: 3 clusters Score -134533.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -134538.265625 Penalty: 711.513733 Iteration 41Q: 3 clusters Score -134538.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -134540.890625 Penalty: 711.513733 Iteration 42Q: 3 clusters Score -134540.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -134543.671875 Penalty: 711.513733 Iteration 43Q: 3 clusters Score -134543.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -134546.437500 Penalty: 711.513733 Iteration 44Q: 3 clusters Score -134546.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -134550.531250 Penalty: 711.513733 Iteration 45Q: 3 clusters Score -134550.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -134552.687500 Penalty: 711.513733 Iteration 46Q: 3 clusters Score -134552.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -134554.468750 Penalty: 711.513733 Iteration 47Q: 3 clusters Score -134554.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -134555.203125 Penalty: 711.513733 Iteration 48Q: 3 clusters Score -134555.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -134555.390625 Penalty: 711.513733 Iteration 49Q: 3 clusters Score -134555.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -134555.328125 Penalty: 711.513733 Iteration 50Q: 3 clusters Score -134555.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -134555.453125 Penalty: 711.513733 Iteration 51Q: 3 clusters Score -134555.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -134555.359375 Penalty: 711.513733 Iteration 52Q: 3 clusters Score -134555.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -134555.765625 Penalty: 711.513733 Iteration 53Q: 3 clusters Score -134555.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -134555.625000 Penalty: 711.513733 Iteration 54Q: 3 clusters Score -134555.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -134555.625000 Penalty: 711.513733 Iteration 55F: 3 clusters Score -134555.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1241 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 465 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 75 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 80 members Mstep: Class 7 contains 803 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1063 members Mstep: Class 10 contains 376 members Mstep: Class 11 contains 428 members Mstep: Class 12 contains 1119 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 13577 members Mstep: Class 15 contains 2661 members Mstep: Class 16 contains 105237 members Mstep: Class 17 contains 1210 members Mstep: Class 18 contains 182 members Mstep: Class 19 contains 13115 members Mstep: Class 20 contains 459 members Mstep: Class 21 contains 259 members Mstep: Class 22 contains 123 members Mstep: Class 23 contains 1424 members Entering Unmasked Estep Score: -7903801.500000 Penalty: 12435.456055 Splitting cluster 9 changes total score from -7902919.000000 to -7903801.500000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 11 (428 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Entering Unmasked Estep Score: -22070.533203 Penalty: 275.690094 Iteration 0F: 2 clusters Score -22070.53 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 218 members Entering Unmasked Estep Score: -21621.005859 Penalty: 551.380188 Iteration 0F: 3 clusters Score -21621.01 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -21721.300781 Penalty: 551.380188 Iteration 1F: 3 clusters Score -21721.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -21755.490234 Penalty: 551.380188 Iteration 2F: 3 clusters Score -21755.49 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -21779.642578 Penalty: 551.380188 Iteration 3F: 3 clusters Score -21779.64 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -21796.822266 Penalty: 551.380188 Iteration 4Q: 3 clusters Score -21796.82 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -21809.376953 Penalty: 551.380188 Iteration 5Q: 3 clusters Score -21809.38 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -21823.607422 Penalty: 551.380188 Iteration 6Q: 3 clusters Score -21823.61 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -21834.904297 Penalty: 551.380188 Iteration 7Q: 3 clusters Score -21834.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -21843.376953 Penalty: 551.380188 Iteration 8Q: 3 clusters Score -21843.38 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -21847.808594 Penalty: 551.380188 Iteration 9Q: 3 clusters Score -21847.81 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -21850.007812 Penalty: 551.380188 Iteration 10Q: 3 clusters Score -21850.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -21850.136719 Penalty: 551.380188 Iteration 11Q: 3 clusters Score -21850.14 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -21850.136719 Penalty: 551.380188 Iteration 12F: 3 clusters Score -21850.14 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1119 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Entering Unmasked Estep Score: -40916.160156 Penalty: 319.418671 Iteration 0F: 2 clusters Score -40916.16 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -40079.917969 Penalty: 638.837341 Iteration 0F: 3 clusters Score -40079.92 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -40629.648438 Penalty: 638.837341 Iteration 1F: 3 clusters Score -40629.65 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -40961.859375 Penalty: 638.837341 Iteration 2F: 3 clusters Score -40961.86 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -41455.394531 Penalty: 638.837341 Iteration 3F: 3 clusters Score -41455.39 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -41599.601562 Penalty: 638.837341 Iteration 4Q: 3 clusters Score -41599.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -41760.230469 Penalty: 638.837341 Iteration 5Q: 3 clusters Score -41760.23 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -41901.800781 Penalty: 638.837341 Iteration 6Q: 3 clusters Score -41901.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -41960.449219 Penalty: 638.837341 Iteration 7Q: 3 clusters Score -41960.45 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -42011.726562 Penalty: 638.837341 Iteration 8Q: 3 clusters Score -42011.73 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -42039.843750 Penalty: 638.837341 Iteration 9Q: 3 clusters Score -42039.84 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -42064.171875 Penalty: 638.837341 Iteration 10Q: 3 clusters Score -42064.17 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -42085.382812 Penalty: 638.837341 Iteration 11Q: 3 clusters Score -42085.38 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -42120.011719 Penalty: 638.837341 Iteration 12Q: 3 clusters Score -42120.01 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -42144.132812 Penalty: 638.837341 Iteration 13Q: 3 clusters Score -42144.13 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -42166.195312 Penalty: 638.837341 Iteration 14Q: 3 clusters Score -42166.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -42181.121094 Penalty: 638.837341 Iteration 15Q: 3 clusters Score -42181.12 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -42195.238281 Penalty: 638.837341 Iteration 16Q: 3 clusters Score -42195.24 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -42202.195312 Penalty: 638.837341 Iteration 17Q: 3 clusters Score -42202.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -42203.933594 Penalty: 638.837341 Iteration 18Q: 3 clusters Score -42203.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -42204.644531 Penalty: 638.837341 Iteration 19Q: 3 clusters Score -42204.64 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -42211.503906 Penalty: 638.837341 Iteration 20F: 3 clusters Score -42211.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -42215.472656 Penalty: 638.837341 Iteration 21Q: 3 clusters Score -42215.47 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -42220.789062 Penalty: 638.837341 Iteration 22Q: 3 clusters Score -42220.79 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -42230.437500 Penalty: 638.837341 Iteration 23Q: 3 clusters Score -42230.44 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -42237.601562 Penalty: 638.837341 Iteration 24Q: 3 clusters Score -42237.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -42249.949219 Penalty: 638.837341 Iteration 25Q: 3 clusters Score -42249.95 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -42268.882812 Penalty: 638.837341 Iteration 26Q: 3 clusters Score -42268.88 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -42272.148438 Penalty: 638.837341 Iteration 27Q: 3 clusters Score -42272.15 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -42277.429688 Penalty: 638.837341 Iteration 28Q: 3 clusters Score -42277.43 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -42285.398438 Penalty: 638.837341 Iteration 29Q: 3 clusters Score -42285.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -42293.945312 Penalty: 638.837341 Iteration 30Q: 3 clusters Score -42293.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -42294.453125 Penalty: 638.837341 Iteration 31Q: 3 clusters Score -42294.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -42294.453125 Penalty: 638.837341 Iteration 32F: 3 clusters Score -42294.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1241 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 465 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 75 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 80 members Mstep: Class 7 contains 803 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1063 members Mstep: Class 10 contains 376 members Mstep: Class 11 contains 428 members Mstep: Class 12 contains 734 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 13577 members Mstep: Class 15 contains 2661 members Mstep: Class 16 contains 105237 members Mstep: Class 17 contains 1210 members Mstep: Class 18 contains 182 members Mstep: Class 19 contains 13115 members Mstep: Class 20 contains 459 members Mstep: Class 21 contains 259 members Mstep: Class 22 contains 123 members Mstep: Class 23 contains 1424 members Mstep: Class 24 contains 385 members Entering Unmasked Estep Score: -7904959.500000 Penalty: 12976.127930 Splitting cluster 12 changes total score from -7902919.000000 to -7904959.500000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 13 (148 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Entering Unmasked Estep Score: -6889.289062 Penalty: 227.373169 Iteration 0F: 2 clusters Score -6889.289 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 64 members Entering Unmasked Estep Score: -6642.495605 Penalty: 454.746338 Iteration 0F: 3 clusters Score -6642.496 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -6679.931152 Penalty: 454.746338 Iteration 1F: 3 clusters Score -6679.931 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -6691.244141 Penalty: 454.746338 Iteration 2Q: 3 clusters Score -6691.244 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -6697.423828 Penalty: 454.746338 Iteration 3Q: 3 clusters Score -6697.424 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -6702.373535 Penalty: 454.746338 Iteration 4Q: 3 clusters Score -6702.374 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -6705.392090 Penalty: 454.746338 Iteration 5Q: 3 clusters Score -6705.392 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -6706.953613 Penalty: 454.746338 Iteration 6Q: 3 clusters Score -6706.954 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -6713.504883 Penalty: 454.746338 Iteration 7Q: 3 clusters Score -6713.505 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -6719.930664 Penalty: 454.746338 Iteration 8Q: 3 clusters Score -6719.931 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 43 members Entering Unmasked Estep Score: -6721.697266 Penalty: 454.746338 Iteration 9Q: 3 clusters Score -6721.697 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 42 members Entering Unmasked Estep Score: -6724.242188 Penalty: 454.746338 Iteration 10Q: 3 clusters Score -6724.242 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 42 members Entering Unmasked Estep Score: -6724.242188 Penalty: 454.746338 Iteration 11F: 3 clusters Score -6724.242 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (13577 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13577 members Entering Unmasked Estep Score: -731909.437500 Penalty: 432.984009 Iteration 0F: 2 clusters Score -731909.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6720 members Mstep: Class 2 contains 6857 members Entering Unmasked Estep Score: -722821.187500 Penalty: 865.968018 Iteration 0F: 3 clusters Score -722821.2 nChanged 6388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5732 members Mstep: Class 2 contains 7845 members Entering Unmasked Estep Score: -726522.125000 Penalty: 865.968018 Iteration 1F: 3 clusters Score -726522.1 nChanged 794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5152 members Mstep: Class 2 contains 8425 members Entering Unmasked Estep Score: -726899.312500 Penalty: 865.968018 Iteration 2F: 3 clusters Score -726899.3 nChanged 913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4359 members Mstep: Class 2 contains 9218 members Entering Unmasked Estep Score: -727454.000000 Penalty: 865.968018 Iteration 3F: 3 clusters Score -727454 nChanged 1081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3332 members Mstep: Class 2 contains 10245 members Entering Unmasked Estep Score: -728325.312500 Penalty: 865.968018 Iteration 4F: 3 clusters Score -728325.3 nChanged 1154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 11387 members Entering Unmasked Estep Score: -729420.875000 Penalty: 865.968018 Iteration 5F: 3 clusters Score -729420.9 nChanged 1038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 12417 members Entering Unmasked Estep Score: -730499.937500 Penalty: 865.968018 Iteration 6F: 3 clusters Score -730499.9 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 13067 members Entering Unmasked Estep Score: -731150.250000 Penalty: 865.968018 Iteration 7Q: 3 clusters Score -731150.2 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 13330 members Entering Unmasked Estep Score: -731386.625000 Penalty: 865.968018 Iteration 8Q: 3 clusters Score -731386.6 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 13434 members Entering Unmasked Estep Score: -731471.812500 Penalty: 865.968018 Iteration 9Q: 3 clusters Score -731471.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 13466 members Entering Unmasked Estep Score: -731492.812500 Penalty: 865.968018 Iteration 10Q: 3 clusters Score -731492.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 13479 members Entering Unmasked Estep Score: -731502.812500 Penalty: 865.968018 Iteration 11Q: 3 clusters Score -731502.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 13490 members Entering Unmasked Estep Score: -731509.687500 Penalty: 865.968018 Iteration 12Q: 3 clusters Score -731509.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 13501 members Entering Unmasked Estep Score: -731521.000000 Penalty: 865.968018 Iteration 13Q: 3 clusters Score -731521 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 13508 members Entering Unmasked Estep Score: -731532.312500 Penalty: 865.968018 Iteration 14Q: 3 clusters Score -731532.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 13512 members Entering Unmasked Estep Score: -731538.000000 Penalty: 865.968018 Iteration 15Q: 3 clusters Score -731538 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 13514 members Entering Unmasked Estep Score: -731541.062500 Penalty: 865.968018 Iteration 16Q: 3 clusters Score -731541.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 13515 members Entering Unmasked Estep Score: -731542.750000 Penalty: 865.968018 Iteration 17Q: 3 clusters Score -731542.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 13515 members Entering Unmasked Estep Score: -731543.687500 Penalty: 865.968018 Iteration 18Q: 3 clusters Score -731543.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 13516 members Entering Unmasked Estep Score: -731543.312500 Penalty: 865.968018 Iteration 19Q: 3 clusters Score -731543.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 13516 members Entering Unmasked Estep Score: -731543.312500 Penalty: 865.968018 Iteration 20F: 3 clusters Score -731543.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2661 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Entering Unmasked Estep Score: -145748.328125 Penalty: 358.833801 Iteration 0F: 2 clusters Score -145748.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -143860.140625 Penalty: 717.667603 Iteration 0F: 3 clusters Score -143860.1 nChanged 1149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -144539.968750 Penalty: 717.667603 Iteration 1F: 3 clusters Score -144540 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -144652.093750 Penalty: 717.667603 Iteration 2F: 3 clusters Score -144652.1 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -144749.812500 Penalty: 717.667603 Iteration 3F: 3 clusters Score -144749.8 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -144848.328125 Penalty: 717.667603 Iteration 4F: 3 clusters Score -144848.3 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -144936.812500 Penalty: 717.667603 Iteration 5F: 3 clusters Score -144936.8 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -145007.390625 Penalty: 717.667603 Iteration 6Q: 3 clusters Score -145007.4 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -145069.562500 Penalty: 717.667603 Iteration 7Q: 3 clusters Score -145069.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -145125.953125 Penalty: 717.667603 Iteration 8Q: 3 clusters Score -145126 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -145172.890625 Penalty: 717.667603 Iteration 9Q: 3 clusters Score -145172.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -145235.343750 Penalty: 717.667603 Iteration 10Q: 3 clusters Score -145235.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -145307.421875 Penalty: 717.667603 Iteration 11Q: 3 clusters Score -145307.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -145359.609375 Penalty: 717.667603 Iteration 12Q: 3 clusters Score -145359.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -145398.281250 Penalty: 717.667603 Iteration 13Q: 3 clusters Score -145398.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -145424.328125 Penalty: 717.667603 Iteration 14Q: 3 clusters Score -145424.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -145433.765625 Penalty: 717.667603 Iteration 15Q: 3 clusters Score -145433.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -145438.921875 Penalty: 717.667603 Iteration 16Q: 3 clusters Score -145438.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -145441.500000 Penalty: 717.667603 Iteration 17Q: 3 clusters Score -145441.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -145445.859375 Penalty: 717.667603 Iteration 18Q: 3 clusters Score -145445.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -145451.703125 Penalty: 717.667603 Iteration 19Q: 3 clusters Score -145451.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -145454.984375 Penalty: 717.667603 Iteration 20F: 3 clusters Score -145455 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -145458.750000 Penalty: 717.667603 Iteration 21Q: 3 clusters Score -145458.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -145462.421875 Penalty: 717.667603 Iteration 22Q: 3 clusters Score -145462.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -145464.156250 Penalty: 717.667603 Iteration 23Q: 3 clusters Score -145464.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -145464.765625 Penalty: 717.667603 Iteration 24Q: 3 clusters Score -145464.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -145465.156250 Penalty: 717.667603 Iteration 25Q: 3 clusters Score -145465.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -145465.343750 Penalty: 717.667603 Iteration 26Q: 3 clusters Score -145465.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -145465.109375 Penalty: 717.667603 Iteration 27Q: 3 clusters Score -145465.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -145465.343750 Penalty: 717.667603 Iteration 28Q: 3 clusters Score -145465.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -145465.343750 Penalty: 717.667603 Iteration 29F: 3 clusters Score -145465.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (105237 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105237 members Entering Unmasked Estep Score: -5940460.500000 Penalty: 526.160645 Iteration 0F: 2 clusters Score -5940460 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52600 members Mstep: Class 2 contains 52637 members Entering Unmasked Estep Score: -5869345.500000 Penalty: 1052.321289 Iteration 0F: 3 clusters Score -5869346 nChanged 51542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56194 members Mstep: Class 2 contains 49043 members Entering Unmasked Estep Score: -5902813.000000 Penalty: 1052.321289 Iteration 1F: 3 clusters Score -5902813 nChanged 6192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58206 members Mstep: Class 2 contains 47031 members Entering Unmasked Estep Score: -5907262.500000 Penalty: 1052.321289 Iteration 2F: 3 clusters Score -5907262 nChanged 7158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60298 members Mstep: Class 2 contains 44939 members Entering Unmasked Estep Score: -5913269.000000 Penalty: 1052.321289 Iteration 3F: 3 clusters Score -5913269 nChanged 7377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61975 members Mstep: Class 2 contains 43262 members Entering Unmasked Estep Score: -5919113.000000 Penalty: 1052.321289 Iteration 4F: 3 clusters Score -5919113 nChanged 5911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63212 members Mstep: Class 2 contains 42025 members Entering Unmasked Estep Score: -5922370.000000 Penalty: 1052.321289 Iteration 5F: 3 clusters Score -5922370 nChanged 3704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64384 members Mstep: Class 2 contains 40853 members Entering Unmasked Estep Score: -5923524.000000 Penalty: 1052.321289 Iteration 6Q: 3 clusters Score -5923524 nChanged 2113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65545 members Mstep: Class 2 contains 39692 members Entering Unmasked Estep Score: -5924056.500000 Penalty: 1052.321289 Iteration 7Q: 3 clusters Score -5924056 nChanged 1585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66746 members Mstep: Class 2 contains 38491 members Entering Unmasked Estep Score: -5924541.000000 Penalty: 1052.321289 Iteration 8Q: 3 clusters Score -5924541 nChanged 1542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67944 members Mstep: Class 2 contains 37293 members Entering Unmasked Estep Score: -5925066.000000 Penalty: 1052.321289 Iteration 9Q: 3 clusters Score -5925066 nChanged 1605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69229 members Mstep: Class 2 contains 36008 members Entering Unmasked Estep Score: -5925605.000000 Penalty: 1052.321289 Iteration 10Q: 3 clusters Score -5925605 nChanged 1599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70552 members Mstep: Class 2 contains 34685 members Entering Unmasked Estep Score: -5926147.500000 Penalty: 1052.321289 Iteration 11Q: 3 clusters Score -5926148 nChanged 1559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71859 members Mstep: Class 2 contains 33378 members Entering Unmasked Estep Score: -5926631.500000 Penalty: 1052.321289 Iteration 12Q: 3 clusters Score -5926632 nChanged 1518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73149 members Mstep: Class 2 contains 32088 members Entering Unmasked Estep Score: -5927078.500000 Penalty: 1052.321289 Iteration 13Q: 3 clusters Score -5927078 nChanged 1568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74511 members Mstep: Class 2 contains 30726 members Entering Unmasked Estep Score: -5927572.500000 Penalty: 1052.321289 Iteration 14Q: 3 clusters Score -5927572 nChanged 1503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75874 members Mstep: Class 2 contains 29363 members Entering Unmasked Estep Score: -5928085.500000 Penalty: 1052.321289 Iteration 15Q: 3 clusters Score -5928086 nChanged 1521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77273 members Mstep: Class 2 contains 27964 members Entering Unmasked Estep Score: -5928603.500000 Penalty: 1052.321289 Iteration 16Q: 3 clusters Score -5928604 nChanged 1471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78634 members Mstep: Class 2 contains 26603 members Entering Unmasked Estep Score: -5929088.000000 Penalty: 1052.321289 Iteration 17Q: 3 clusters Score -5929088 nChanged 1439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79997 members Mstep: Class 2 contains 25240 members Entering Unmasked Estep Score: -5929531.500000 Penalty: 1052.321289 Iteration 18Q: 3 clusters Score -5929532 nChanged 1446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81395 members Mstep: Class 2 contains 23842 members Entering Unmasked Estep Score: -5929978.500000 Penalty: 1052.321289 Iteration 19Q: 3 clusters Score -5929978 nChanged 1477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82822 members Mstep: Class 2 contains 22415 members Entering Unmasked Estep Score: -5930476.000000 Penalty: 1052.321289 Iteration 20F: 3 clusters Score -5930476 nChanged 1495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84281 members Mstep: Class 2 contains 20956 members Entering Unmasked Estep Score: -5931032.500000 Penalty: 1052.321289 Iteration 21Q: 3 clusters Score -5931032 nChanged 1514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85767 members Mstep: Class 2 contains 19470 members Entering Unmasked Estep Score: -5931577.500000 Penalty: 1052.321289 Iteration 22Q: 3 clusters Score -5931578 nChanged 1566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87295 members Mstep: Class 2 contains 17942 members Entering Unmasked Estep Score: -5932230.000000 Penalty: 1052.321289 Iteration 23Q: 3 clusters Score -5932230 nChanged 1566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88827 members Mstep: Class 2 contains 16410 members Entering Unmasked Estep Score: -5932839.000000 Penalty: 1052.321289 Iteration 24Q: 3 clusters Score -5932839 nChanged 1529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90346 members Mstep: Class 2 contains 14891 members Entering Unmasked Estep Score: -5933494.500000 Penalty: 1052.321289 Iteration 25Q: 3 clusters Score -5933494 nChanged 1478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91818 members Mstep: Class 2 contains 13419 members Entering Unmasked Estep Score: -5934131.000000 Penalty: 1052.321289 Iteration 26Q: 3 clusters Score -5934131 nChanged 1396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93208 members Mstep: Class 2 contains 12029 members Entering Unmasked Estep Score: -5934698.500000 Penalty: 1052.321289 Iteration 27Q: 3 clusters Score -5934698 nChanged 1312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94516 members Mstep: Class 2 contains 10721 members Entering Unmasked Estep Score: -5935277.500000 Penalty: 1052.321289 Iteration 28Q: 3 clusters Score -5935278 nChanged 1264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95776 members Mstep: Class 2 contains 9461 members Entering Unmasked Estep Score: -5935844.000000 Penalty: 1052.321289 Iteration 29Q: 3 clusters Score -5935844 nChanged 1244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97012 members Mstep: Class 2 contains 8225 members Entering Unmasked Estep Score: -5936401.500000 Penalty: 1052.321289 Iteration 30Q: 3 clusters Score -5936402 nChanged 1175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98185 members Mstep: Class 2 contains 7052 members Entering Unmasked Estep Score: -5936979.500000 Penalty: 1052.321289 Iteration 31Q: 3 clusters Score -5936980 nChanged 1147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99332 members Mstep: Class 2 contains 5905 members Entering Unmasked Estep Score: -5937548.500000 Penalty: 1052.321289 Iteration 32Q: 3 clusters Score -5937548 nChanged 986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100318 members Mstep: Class 2 contains 4919 members Entering Unmasked Estep Score: -5938078.500000 Penalty: 1052.321289 Iteration 33Q: 3 clusters Score -5938078 nChanged 871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101187 members Mstep: Class 2 contains 4050 members Entering Unmasked Estep Score: -5938570.500000 Penalty: 1052.321289 Iteration 34Q: 3 clusters Score -5938570 nChanged 709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101894 members Mstep: Class 2 contains 3343 members Entering Unmasked Estep Score: -5939026.500000 Penalty: 1052.321289 Iteration 35Q: 3 clusters Score -5939026 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102482 members Mstep: Class 2 contains 2755 members Entering Unmasked Estep Score: -5939416.000000 Penalty: 1052.321289 Iteration 36Q: 3 clusters Score -5939416 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102927 members Mstep: Class 2 contains 2310 members Entering Unmasked Estep Score: -5939721.000000 Penalty: 1052.321289 Iteration 37Q: 3 clusters Score -5939721 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103258 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -5939967.500000 Penalty: 1052.321289 Iteration 38Q: 3 clusters Score -5939968 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103460 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -5940113.500000 Penalty: 1052.321289 Iteration 39Q: 3 clusters Score -5940114 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103619 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -5940243.500000 Penalty: 1052.321289 Iteration 40F: 3 clusters Score -5940244 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103725 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -5940313.500000 Penalty: 1052.321289 Iteration 41Q: 3 clusters Score -5940314 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103785 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -5940373.000000 Penalty: 1052.321289 Iteration 42Q: 3 clusters Score -5940373 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103822 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -5940411.000000 Penalty: 1052.321289 Iteration 43Q: 3 clusters Score -5940411 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103856 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -5940433.500000 Penalty: 1052.321289 Iteration 44Q: 3 clusters Score -5940434 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103894 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -5940467.000000 Penalty: 1052.321289 Iteration 45Q: 3 clusters Score -5940467 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103923 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -5940470.000000 Penalty: 1052.321289 Iteration 46Q: 3 clusters Score -5940470 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103948 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -5940476.500000 Penalty: 1052.321289 Iteration 47Q: 3 clusters Score -5940476 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103970 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -5940481.000000 Penalty: 1052.321289 Iteration 48Q: 3 clusters Score -5940481 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103981 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -5940485.500000 Penalty: 1052.321289 Iteration 49Q: 3 clusters Score -5940486 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103996 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -5940488.500000 Penalty: 1052.321289 Iteration 50Q: 3 clusters Score -5940488 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104005 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -5940485.000000 Penalty: 1052.321289 Iteration 51Q: 3 clusters Score -5940485 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104015 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -5940484.500000 Penalty: 1052.321289 Iteration 52Q: 3 clusters Score -5940484 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104016 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -5940483.000000 Penalty: 1052.321289 Iteration 53Q: 3 clusters Score -5940483 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104017 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -5940483.500000 Penalty: 1052.321289 Iteration 54Q: 3 clusters Score -5940484 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104015 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -5940484.500000 Penalty: 1052.321289 Iteration 55Q: 3 clusters Score -5940484 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104016 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -5940486.500000 Penalty: 1052.321289 Iteration 56Q: 3 clusters Score -5940486 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104018 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -5940492.000000 Penalty: 1052.321289 Iteration 57Q: 3 clusters Score -5940492 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104017 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -5940492.000000 Penalty: 1052.321289 Iteration 58Q: 3 clusters Score -5940492 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104017 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -5940484.000000 Penalty: 1052.321289 Iteration 59Q: 3 clusters Score -5940484 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104020 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -5940491.000000 Penalty: 1052.321289 Iteration 60F: 3 clusters Score -5940491 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104020 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -5940490.500000 Penalty: 1052.321289 Iteration 61Q: 3 clusters Score -5940490 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104022 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -5940490.500000 Penalty: 1052.321289 Iteration 62Q: 3 clusters Score -5940490 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104023 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -5940490.500000 Penalty: 1052.321289 Iteration 63Q: 3 clusters Score -5940490 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104024 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -5940494.000000 Penalty: 1052.321289 Iteration 64Q: 3 clusters Score -5940494 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104024 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -5940494.000000 Penalty: 1052.321289 Iteration 65F: 3 clusters Score -5940494 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1241 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 465 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 75 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 80 members Mstep: Class 7 contains 803 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1063 members Mstep: Class 10 contains 376 members Mstep: Class 11 contains 428 members Mstep: Class 12 contains 734 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 13577 members Mstep: Class 15 contains 2661 members Mstep: Class 16 contains 104024 members Mstep: Class 17 contains 1210 members Mstep: Class 18 contains 182 members Mstep: Class 19 contains 13115 members Mstep: Class 20 contains 459 members Mstep: Class 21 contains 259 members Mstep: Class 22 contains 123 members Mstep: Class 23 contains 1424 members Mstep: Class 24 contains 385 members Mstep: Class 25 contains 1213 members Entering Unmasked Estep Score: -7904886.500000 Penalty: 13516.799805 Splitting cluster 16 changes total score from -7902919.000000 to -7904886.500000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 17 (1210 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Entering Unmasked Estep Score: -73918.390625 Penalty: 322.976105 Iteration 0F: 2 clusters Score -73918.39 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -72985.203125 Penalty: 645.952209 Iteration 0F: 3 clusters Score -72985.2 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -73255.875000 Penalty: 645.952209 Iteration 1F: 3 clusters Score -73255.88 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -73323.093750 Penalty: 645.952209 Iteration 2F: 3 clusters Score -73323.09 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -73364.664062 Penalty: 645.952209 Iteration 3F: 3 clusters Score -73364.66 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -73389.578125 Penalty: 645.952209 Iteration 4Q: 3 clusters Score -73389.58 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -73412.734375 Penalty: 645.952209 Iteration 5Q: 3 clusters Score -73412.73 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -73442.070312 Penalty: 645.952209 Iteration 6Q: 3 clusters Score -73442.07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -73472.031250 Penalty: 645.952209 Iteration 7Q: 3 clusters Score -73472.03 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -73485.976562 Penalty: 645.952209 Iteration 8Q: 3 clusters Score -73485.98 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -73495.468750 Penalty: 645.952209 Iteration 9Q: 3 clusters Score -73495.47 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -73502.062500 Penalty: 645.952209 Iteration 10Q: 3 clusters Score -73502.06 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -73509.148438 Penalty: 645.952209 Iteration 11Q: 3 clusters Score -73509.15 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -73516.500000 Penalty: 645.952209 Iteration 12Q: 3 clusters Score -73516.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -73529.781250 Penalty: 645.952209 Iteration 13Q: 3 clusters Score -73529.78 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -73538.460938 Penalty: 645.952209 Iteration 14Q: 3 clusters Score -73538.46 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -73543.492188 Penalty: 645.952209 Iteration 15Q: 3 clusters Score -73543.49 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -73548.562500 Penalty: 645.952209 Iteration 16Q: 3 clusters Score -73548.56 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -73550.953125 Penalty: 645.952209 Iteration 17Q: 3 clusters Score -73550.95 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -73552.968750 Penalty: 645.952209 Iteration 18Q: 3 clusters Score -73552.97 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -73554.304688 Penalty: 645.952209 Iteration 19Q: 3 clusters Score -73554.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -73555.601562 Penalty: 645.952209 Iteration 20F: 3 clusters Score -73555.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -73557.195312 Penalty: 645.952209 Iteration 21Q: 3 clusters Score -73557.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -73557.968750 Penalty: 645.952209 Iteration 22Q: 3 clusters Score -73557.97 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -73558.484375 Penalty: 645.952209 Iteration 23Q: 3 clusters Score -73558.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -73558.585938 Penalty: 645.952209 Iteration 24Q: 3 clusters Score -73558.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -73559.968750 Penalty: 645.952209 Iteration 25Q: 3 clusters Score -73559.97 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -73561.367188 Penalty: 645.952209 Iteration 26Q: 3 clusters Score -73561.37 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -73562.273438 Penalty: 645.952209 Iteration 27Q: 3 clusters Score -73562.27 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -73563.531250 Penalty: 645.952209 Iteration 28Q: 3 clusters Score -73563.53 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -73565.093750 Penalty: 645.952209 Iteration 29Q: 3 clusters Score -73565.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -73566.367188 Penalty: 645.952209 Iteration 30Q: 3 clusters Score -73566.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -73566.546875 Penalty: 645.952209 Iteration 31Q: 3 clusters Score -73566.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -73566.898438 Penalty: 645.952209 Iteration 32Q: 3 clusters Score -73566.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -73567.132812 Penalty: 645.952209 Iteration 33Q: 3 clusters Score -73567.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -73567.132812 Penalty: 645.952209 Iteration 34F: 3 clusters Score -73567.13 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (182 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Entering Unmasked Estep Score: -9287.461914 Penalty: 236.782303 Iteration 0F: 2 clusters Score -9287.462 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -9008.241211 Penalty: 473.564606 Iteration 0F: 3 clusters Score -9008.241 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -9065.273438 Penalty: 473.564606 Iteration 1F: 3 clusters Score -9065.273 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -9080.994141 Penalty: 473.564606 Iteration 2Q: 3 clusters Score -9080.994 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -9096.592773 Penalty: 473.564606 Iteration 3Q: 3 clusters Score -9096.593 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -9109.445312 Penalty: 473.564606 Iteration 4Q: 3 clusters Score -9109.445 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -9123.653320 Penalty: 473.564606 Iteration 5Q: 3 clusters Score -9123.653 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -9133.429688 Penalty: 473.564606 Iteration 6Q: 3 clusters Score -9133.43 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -9134.458008 Penalty: 473.564606 Iteration 7Q: 3 clusters Score -9134.458 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -9134.458008 Penalty: 473.564606 Iteration 8F: 3 clusters Score -9134.458 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (13115 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13115 members Entering Unmasked Estep Score: -794362.812500 Penalty: 431.408813 Iteration 0F: 2 clusters Score -794362.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6655 members Mstep: Class 2 contains 6460 members Entering Unmasked Estep Score: -785664.437500 Penalty: 862.817627 Iteration 0F: 3 clusters Score -785664.4 nChanged 6108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7557 members Mstep: Class 2 contains 5558 members Entering Unmasked Estep Score: -789318.687500 Penalty: 862.817627 Iteration 1F: 3 clusters Score -789318.7 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8105 members Mstep: Class 2 contains 5010 members Entering Unmasked Estep Score: -789731.500000 Penalty: 862.817627 Iteration 2F: 3 clusters Score -789731.5 nChanged 793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8802 members Mstep: Class 2 contains 4313 members Entering Unmasked Estep Score: -790307.125000 Penalty: 862.817627 Iteration 3F: 3 clusters Score -790307.1 nChanged 884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9590 members Mstep: Class 2 contains 3525 members Entering Unmasked Estep Score: -791041.250000 Penalty: 862.817627 Iteration 4F: 3 clusters Score -791041.2 nChanged 892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10390 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -791820.750000 Penalty: 862.817627 Iteration 5F: 3 clusters Score -791820.8 nChanged 753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11059 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -792489.375000 Penalty: 862.817627 Iteration 6F: 3 clusters Score -792489.4 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11534 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -792925.062500 Penalty: 862.817627 Iteration 7Q: 3 clusters Score -792925.1 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11855 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -793191.875000 Penalty: 862.817627 Iteration 8Q: 3 clusters Score -793191.9 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12106 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -793400.250000 Penalty: 862.817627 Iteration 9Q: 3 clusters Score -793400.2 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12307 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -793534.750000 Penalty: 862.817627 Iteration 10Q: 3 clusters Score -793534.8 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12464 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -793640.500000 Penalty: 862.817627 Iteration 11Q: 3 clusters Score -793640.5 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12577 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -793721.937500 Penalty: 862.817627 Iteration 12Q: 3 clusters Score -793721.9 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12675 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -793785.000000 Penalty: 862.817627 Iteration 13Q: 3 clusters Score -793785 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12750 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -793835.875000 Penalty: 862.817627 Iteration 14Q: 3 clusters Score -793835.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12801 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -793873.187500 Penalty: 862.817627 Iteration 15Q: 3 clusters Score -793873.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12837 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -793904.812500 Penalty: 862.817627 Iteration 16Q: 3 clusters Score -793904.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12873 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -793928.687500 Penalty: 862.817627 Iteration 17Q: 3 clusters Score -793928.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12891 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -793938.687500 Penalty: 862.817627 Iteration 18Q: 3 clusters Score -793938.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12911 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -793953.000000 Penalty: 862.817627 Iteration 19Q: 3 clusters Score -793953 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12928 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -793963.812500 Penalty: 862.817627 Iteration 20F: 3 clusters Score -793963.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12935 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -793968.562500 Penalty: 862.817627 Iteration 21Q: 3 clusters Score -793968.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12940 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -793970.937500 Penalty: 862.817627 Iteration 22Q: 3 clusters Score -793970.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12945 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -793972.187500 Penalty: 862.817627 Iteration 23Q: 3 clusters Score -793972.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12950 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -793974.562500 Penalty: 862.817627 Iteration 24Q: 3 clusters Score -793974.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12957 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -793981.625000 Penalty: 862.817627 Iteration 25Q: 3 clusters Score -793981.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12960 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -793987.125000 Penalty: 862.817627 Iteration 26Q: 3 clusters Score -793987.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12964 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -793987.437500 Penalty: 862.817627 Iteration 27Q: 3 clusters Score -793987.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12967 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -793989.000000 Penalty: 862.817627 Iteration 28Q: 3 clusters Score -793989 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12971 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -793989.250000 Penalty: 862.817627 Iteration 29Q: 3 clusters Score -793989.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12973 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -793989.750000 Penalty: 862.817627 Iteration 30Q: 3 clusters Score -793989.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12973 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -793989.750000 Penalty: 862.817627 Iteration 31F: 3 clusters Score -793989.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (459 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Entering Unmasked Estep Score: -26452.210938 Penalty: 278.871796 Iteration 0F: 2 clusters Score -26452.21 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -25974.261719 Penalty: 557.743591 Iteration 0F: 3 clusters Score -25974.26 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -26075.933594 Penalty: 557.743591 Iteration 1F: 3 clusters Score -26075.93 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -26101.902344 Penalty: 557.743591 Iteration 2F: 3 clusters Score -26101.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -26118.972656 Penalty: 557.743591 Iteration 3Q: 3 clusters Score -26118.97 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -26134.410156 Penalty: 557.743591 Iteration 4Q: 3 clusters Score -26134.41 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -26145.406250 Penalty: 557.743591 Iteration 5Q: 3 clusters Score -26145.41 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -26152.138672 Penalty: 557.743591 Iteration 6Q: 3 clusters Score -26152.14 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -26156.640625 Penalty: 557.743591 Iteration 7Q: 3 clusters Score -26156.64 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -26159.972656 Penalty: 557.743591 Iteration 8Q: 3 clusters Score -26159.97 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -26164.314453 Penalty: 557.743591 Iteration 9Q: 3 clusters Score -26164.31 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -26167.402344 Penalty: 557.743591 Iteration 10Q: 3 clusters Score -26167.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -26168.410156 Penalty: 557.743591 Iteration 11Q: 3 clusters Score -26168.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -26169.068359 Penalty: 557.743591 Iteration 12Q: 3 clusters Score -26169.07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -26170.197266 Penalty: 557.743591 Iteration 13Q: 3 clusters Score -26170.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -26170.197266 Penalty: 557.743591 Iteration 14F: 3 clusters Score -26170.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1241 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 465 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 75 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 80 members Mstep: Class 7 contains 803 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1063 members Mstep: Class 11 contains 428 members Mstep: Class 12 contains 734 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 13577 members Mstep: Class 15 contains 2661 members Mstep: Class 16 contains 104024 members Mstep: Class 17 contains 1210 members Mstep: Class 18 contains 182 members Mstep: Class 19 contains 13115 members Mstep: Class 20 contains 459 members Entering Unmasked Estep ConsiderDeletion Score: -7905942.500000 Penalty: 13516.799805 Iteration 79Q: 26 clusters Score -7905942 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 1200 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 465 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 75 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 78 members Mstep: Class 7 contains 803 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1089 members Mstep: Class 10 contains 376 members Mstep: Class 11 contains 432 members Mstep: Class 12 contains 741 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 13524 members Mstep: Class 15 contains 2663 members Mstep: Class 16 contains 103945 members Mstep: Class 17 contains 1212 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 13249 members Mstep: Class 20 contains 460 members Mstep: Class 21 contains 259 members Mstep: Class 22 contains 129 members Mstep: Class 23 contains 1411 members Mstep: Class 24 contains 415 members Mstep: Class 25 contains 1212 members Entering Unmasked Estep ConsiderDeletion Score: -7907218.000000 Penalty: 13516.799805 Iteration 80F: 26 clusters Score -7907218 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 1187 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 465 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 74 members Mstep: Class 5 contains 63 members Mstep: Class 6 contains 75 members Mstep: Class 7 contains 804 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1107 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 430 members Mstep: Class 12 contains 706 members Mstep: Class 13 contains 147 members Mstep: Class 14 contains 13476 members Mstep: Class 15 contains 2646 members Mstep: Class 16 contains 103898 members Mstep: Class 17 contains 1212 members Mstep: Class 18 contains 142 members Mstep: Class 19 contains 13150 members Mstep: Class 20 contains 461 members Mstep: Class 21 contains 262 members Mstep: Class 22 contains 179 members Mstep: Class 23 contains 1428 members Mstep: Class 24 contains 412 members Mstep: Class 25 contains 1404 members Entering Unmasked Estep ConsiderDeletion Score: -7907618.500000 Penalty: 13516.799805 Iteration 81Q: 26 clusters Score -7907618 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 1187 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 466 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 75 members Mstep: Class 7 contains 804 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1116 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 430 members Mstep: Class 12 contains 674 members Mstep: Class 13 contains 146 members Mstep: Class 14 contains 13428 members Mstep: Class 15 contains 2636 members Mstep: Class 16 contains 103893 members Mstep: Class 17 contains 1216 members Mstep: Class 18 contains 133 members Mstep: Class 19 contains 13089 members Mstep: Class 20 contains 460 members Mstep: Class 21 contains 265 members Mstep: Class 22 contains 217 members Mstep: Class 23 contains 1438 members Mstep: Class 24 contains 406 members Mstep: Class 25 contains 1515 members Entering Unmasked Estep ConsiderDeletion Score: -7907879.000000 Penalty: 13516.799805 Iteration 82Q: 26 clusters Score -7907879 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 1187 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 466 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 75 members Mstep: Class 7 contains 804 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1123 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 429 members Mstep: Class 12 contains 634 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 13382 members Mstep: Class 15 contains 2632 members Mstep: Class 16 contains 103916 members Mstep: Class 17 contains 1219 members Mstep: Class 18 contains 127 members Mstep: Class 19 contains 13020 members Mstep: Class 20 contains 460 members Mstep: Class 21 contains 267 members Mstep: Class 22 contains 261 members Mstep: Class 23 contains 1441 members Mstep: Class 24 contains 402 members Mstep: Class 25 contains 1604 members Entering Unmasked Estep ConsiderDeletion Score: -7908083.500000 Penalty: 13516.799805 Iteration 83Q: 26 clusters Score -7908084 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 466 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 75 members Mstep: Class 7 contains 804 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1125 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 429 members Mstep: Class 12 contains 612 members Mstep: Class 13 contains 146 members Mstep: Class 14 contains 13337 members Mstep: Class 15 contains 2627 members Mstep: Class 16 contains 103933 members Mstep: Class 17 contains 1225 members Mstep: Class 18 contains 125 members Mstep: Class 19 contains 12978 members Mstep: Class 20 contains 460 members Mstep: Class 21 contains 267 members Mstep: Class 22 contains 284 members Mstep: Class 23 contains 1446 members Mstep: Class 24 contains 402 members Mstep: Class 25 contains 1667 members Entering Unmasked Estep ConsiderDeletion Score: -7908176.500000 Penalty: 13516.799805 Iteration 84Q: 26 clusters Score -7908176 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 466 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 74 members Mstep: Class 7 contains 804 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1127 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 429 members Mstep: Class 12 contains 610 members Mstep: Class 13 contains 146 members Mstep: Class 14 contains 13303 members Mstep: Class 15 contains 2626 members Mstep: Class 16 contains 103925 members Mstep: Class 17 contains 1231 members Mstep: Class 18 contains 122 members Mstep: Class 19 contains 12948 members Mstep: Class 20 contains 460 members Mstep: Class 21 contains 267 members Mstep: Class 22 contains 286 members Mstep: Class 23 contains 1448 members Mstep: Class 24 contains 403 members Mstep: Class 25 contains 1733 members Entering Unmasked Estep ConsiderDeletion Score: -7908244.500000 Penalty: 13516.799805 Iteration 85Q: 26 clusters Score -7908244 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 466 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 73 members Mstep: Class 7 contains 804 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1131 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 429 members Mstep: Class 12 contains 610 members Mstep: Class 13 contains 146 members Mstep: Class 14 contains 13266 members Mstep: Class 15 contains 2625 members Mstep: Class 16 contains 103945 members Mstep: Class 17 contains 1237 members Mstep: Class 18 contains 118 members Mstep: Class 19 contains 12906 members Mstep: Class 20 contains 460 members Mstep: Class 21 contains 267 members Mstep: Class 22 contains 288 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 402 members Mstep: Class 25 contains 1786 members Entering Unmasked Estep ConsiderDeletion Score: -7908289.500000 Penalty: 13516.799805 Iteration 86Q: 26 clusters Score -7908290 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 465 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 73 members Mstep: Class 7 contains 804 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 429 members Mstep: Class 12 contains 610 members Mstep: Class 13 contains 146 members Mstep: Class 14 contains 13244 members Mstep: Class 15 contains 2624 members Mstep: Class 16 contains 103952 members Mstep: Class 17 contains 1245 members Mstep: Class 18 contains 117 members Mstep: Class 19 contains 12866 members Mstep: Class 20 contains 462 members Mstep: Class 21 contains 267 members Mstep: Class 22 contains 290 members Mstep: Class 23 contains 1448 members Mstep: Class 24 contains 400 members Mstep: Class 25 contains 1832 members Entering Unmasked Estep ConsiderDeletion Score: -7908330.000000 Penalty: 13516.799805 Iteration 87Q: 26 clusters Score -7908330 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 463 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 73 members Mstep: Class 7 contains 804 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 429 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 146 members Mstep: Class 14 contains 13225 members Mstep: Class 15 contains 2624 members Mstep: Class 16 contains 103948 members Mstep: Class 17 contains 1253 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 12846 members Mstep: Class 20 contains 466 members Mstep: Class 21 contains 267 members Mstep: Class 22 contains 292 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 399 members Mstep: Class 25 contains 1865 members Entering Unmasked Estep ConsiderDeletion Score: -7908358.500000 Penalty: 13516.799805 Iteration 88Q: 26 clusters Score -7908358 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 463 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 73 members Mstep: Class 7 contains 804 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 426 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 146 members Mstep: Class 14 contains 13207 members Mstep: Class 15 contains 2624 members Mstep: Class 16 contains 103933 members Mstep: Class 17 contains 1265 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 12833 members Mstep: Class 20 contains 471 members Mstep: Class 21 contains 267 members Mstep: Class 22 contains 295 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 396 members Mstep: Class 25 contains 1897 members Entering Unmasked Estep ConsiderDeletion Score: -7908376.000000 Penalty: 13516.799805 Iteration 89Q: 26 clusters Score -7908376 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 463 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 73 members Mstep: Class 7 contains 804 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 425 members Mstep: Class 12 contains 608 members Mstep: Class 13 contains 146 members Mstep: Class 14 contains 13193 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 103948 members Mstep: Class 17 contains 1269 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 12815 members Mstep: Class 20 contains 477 members Mstep: Class 21 contains 268 members Mstep: Class 22 contains 297 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 395 members Mstep: Class 25 contains 1905 members Entering Unmasked Estep ConsiderDeletion Score: -7908410.000000 Penalty: 13516.799805 Iteration 90Q: 26 clusters Score -7908410 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 463 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 73 members Mstep: Class 7 contains 804 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 424 members Mstep: Class 12 contains 608 members Mstep: Class 13 contains 146 members Mstep: Class 14 contains 13181 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 103964 members Mstep: Class 17 contains 1279 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 12784 members Mstep: Class 20 contains 478 members Mstep: Class 21 contains 268 members Mstep: Class 22 contains 298 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 394 members Mstep: Class 25 contains 1922 members Entering Unmasked Estep ConsiderDeletion Score: -7908423.000000 Penalty: 13516.799805 Iteration 91Q: 26 clusters Score -7908423 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 463 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 73 members Mstep: Class 7 contains 804 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 424 members Mstep: Class 12 contains 608 members Mstep: Class 13 contains 146 members Mstep: Class 14 contains 13167 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 103973 members Mstep: Class 17 contains 1286 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 12774 members Mstep: Class 20 contains 478 members Mstep: Class 21 contains 268 members Mstep: Class 22 contains 298 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 394 members Mstep: Class 25 contains 1930 members Entering Unmasked Estep ConsiderDeletion Score: -7908445.000000 Penalty: 13516.799805 Iteration 92Q: 26 clusters Score -7908445 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 463 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 73 members Mstep: Class 7 contains 804 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 424 members Mstep: Class 12 contains 608 members Mstep: Class 13 contains 146 members Mstep: Class 14 contains 13153 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 103980 members Mstep: Class 17 contains 1290 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 12773 members Mstep: Class 20 contains 478 members Mstep: Class 21 contains 268 members Mstep: Class 22 contains 298 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 394 members Mstep: Class 25 contains 1934 members Entering Unmasked Estep ConsiderDeletion Score: -7908445.000000 Penalty: 13516.799805 Iteration 93Q: 26 clusters Score -7908445 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 463 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 73 members Mstep: Class 7 contains 804 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 424 members Mstep: Class 12 contains 608 members Mstep: Class 13 contains 146 members Mstep: Class 14 contains 13140 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 103985 members Mstep: Class 17 contains 1296 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 12772 members Mstep: Class 20 contains 477 members Mstep: Class 21 contains 268 members Mstep: Class 22 contains 298 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 394 members Mstep: Class 25 contains 1938 members Entering Unmasked Estep ConsiderDeletion Score: -7908446.500000 Penalty: 13516.799805 Iteration 94Q: 26 clusters Score -7908446 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 463 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 73 members Mstep: Class 7 contains 804 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 424 members Mstep: Class 12 contains 608 members Mstep: Class 13 contains 146 members Mstep: Class 14 contains 13130 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 103988 members Mstep: Class 17 contains 1296 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 12774 members Mstep: Class 20 contains 477 members Mstep: Class 21 contains 268 members Mstep: Class 22 contains 298 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 394 members Mstep: Class 25 contains 1943 members Entering Unmasked Estep ConsiderDeletion Score: -7908461.500000 Penalty: 13516.799805 Iteration 95Q: 26 clusters Score -7908462 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 463 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 73 members Mstep: Class 7 contains 804 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 424 members Mstep: Class 12 contains 608 members Mstep: Class 13 contains 146 members Mstep: Class 14 contains 13116 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 104001 members Mstep: Class 17 contains 1295 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 12775 members Mstep: Class 20 contains 477 members Mstep: Class 21 contains 268 members Mstep: Class 22 contains 298 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 394 members Mstep: Class 25 contains 1944 members Entering Unmasked Estep ConsiderDeletion Score: -7908465.000000 Penalty: 13516.799805 Iteration 96Q: 26 clusters Score -7908465 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 463 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 73 members Mstep: Class 7 contains 804 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 424 members Mstep: Class 12 contains 608 members Mstep: Class 13 contains 146 members Mstep: Class 14 contains 13106 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 104010 members Mstep: Class 17 contains 1296 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 12775 members Mstep: Class 20 contains 477 members Mstep: Class 21 contains 268 members Mstep: Class 22 contains 298 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 394 members Mstep: Class 25 contains 1944 members Entering Unmasked Estep ConsiderDeletion Score: -7908467.500000 Penalty: 13516.799805 Iteration 97Q: 26 clusters Score -7908468 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 463 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 73 members Mstep: Class 7 contains 804 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 424 members Mstep: Class 12 contains 608 members Mstep: Class 13 contains 146 members Mstep: Class 14 contains 13098 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 104017 members Mstep: Class 17 contains 1300 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 12770 members Mstep: Class 20 contains 477 members Mstep: Class 21 contains 268 members Mstep: Class 22 contains 298 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 394 members Mstep: Class 25 contains 1946 members Entering Unmasked Estep ConsiderDeletion Score: -7908465.000000 Penalty: 13516.799805 Iteration 98Q: 26 clusters Score -7908465 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 463 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 73 members Mstep: Class 7 contains 804 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 424 members Mstep: Class 12 contains 608 members Mstep: Class 13 contains 146 members Mstep: Class 14 contains 13095 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 104021 members Mstep: Class 17 contains 1305 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 12766 members Mstep: Class 20 contains 477 members Mstep: Class 21 contains 268 members Mstep: Class 22 contains 298 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 394 members Mstep: Class 25 contains 1944 members Entering Unmasked Estep ConsiderDeletion Score: -7908466.000000 Penalty: 13516.799805 Iteration 99Q: 26 clusters Score -7908466 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 463 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 73 members Mstep: Class 7 contains 804 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 424 members Mstep: Class 12 contains 608 members Mstep: Class 13 contains 146 members Mstep: Class 14 contains 13095 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 104017 members Mstep: Class 17 contains 1307 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 12772 members Mstep: Class 20 contains 477 members Mstep: Class 21 contains 268 members Mstep: Class 22 contains 298 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 394 members Mstep: Class 25 contains 1940 members Entering Unmasked Estep ConsiderDeletion Score: -7908471.500000 Penalty: 13516.799805 Iteration 100F: 26 clusters Score -7908472 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 463 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 72 members Mstep: Class 7 contains 804 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 424 members Mstep: Class 12 contains 608 members Mstep: Class 13 contains 146 members Mstep: Class 14 contains 13094 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 104021 members Mstep: Class 17 contains 1307 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 12779 members Mstep: Class 20 contains 477 members Mstep: Class 21 contains 268 members Mstep: Class 22 contains 305 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 388 members Mstep: Class 25 contains 1930 members Entering Unmasked Estep ConsiderDeletion Score: -7908492.000000 Penalty: 13516.799805 Iteration 101Q: 26 clusters Score -7908492 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 463 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 804 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 424 members Mstep: Class 12 contains 610 members Mstep: Class 13 contains 146 members Mstep: Class 14 contains 13090 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 104026 members Mstep: Class 17 contains 1309 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 12782 members Mstep: Class 20 contains 477 members Mstep: Class 21 contains 268 members Mstep: Class 22 contains 313 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 380 members Mstep: Class 25 contains 1924 members Entering Unmasked Estep ConsiderDeletion Score: -7908615.500000 Penalty: 13516.799805 Iteration 102Q: 26 clusters Score -7908616 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 463 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 804 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 424 members Mstep: Class 12 contains 608 members Mstep: Class 13 contains 146 members Mstep: Class 14 contains 13087 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 104026 members Mstep: Class 17 contains 1309 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 12781 members Mstep: Class 20 contains 477 members Mstep: Class 21 contains 268 members Mstep: Class 22 contains 320 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 375 members Mstep: Class 25 contains 1928 members Entering Unmasked Estep ConsiderDeletion Score: -7908641.000000 Penalty: 13516.799805 Iteration 103Q: 26 clusters Score -7908641 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 463 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 804 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 424 members Mstep: Class 12 contains 608 members Mstep: Class 13 contains 146 members Mstep: Class 14 contains 13082 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 104034 members Mstep: Class 17 contains 1308 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 12783 members Mstep: Class 20 contains 477 members Mstep: Class 21 contains 268 members Mstep: Class 22 contains 321 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 374 members Mstep: Class 25 contains 1924 members Entering Unmasked Estep ConsiderDeletion Score: -7908643.000000 Penalty: 13516.799805 Iteration 104Q: 26 clusters Score -7908643 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 463 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 804 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 424 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 146 members Mstep: Class 14 contains 13076 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 104049 members Mstep: Class 17 contains 1309 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 12779 members Mstep: Class 20 contains 476 members Mstep: Class 21 contains 268 members Mstep: Class 22 contains 322 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 372 members Mstep: Class 25 contains 1919 members Entering Unmasked Estep ConsiderDeletion Score: -7908648.000000 Penalty: 13516.799805 Iteration 105Q: 26 clusters Score -7908648 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 463 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 804 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 424 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 146 members Mstep: Class 14 contains 13073 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 104064 members Mstep: Class 17 contains 1308 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 12776 members Mstep: Class 20 contains 476 members Mstep: Class 21 contains 268 members Mstep: Class 22 contains 322 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 372 members Mstep: Class 25 contains 1911 members Entering Unmasked Estep ConsiderDeletion Score: -7908645.500000 Penalty: 13516.799805 Iteration 106Q: 26 clusters Score -7908646 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 463 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 804 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 424 members Mstep: Class 12 contains 608 members Mstep: Class 13 contains 146 members Mstep: Class 14 contains 13070 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 104079 members Mstep: Class 17 contains 1308 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 12769 members Mstep: Class 20 contains 476 members Mstep: Class 21 contains 268 members Mstep: Class 22 contains 324 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 371 members Mstep: Class 25 contains 1906 members Entering Unmasked Estep ConsiderDeletion Score: -7908649.500000 Penalty: 13516.799805 Iteration 107Q: 26 clusters Score -7908650 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 463 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 804 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 424 members Mstep: Class 12 contains 608 members Mstep: Class 13 contains 146 members Mstep: Class 14 contains 13068 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 104088 members Mstep: Class 17 contains 1308 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 12766 members Mstep: Class 20 contains 476 members Mstep: Class 21 contains 268 members Mstep: Class 22 contains 326 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 369 members Mstep: Class 25 contains 1902 members Entering Unmasked Estep ConsiderDeletion Score: -7908640.500000 Penalty: 13516.799805 Iteration 108Q: 26 clusters Score -7908640 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 463 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 804 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 424 members Mstep: Class 12 contains 608 members Mstep: Class 13 contains 146 members Mstep: Class 14 contains 13068 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 104093 members Mstep: Class 17 contains 1308 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 12767 members Mstep: Class 20 contains 476 members Mstep: Class 21 contains 268 members Mstep: Class 22 contains 329 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 366 members Mstep: Class 25 contains 1896 members Entering Unmasked Estep ConsiderDeletion Score: -7908644.500000 Penalty: 13516.799805 Iteration 109Q: 26 clusters Score -7908644 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 463 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 804 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 424 members Mstep: Class 12 contains 608 members Mstep: Class 13 contains 146 members Mstep: Class 14 contains 13067 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 104094 members Mstep: Class 17 contains 1308 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 12769 members Mstep: Class 20 contains 476 members Mstep: Class 21 contains 268 members Mstep: Class 22 contains 330 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 365 members Mstep: Class 25 contains 1894 members Entering Unmasked Estep ConsiderDeletion Score: -7908642.500000 Penalty: 13516.799805 Iteration 110Q: 26 clusters Score -7908642 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 463 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 804 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 424 members Mstep: Class 12 contains 608 members Mstep: Class 13 contains 146 members Mstep: Class 14 contains 13067 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 104091 members Mstep: Class 17 contains 1308 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 12771 members Mstep: Class 20 contains 476 members Mstep: Class 21 contains 268 members Mstep: Class 22 contains 330 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 365 members Mstep: Class 25 contains 1895 members Entering Unmasked Estep ConsiderDeletion Score: -7908650.000000 Penalty: 13516.799805 Iteration 111Q: 26 clusters Score -7908650 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 463 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 804 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 424 members Mstep: Class 12 contains 608 members Mstep: Class 13 contains 146 members Mstep: Class 14 contains 13067 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 104090 members Mstep: Class 17 contains 1308 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 12771 members Mstep: Class 20 contains 476 members Mstep: Class 21 contains 268 members Mstep: Class 22 contains 330 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 365 members Mstep: Class 25 contains 1896 members Entering Unmasked Estep ConsiderDeletion Score: -7908646.500000 Penalty: 13516.799805 Iteration 112Q: 26 clusters Score -7908646 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 463 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 804 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 424 members Mstep: Class 12 contains 608 members Mstep: Class 13 contains 146 members Mstep: Class 14 contains 13067 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 104091 members Mstep: Class 17 contains 1308 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 12770 members Mstep: Class 20 contains 476 members Mstep: Class 21 contains 268 members Mstep: Class 22 contains 330 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 365 members Mstep: Class 25 contains 1896 members Entering Unmasked Estep ConsiderDeletion Score: -7908642.000000 Penalty: 13516.799805 Iteration 113Q: 26 clusters Score -7908642 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 463 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 804 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 424 members Mstep: Class 12 contains 608 members Mstep: Class 13 contains 146 members Mstep: Class 14 contains 13067 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 104094 members Mstep: Class 17 contains 1308 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 12770 members Mstep: Class 20 contains 476 members Mstep: Class 21 contains 268 members Mstep: Class 22 contains 330 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 365 members Mstep: Class 25 contains 1893 members Entering Unmasked Estep ConsiderDeletion Score: -7908648.000000 Penalty: 13516.799805 Iteration 114Q: 26 clusters Score -7908648 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 463 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 804 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 424 members Mstep: Class 12 contains 608 members Mstep: Class 13 contains 146 members Mstep: Class 14 contains 13067 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 104098 members Mstep: Class 17 contains 1308 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 12768 members Mstep: Class 20 contains 476 members Mstep: Class 21 contains 268 members Mstep: Class 22 contains 330 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 365 members Mstep: Class 25 contains 1891 members Entering Unmasked Estep ConsiderDeletion Score: -7908646.000000 Penalty: 13516.799805 Iteration 115Q: 26 clusters Score -7908646 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 463 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 804 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 424 members Mstep: Class 12 contains 608 members Mstep: Class 13 contains 146 members Mstep: Class 14 contains 13067 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 104102 members Mstep: Class 17 contains 1308 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 12765 members Mstep: Class 20 contains 476 members Mstep: Class 21 contains 268 members Mstep: Class 22 contains 330 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 365 members Mstep: Class 25 contains 1890 members Entering Unmasked Estep ConsiderDeletion Score: -7908644.500000 Penalty: 13516.799805 Iteration 116Q: 26 clusters Score -7908644 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 463 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 804 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 424 members Mstep: Class 12 contains 608 members Mstep: Class 13 contains 146 members Mstep: Class 14 contains 13067 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 104104 members Mstep: Class 17 contains 1308 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 12764 members Mstep: Class 20 contains 476 members Mstep: Class 21 contains 268 members Mstep: Class 22 contains 330 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 365 members Mstep: Class 25 contains 1889 members Entering Unmasked Estep ConsiderDeletion Score: -7908651.000000 Penalty: 13516.799805 Iteration 117Q: 26 clusters Score -7908651 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 463 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 804 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 424 members Mstep: Class 12 contains 608 members Mstep: Class 13 contains 146 members Mstep: Class 14 contains 13067 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 104104 members Mstep: Class 17 contains 1308 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 12765 members Mstep: Class 20 contains 476 members Mstep: Class 21 contains 268 members Mstep: Class 22 contains 330 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 365 members Mstep: Class 25 contains 1888 members Entering Unmasked Estep ConsiderDeletion Score: -7908654.000000 Penalty: 13516.799805 Iteration 118Q: 26 clusters Score -7908654 nChanged 4 Entering ConstructFrom: Score: -7908654.000000 Penalty: 13516.799805 Entering ConstructFrom: Trying to split cluster 1 (463 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Entering Unmasked Estep Score: -24410.390625 Penalty: 279.266602 Iteration 0F: 2 clusters Score -24410.39 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 235 members Entering Unmasked Estep Score: -23930.037109 Penalty: 558.533203 Iteration 0F: 3 clusters Score -23930.04 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -24090.830078 Penalty: 558.533203 Iteration 1F: 3 clusters Score -24090.83 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -24159.574219 Penalty: 558.533203 Iteration 2F: 3 clusters Score -24159.57 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -24224.234375 Penalty: 558.533203 Iteration 3F: 3 clusters Score -24224.23 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -24328.037109 Penalty: 558.533203 Iteration 4F: 3 clusters Score -24328.04 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -24403.201172 Penalty: 558.533203 Iteration 5F: 3 clusters Score -24403.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -24446.607422 Penalty: 558.533203 Iteration 6Q: 3 clusters Score -24446.61 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -24474.917969 Penalty: 558.533203 Iteration 7Q: 3 clusters Score -24474.92 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -24510.287109 Penalty: 558.533203 Iteration 8Q: 3 clusters Score -24510.29 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -24541.650391 Penalty: 558.533203 Iteration 9Q: 3 clusters Score -24541.65 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -24556.121094 Penalty: 558.533203 Iteration 10Q: 3 clusters Score -24556.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -24556.546875 Penalty: 558.533203 Iteration 11Q: 3 clusters Score -24556.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -24557.007812 Penalty: 558.533203 Iteration 12Q: 3 clusters Score -24557.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -24557.007812 Penalty: 558.533203 Iteration 13F: 3 clusters Score -24557.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 463 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 804 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 424 members Mstep: Class 12 contains 608 members Mstep: Class 13 contains 146 members Mstep: Class 14 contains 13068 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 104104 members Mstep: Class 17 contains 1308 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 12764 members Mstep: Class 20 contains 476 members Mstep: Class 21 contains 268 members Mstep: Class 22 contains 330 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 365 members Mstep: Class 25 contains 1888 members Mstep: Class 26 contains 208 members Entering Unmasked Estep Score: -7908538.500000 Penalty: 14057.471680 Splitting cluster 1 changes total score from -7908654.000000 to -7908538.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 2 (463 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Entering Unmasked Estep Score: -22903.398438 Penalty: 279.266602 Iteration 0F: 2 clusters Score -22903.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -22460.292969 Penalty: 558.533203 Iteration 0F: 3 clusters Score -22460.29 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -22637.296875 Penalty: 558.533203 Iteration 1F: 3 clusters Score -22637.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -22724.546875 Penalty: 558.533203 Iteration 2F: 3 clusters Score -22724.55 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -22767.207031 Penalty: 558.533203 Iteration 3F: 3 clusters Score -22767.21 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -22794.634766 Penalty: 558.533203 Iteration 4F: 3 clusters Score -22794.63 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -22815.128906 Penalty: 558.533203 Iteration 5Q: 3 clusters Score -22815.13 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -22823.289062 Penalty: 558.533203 Iteration 6Q: 3 clusters Score -22823.29 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -22833.792969 Penalty: 558.533203 Iteration 7Q: 3 clusters Score -22833.79 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -22845.410156 Penalty: 558.533203 Iteration 8Q: 3 clusters Score -22845.41 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -22850.119141 Penalty: 558.533203 Iteration 9Q: 3 clusters Score -22850.12 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -22859.218750 Penalty: 558.533203 Iteration 10Q: 3 clusters Score -22859.22 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -22860.025391 Penalty: 558.533203 Iteration 11Q: 3 clusters Score -22860.03 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -22860.025391 Penalty: 558.533203 Iteration 12F: 3 clusters Score -22860.03 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (128 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Entering Unmasked Estep Score: -6341.765137 Penalty: 220.767380 Iteration 0F: 2 clusters Score -6341.765 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -6099.002441 Penalty: 441.534760 Iteration 0F: 3 clusters Score -6099.002 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -6129.989258 Penalty: 441.534760 Iteration 1F: 3 clusters Score -6129.989 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -6146.585938 Penalty: 441.534760 Iteration 2F: 3 clusters Score -6146.586 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -6147.805176 Penalty: 441.534760 Iteration 3Q: 3 clusters Score -6147.805 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -6149.687012 Penalty: 441.534760 Iteration 4Q: 3 clusters Score -6149.687 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -6150.586914 Penalty: 441.534760 Iteration 5Q: 3 clusters Score -6150.587 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -6150.586914 Penalty: 441.534760 Iteration 6F: 3 clusters Score -6150.587 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (73 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Entering Unmasked Estep Score: -3473.765137 Penalty: 195.215912 Iteration 0F: 2 clusters Score -3473.765 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -3305.527344 Penalty: 390.431824 Iteration 0F: 3 clusters Score -3305.527 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -3315.141357 Penalty: 390.431824 Iteration 1F: 3 clusters Score -3315.141 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -3323.656738 Penalty: 390.431824 Iteration 2Q: 3 clusters Score -3323.657 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33 members Mstep: Class 2 contains 40 members Entering Unmasked Estep Score: -3331.675781 Penalty: 390.431824 Iteration 3Q: 3 clusters Score -3331.676 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33 members Mstep: Class 2 contains 40 members Entering Unmasked Estep Score: -3331.675781 Penalty: 390.431824 Iteration 4F: 3 clusters Score -3331.676 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (62 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Entering Unmasked Estep Score: -2824.416748 Penalty: 187.784607 Iteration 0F: 2 clusters Score -2824.417 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30 members Mstep: Class 2 contains 32 members Entering Unmasked Estep Score: -2689.036865 Penalty: 375.569214 Iteration 0F: 3 clusters Score -2689.037 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33 members Mstep: Class 2 contains 29 members Entering Unmasked Estep Score: -2694.384033 Penalty: 375.569214 Iteration 1F: 3 clusters Score -2694.384 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34 members Mstep: Class 2 contains 28 members Entering Unmasked Estep Score: -2696.832031 Penalty: 375.569214 Iteration 2Q: 3 clusters Score -2696.832 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35 members Mstep: Class 2 contains 27 members Entering Unmasked Estep Score: -2700.630127 Penalty: 375.569214 Iteration 3Q: 3 clusters Score -2700.63 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37 members Mstep: Class 2 contains 25 members Entering Unmasked Estep Score: -2706.552246 Penalty: 375.569214 Iteration 4Q: 3 clusters Score -2706.552 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37 members Mstep: Class 2 contains 25 members Entering Unmasked Estep Score: -2706.552246 Penalty: 375.569214 Iteration 5F: 3 clusters Score -2706.552 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (70 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Entering Unmasked Estep Score: -2631.359131 Penalty: 193.306534 Iteration 0F: 2 clusters Score -2631.359 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 30 members Entering Unmasked Estep Score: -2590.886963 Penalty: 386.613068 Iteration 0F: 3 clusters Score -2590.887 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -2648.626221 Penalty: 386.613068 Iteration 1F: 3 clusters Score -2648.626 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -2673.013184 Penalty: 386.613068 Iteration 2F: 3 clusters Score -2673.013 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 463 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 20 members Mstep: Class 7 contains 804 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 424 members Mstep: Class 12 contains 608 members Mstep: Class 13 contains 146 members Mstep: Class 14 contains 13068 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 104104 members Mstep: Class 17 contains 1308 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 12764 members Mstep: Class 20 contains 476 members Mstep: Class 21 contains 268 members Mstep: Class 22 contains 330 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 365 members Mstep: Class 25 contains 1888 members Mstep: Class 26 contains 50 members Entering Unmasked Estep Score: -7908346.500000 Penalty: 14057.471680 Splitting cluster 6 changes total score from -7908654.000000 to -7908346.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (804 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Entering Unmasked Estep Score: -41180.464844 Penalty: 304.376770 Iteration 0F: 2 clusters Score -41180.46 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 400 members Entering Unmasked Estep Score: -40495.355469 Penalty: 608.753540 Iteration 0F: 3 clusters Score -40495.36 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -40666.277344 Penalty: 608.753540 Iteration 1F: 3 clusters Score -40666.28 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -40711.378906 Penalty: 608.753540 Iteration 2F: 3 clusters Score -40711.38 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -40750.671875 Penalty: 608.753540 Iteration 3F: 3 clusters Score -40750.67 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -40779.523438 Penalty: 608.753540 Iteration 4F: 3 clusters Score -40779.52 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -40817.082031 Penalty: 608.753540 Iteration 5Q: 3 clusters Score -40817.08 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -40866.628906 Penalty: 608.753540 Iteration 6F: 3 clusters Score -40866.63 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -40906.351562 Penalty: 608.753540 Iteration 7Q: 3 clusters Score -40906.35 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -40936.597656 Penalty: 608.753540 Iteration 8Q: 3 clusters Score -40936.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -40949.562500 Penalty: 608.753540 Iteration 9Q: 3 clusters Score -40949.56 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -40958.515625 Penalty: 608.753540 Iteration 10Q: 3 clusters Score -40958.52 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -40963.441406 Penalty: 608.753540 Iteration 11Q: 3 clusters Score -40963.44 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -40967.773438 Penalty: 608.753540 Iteration 12Q: 3 clusters Score -40967.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -40969.015625 Penalty: 608.753540 Iteration 13Q: 3 clusters Score -40969.02 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -40972.117188 Penalty: 608.753540 Iteration 14Q: 3 clusters Score -40972.12 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -40975.722656 Penalty: 608.753540 Iteration 15Q: 3 clusters Score -40975.72 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -40976.808594 Penalty: 608.753540 Iteration 16Q: 3 clusters Score -40976.81 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -40979.207031 Penalty: 608.753540 Iteration 17Q: 3 clusters Score -40979.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -40981.421875 Penalty: 608.753540 Iteration 18Q: 3 clusters Score -40981.42 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -40981.421875 Penalty: 608.753540 Iteration 19F: 3 clusters Score -40981.42 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (71 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Entering Unmasked Estep Score: -3262.335205 Penalty: 193.951935 Iteration 0F: 2 clusters Score -3262.335 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37 members Mstep: Class 2 contains 34 members Entering Unmasked Estep Score: -3086.442383 Penalty: 387.903870 Iteration 0F: 3 clusters Score -3086.442 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37 members Mstep: Class 2 contains 34 members Entering Unmasked Estep Score: -3115.414307 Penalty: 387.903870 Iteration 1F: 3 clusters Score -3115.414 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -3126.706543 Penalty: 387.903870 Iteration 2F: 3 clusters Score -3126.707 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31 members Mstep: Class 2 contains 40 members Entering Unmasked Estep Score: -3127.623047 Penalty: 387.903870 Iteration 3Q: 3 clusters Score -3127.623 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31 members Mstep: Class 2 contains 40 members Entering Unmasked Estep Score: -3127.623047 Penalty: 387.903870 Iteration 4F: 3 clusters Score -3127.623 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1134 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Entering Unmasked Estep Score: -62411.492188 Penalty: 320.024536 Iteration 0F: 2 clusters Score -62411.49 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 571 members Entering Unmasked Estep Score: -61515.941406 Penalty: 640.049072 Iteration 0F: 3 clusters Score -61515.94 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -61795.496094 Penalty: 640.049072 Iteration 1F: 3 clusters Score -61795.5 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -61857.960938 Penalty: 640.049072 Iteration 2F: 3 clusters Score -61857.96 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -61919.023438 Penalty: 640.049072 Iteration 3F: 3 clusters Score -61919.02 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -61962.148438 Penalty: 640.049072 Iteration 4Q: 3 clusters Score -61962.15 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -61988.691406 Penalty: 640.049072 Iteration 5Q: 3 clusters Score -61988.69 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -62006.152344 Penalty: 640.049072 Iteration 6Q: 3 clusters Score -62006.15 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -62021.089844 Penalty: 640.049072 Iteration 7Q: 3 clusters Score -62021.09 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -62033.953125 Penalty: 640.049072 Iteration 8Q: 3 clusters Score -62033.95 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -62045.265625 Penalty: 640.049072 Iteration 9Q: 3 clusters Score -62045.27 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -62051.867188 Penalty: 640.049072 Iteration 10Q: 3 clusters Score -62051.87 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -62059.562500 Penalty: 640.049072 Iteration 11Q: 3 clusters Score -62059.56 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -62071.367188 Penalty: 640.049072 Iteration 12Q: 3 clusters Score -62071.37 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -62079.500000 Penalty: 640.049072 Iteration 13Q: 3 clusters Score -62079.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -62082.089844 Penalty: 640.049072 Iteration 14Q: 3 clusters Score -62082.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -62082.757812 Penalty: 640.049072 Iteration 15Q: 3 clusters Score -62082.76 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -62083.097656 Penalty: 640.049072 Iteration 16Q: 3 clusters Score -62083.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -62083.320312 Penalty: 640.049072 Iteration 17Q: 3 clusters Score -62083.32 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -62083.320312 Penalty: 640.049072 Iteration 18F: 3 clusters Score -62083.32 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (379 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Entering Unmasked Estep Score: -18202.962891 Penalty: 270.157898 Iteration 0F: 2 clusters Score -18202.96 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -17824.525391 Penalty: 540.315796 Iteration 0F: 3 clusters Score -17824.53 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -18000.890625 Penalty: 540.315796 Iteration 1F: 3 clusters Score -18000.89 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -18125.468750 Penalty: 540.315796 Iteration 2F: 3 clusters Score -18125.47 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -18191.705078 Penalty: 540.315796 Iteration 3F: 3 clusters Score -18191.71 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -18260.900391 Penalty: 540.315796 Iteration 4Q: 3 clusters Score -18260.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -18312.537109 Penalty: 540.315796 Iteration 5Q: 3 clusters Score -18312.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -18315.107422 Penalty: 540.315796 Iteration 6Q: 3 clusters Score -18315.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -18317.468750 Penalty: 540.315796 Iteration 7Q: 3 clusters Score -18317.47 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -18318.695312 Penalty: 540.315796 Iteration 8Q: 3 clusters Score -18318.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -18320.669922 Penalty: 540.315796 Iteration 9Q: 3 clusters Score -18320.67 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -18322.937500 Penalty: 540.315796 Iteration 10Q: 3 clusters Score -18322.94 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -18324.138672 Penalty: 540.315796 Iteration 11Q: 3 clusters Score -18324.14 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -18326.187500 Penalty: 540.315796 Iteration 12Q: 3 clusters Score -18326.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -18327.750000 Penalty: 540.315796 Iteration 13Q: 3 clusters Score -18327.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -18328.097656 Penalty: 540.315796 Iteration 14Q: 3 clusters Score -18328.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -18328.097656 Penalty: 540.315796 Iteration 15F: 3 clusters Score -18328.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 463 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 804 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 229 members Mstep: Class 11 contains 424 members Mstep: Class 12 contains 608 members Mstep: Class 13 contains 146 members Mstep: Class 14 contains 13068 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 104104 members Mstep: Class 17 contains 1308 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 12764 members Mstep: Class 20 contains 476 members Mstep: Class 21 contains 268 members Mstep: Class 22 contains 330 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 365 members Mstep: Class 25 contains 1888 members Mstep: Class 26 contains 150 members Entering Unmasked Estep Score: -7908504.500000 Penalty: 14057.471680 Splitting cluster 10 changes total score from -7908654.000000 to -7908504.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 11 (424 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Entering Unmasked Estep Score: -21865.523438 Penalty: 275.262878 Iteration 0F: 2 clusters Score -21865.52 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 214 members Entering Unmasked Estep Score: -21419.517578 Penalty: 550.525757 Iteration 0F: 3 clusters Score -21419.52 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -21528.523438 Penalty: 550.525757 Iteration 1F: 3 clusters Score -21528.52 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -21559.919922 Penalty: 550.525757 Iteration 2F: 3 clusters Score -21559.92 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -21580.027344 Penalty: 550.525757 Iteration 3Q: 3 clusters Score -21580.03 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -21603.718750 Penalty: 550.525757 Iteration 4Q: 3 clusters Score -21603.72 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -21619.015625 Penalty: 550.525757 Iteration 5Q: 3 clusters Score -21619.02 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -21631.544922 Penalty: 550.525757 Iteration 6Q: 3 clusters Score -21631.54 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -21639.908203 Penalty: 550.525757 Iteration 7Q: 3 clusters Score -21639.91 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -21647.535156 Penalty: 550.525757 Iteration 8Q: 3 clusters Score -21647.54 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -21654.488281 Penalty: 550.525757 Iteration 9Q: 3 clusters Score -21654.49 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -21656.218750 Penalty: 550.525757 Iteration 10Q: 3 clusters Score -21656.22 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -21656.529297 Penalty: 550.525757 Iteration 11Q: 3 clusters Score -21656.53 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -21656.529297 Penalty: 550.525757 Iteration 12F: 3 clusters Score -21656.53 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (608 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Entering Unmasked Estep Score: -22584.353516 Penalty: 291.662964 Iteration 0F: 2 clusters Score -22584.35 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 314 members Entering Unmasked Estep Score: -22054.826172 Penalty: 583.325928 Iteration 0F: 3 clusters Score -22054.83 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -22477.658203 Penalty: 583.325928 Iteration 1F: 3 clusters Score -22477.66 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -22827.685547 Penalty: 583.325928 Iteration 2F: 3 clusters Score -22827.69 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -22971.289062 Penalty: 583.325928 Iteration 3F: 3 clusters Score -22971.29 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -23035.357422 Penalty: 583.325928 Iteration 4Q: 3 clusters Score -23035.36 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -23126.291016 Penalty: 583.325928 Iteration 5Q: 3 clusters Score -23126.29 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -23242.791016 Penalty: 583.325928 Iteration 6Q: 3 clusters Score -23242.79 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -23323.857422 Penalty: 583.325928 Iteration 7Q: 3 clusters Score -23323.86 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -23333.658203 Penalty: 583.325928 Iteration 8Q: 3 clusters Score -23333.66 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -23343.873047 Penalty: 583.325928 Iteration 9Q: 3 clusters Score -23343.87 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -23351.689453 Penalty: 583.325928 Iteration 10Q: 3 clusters Score -23351.69 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -23353.193359 Penalty: 583.325928 Iteration 11Q: 3 clusters Score -23353.19 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -23353.580078 Penalty: 583.325928 Iteration 12Q: 3 clusters Score -23353.58 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -23353.580078 Penalty: 583.325928 Iteration 13F: 3 clusters Score -23353.58 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 463 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 804 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 424 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 146 members Mstep: Class 14 contains 13068 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 104104 members Mstep: Class 17 contains 1308 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 12764 members Mstep: Class 20 contains 476 members Mstep: Class 21 contains 268 members Mstep: Class 22 contains 330 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 365 members Mstep: Class 25 contains 1888 members Mstep: Class 26 contains 415 members Entering Unmasked Estep Score: -7909182.500000 Penalty: 14057.471680 Splitting cluster 12 changes total score from -7908654.000000 to -7909182.500000 So it's getting split into cluster 26. Entering ConstructFrom: Trying to split cluster 13 (146 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Entering Unmasked Estep Score: -6803.846191 Penalty: 226.754105 Iteration 0F: 2 clusters Score -6803.846 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -6565.037598 Penalty: 453.508209 Iteration 0F: 3 clusters Score -6565.038 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -6635.243652 Penalty: 453.508209 Iteration 1F: 3 clusters Score -6635.244 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -6652.713867 Penalty: 453.508209 Iteration 2F: 3 clusters Score -6652.714 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -6667.202148 Penalty: 453.508209 Iteration 3Q: 3 clusters Score -6667.202 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -6679.671875 Penalty: 453.508209 Iteration 4Q: 3 clusters Score -6679.672 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -6687.443359 Penalty: 453.508209 Iteration 5Q: 3 clusters Score -6687.443 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -6689.888672 Penalty: 453.508209 Iteration 6Q: 3 clusters Score -6689.889 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -6689.888672 Penalty: 453.508209 Iteration 7F: 3 clusters Score -6689.889 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (13068 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13068 members Entering Unmasked Estep Score: -704125.687500 Penalty: 431.245422 Iteration 0F: 2 clusters Score -704125.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6604 members Mstep: Class 2 contains 6464 members Entering Unmasked Estep Score: -695514.125000 Penalty: 862.490845 Iteration 0F: 3 clusters Score -695514.1 nChanged 6109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7447 members Mstep: Class 2 contains 5621 members Entering Unmasked Estep Score: -699080.875000 Penalty: 862.490845 Iteration 1F: 3 clusters Score -699080.9 nChanged 846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8073 members Mstep: Class 2 contains 4995 members Entering Unmasked Estep Score: -699485.750000 Penalty: 862.490845 Iteration 2F: 3 clusters Score -699485.8 nChanged 928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8883 members Mstep: Class 2 contains 4185 members Entering Unmasked Estep Score: -700044.812500 Penalty: 862.490845 Iteration 3F: 3 clusters Score -700044.8 nChanged 1041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9858 members Mstep: Class 2 contains 3210 members Entering Unmasked Estep Score: -700804.125000 Penalty: 862.490845 Iteration 4F: 3 clusters Score -700804.1 nChanged 1021 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10861 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -701665.125000 Penalty: 862.490845 Iteration 5F: 3 clusters Score -701665.1 nChanged 896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11749 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -702526.000000 Penalty: 862.490845 Iteration 6F: 3 clusters Score -702526 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12418 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -703194.250000 Penalty: 862.490845 Iteration 7F: 3 clusters Score -703194.2 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12765 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -703537.500000 Penalty: 862.490845 Iteration 8Q: 3 clusters Score -703537.5 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12903 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -703668.437500 Penalty: 862.490845 Iteration 9Q: 3 clusters Score -703668.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12951 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -703715.937500 Penalty: 862.490845 Iteration 10Q: 3 clusters Score -703715.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12968 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -703732.687500 Penalty: 862.490845 Iteration 11Q: 3 clusters Score -703732.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12979 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -703747.500000 Penalty: 862.490845 Iteration 12Q: 3 clusters Score -703747.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12982 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -703750.687500 Penalty: 862.490845 Iteration 13Q: 3 clusters Score -703750.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12986 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -703755.312500 Penalty: 862.490845 Iteration 14Q: 3 clusters Score -703755.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12992 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -703762.812500 Penalty: 862.490845 Iteration 15Q: 3 clusters Score -703762.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12994 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -703767.812500 Penalty: 862.490845 Iteration 16Q: 3 clusters Score -703767.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12994 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -703770.812500 Penalty: 862.490845 Iteration 17Q: 3 clusters Score -703770.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12996 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -703773.187500 Penalty: 862.490845 Iteration 18Q: 3 clusters Score -703773.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12997 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -703773.062500 Penalty: 862.490845 Iteration 19Q: 3 clusters Score -703773.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12998 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -703772.875000 Penalty: 862.490845 Iteration 20F: 3 clusters Score -703772.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2623 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2623 members Entering Unmasked Estep Score: -143788.687500 Penalty: 358.179382 Iteration 0F: 2 clusters Score -143788.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -141912.953125 Penalty: 716.358765 Iteration 0F: 3 clusters Score -141913 nChanged 1138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -142562.859375 Penalty: 716.358765 Iteration 1F: 3 clusters Score -142562.9 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -142650.687500 Penalty: 716.358765 Iteration 2F: 3 clusters Score -142650.7 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -142715.062500 Penalty: 716.358765 Iteration 3F: 3 clusters Score -142715.1 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -142782.609375 Penalty: 716.358765 Iteration 4Q: 3 clusters Score -142782.6 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -142836.796875 Penalty: 716.358765 Iteration 5Q: 3 clusters Score -142836.8 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -142909.656250 Penalty: 716.358765 Iteration 6Q: 3 clusters Score -142909.7 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -142976.843750 Penalty: 716.358765 Iteration 7Q: 3 clusters Score -142976.8 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -143041.937500 Penalty: 716.358765 Iteration 8Q: 3 clusters Score -143041.9 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -143116.187500 Penalty: 716.358765 Iteration 9Q: 3 clusters Score -143116.2 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2101 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -143179.750000 Penalty: 716.358765 Iteration 10Q: 3 clusters Score -143179.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -143248.578125 Penalty: 716.358765 Iteration 11Q: 3 clusters Score -143248.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2227 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -143329.781250 Penalty: 716.358765 Iteration 12Q: 3 clusters Score -143329.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -143389.953125 Penalty: 716.358765 Iteration 13Q: 3 clusters Score -143390 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2283 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -143435.828125 Penalty: 716.358765 Iteration 14Q: 3 clusters Score -143435.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2291 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -143456.593750 Penalty: 716.358765 Iteration 15Q: 3 clusters Score -143456.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -143468.265625 Penalty: 716.358765 Iteration 16Q: 3 clusters Score -143468.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -143477.390625 Penalty: 716.358765 Iteration 17Q: 3 clusters Score -143477.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2303 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -143485.093750 Penalty: 716.358765 Iteration 18Q: 3 clusters Score -143485.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -143490.750000 Penalty: 716.358765 Iteration 19Q: 3 clusters Score -143490.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -143491.609375 Penalty: 716.358765 Iteration 20F: 3 clusters Score -143491.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -143493.328125 Penalty: 716.358765 Iteration 21Q: 3 clusters Score -143493.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -143497.875000 Penalty: 716.358765 Iteration 22Q: 3 clusters Score -143497.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -143500.125000 Penalty: 716.358765 Iteration 23Q: 3 clusters Score -143500.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -143505.343750 Penalty: 716.358765 Iteration 24Q: 3 clusters Score -143505.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -143512.734375 Penalty: 716.358765 Iteration 25Q: 3 clusters Score -143512.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -143514.687500 Penalty: 716.358765 Iteration 26Q: 3 clusters Score -143514.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2317 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -143515.812500 Penalty: 716.358765 Iteration 27Q: 3 clusters Score -143515.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -143517.937500 Penalty: 716.358765 Iteration 28Q: 3 clusters Score -143517.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2321 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -143519.718750 Penalty: 716.358765 Iteration 29Q: 3 clusters Score -143519.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2322 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -143520.062500 Penalty: 716.358765 Iteration 30Q: 3 clusters Score -143520.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -143521.093750 Penalty: 716.358765 Iteration 31Q: 3 clusters Score -143521.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -143522.296875 Penalty: 716.358765 Iteration 32Q: 3 clusters Score -143522.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2326 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -143523.062500 Penalty: 716.358765 Iteration 33Q: 3 clusters Score -143523.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -143524.312500 Penalty: 716.358765 Iteration 34Q: 3 clusters Score -143524.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -143524.468750 Penalty: 716.358765 Iteration 35Q: 3 clusters Score -143524.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -143524.468750 Penalty: 716.358765 Iteration 36F: 3 clusters Score -143524.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (104104 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104104 members Entering Unmasked Estep Score: -5876882.000000 Penalty: 525.668091 Iteration 0F: 2 clusters Score -5876882 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52197 members Mstep: Class 2 contains 51907 members Entering Unmasked Estep Score: -5806243.000000 Penalty: 1051.336182 Iteration 0F: 3 clusters Score -5806243 nChanged 50894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58345 members Mstep: Class 2 contains 45759 members Entering Unmasked Estep Score: -5838599.000000 Penalty: 1051.336182 Iteration 1F: 3 clusters Score -5838599 nChanged 5472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61411 members Mstep: Class 2 contains 42693 members Entering Unmasked Estep Score: -5841449.500000 Penalty: 1051.336182 Iteration 2F: 3 clusters Score -5841450 nChanged 6426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65623 members Mstep: Class 2 contains 38481 members Entering Unmasked Estep Score: -5846286.500000 Penalty: 1051.336182 Iteration 3F: 3 clusters Score -5846286 nChanged 7292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70693 members Mstep: Class 2 contains 33411 members Entering Unmasked Estep Score: -5853628.500000 Penalty: 1051.336182 Iteration 4F: 3 clusters Score -5853628 nChanged 6846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75201 members Mstep: Class 2 contains 28903 members Entering Unmasked Estep Score: -5860317.000000 Penalty: 1051.336182 Iteration 5F: 3 clusters Score -5860317 nChanged 5554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78579 members Mstep: Class 2 contains 25525 members Entering Unmasked Estep Score: -5864448.000000 Penalty: 1051.336182 Iteration 6F: 3 clusters Score -5864448 nChanged 4059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81374 members Mstep: Class 2 contains 22730 members Entering Unmasked Estep Score: -5866933.000000 Penalty: 1051.336182 Iteration 7Q: 3 clusters Score -5866933 nChanged 3078 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83896 members Mstep: Class 2 contains 20208 members Entering Unmasked Estep Score: -5868641.500000 Penalty: 1051.336182 Iteration 8Q: 3 clusters Score -5868642 nChanged 2590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86192 members Mstep: Class 2 contains 17912 members Entering Unmasked Estep Score: -5870143.500000 Penalty: 1051.336182 Iteration 9Q: 3 clusters Score -5870144 nChanged 2234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88218 members Mstep: Class 2 contains 15886 members Entering Unmasked Estep Score: -5871598.000000 Penalty: 1051.336182 Iteration 10Q: 3 clusters Score -5871598 nChanged 2066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90028 members Mstep: Class 2 contains 14076 members Entering Unmasked Estep Score: -5872998.500000 Penalty: 1051.336182 Iteration 11Q: 3 clusters Score -5872998 nChanged 1884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91536 members Mstep: Class 2 contains 12568 members Entering Unmasked Estep Score: -5874259.000000 Penalty: 1051.336182 Iteration 12Q: 3 clusters Score -5874259 nChanged 1620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92714 members Mstep: Class 2 contains 11390 members Entering Unmasked Estep Score: -5875226.000000 Penalty: 1051.336182 Iteration 13Q: 3 clusters Score -5875226 nChanged 1386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93652 members Mstep: Class 2 contains 10452 members Entering Unmasked Estep Score: -5875931.000000 Penalty: 1051.336182 Iteration 14Q: 3 clusters Score -5875931 nChanged 1162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94380 members Mstep: Class 2 contains 9724 members Entering Unmasked Estep Score: -5876487.000000 Penalty: 1051.336182 Iteration 15Q: 3 clusters Score -5876487 nChanged 977 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95019 members Mstep: Class 2 contains 9085 members Entering Unmasked Estep Score: -5876892.500000 Penalty: 1051.336182 Iteration 16Q: 3 clusters Score -5876892 nChanged 818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95587 members Mstep: Class 2 contains 8517 members Entering Unmasked Estep Score: -5877225.000000 Penalty: 1051.336182 Iteration 17Q: 3 clusters Score -5877225 nChanged 733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96132 members Mstep: Class 2 contains 7972 members Entering Unmasked Estep Score: -5877511.000000 Penalty: 1051.336182 Iteration 18Q: 3 clusters Score -5877511 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96637 members Mstep: Class 2 contains 7467 members Entering Unmasked Estep Score: -5877747.500000 Penalty: 1051.336182 Iteration 19Q: 3 clusters Score -5877748 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97068 members Mstep: Class 2 contains 7036 members Entering Unmasked Estep Score: -5877888.000000 Penalty: 1051.336182 Iteration 20F: 3 clusters Score -5877888 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97385 members Mstep: Class 2 contains 6719 members Entering Unmasked Estep Score: -5877963.500000 Penalty: 1051.336182 Iteration 21Q: 3 clusters Score -5877964 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97661 members Mstep: Class 2 contains 6443 members Entering Unmasked Estep Score: -5878026.500000 Penalty: 1051.336182 Iteration 22Q: 3 clusters Score -5878026 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97890 members Mstep: Class 2 contains 6214 members Entering Unmasked Estep Score: -5878041.500000 Penalty: 1051.336182 Iteration 23Q: 3 clusters Score -5878042 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98092 members Mstep: Class 2 contains 6012 members Entering Unmasked Estep Score: -5878101.000000 Penalty: 1051.336182 Iteration 24Q: 3 clusters Score -5878101 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98279 members Mstep: Class 2 contains 5825 members Entering Unmasked Estep Score: -5878129.000000 Penalty: 1051.336182 Iteration 25Q: 3 clusters Score -5878129 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98432 members Mstep: Class 2 contains 5672 members Entering Unmasked Estep Score: -5878153.500000 Penalty: 1051.336182 Iteration 26Q: 3 clusters Score -5878154 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98558 members Mstep: Class 2 contains 5546 members Entering Unmasked Estep Score: -5878183.000000 Penalty: 1051.336182 Iteration 27Q: 3 clusters Score -5878183 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98678 members Mstep: Class 2 contains 5426 members Entering Unmasked Estep Score: -5878217.500000 Penalty: 1051.336182 Iteration 28Q: 3 clusters Score -5878218 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98778 members Mstep: Class 2 contains 5326 members Entering Unmasked Estep Score: -5878245.000000 Penalty: 1051.336182 Iteration 29Q: 3 clusters Score -5878245 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98880 members Mstep: Class 2 contains 5224 members Entering Unmasked Estep Score: -5878271.500000 Penalty: 1051.336182 Iteration 30Q: 3 clusters Score -5878272 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98992 members Mstep: Class 2 contains 5112 members Entering Unmasked Estep Score: -5878304.500000 Penalty: 1051.336182 Iteration 31Q: 3 clusters Score -5878304 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99087 members Mstep: Class 2 contains 5017 members Entering Unmasked Estep Score: -5878346.500000 Penalty: 1051.336182 Iteration 32Q: 3 clusters Score -5878346 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99170 members Mstep: Class 2 contains 4934 members Entering Unmasked Estep Score: -5878369.000000 Penalty: 1051.336182 Iteration 33Q: 3 clusters Score -5878369 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99226 members Mstep: Class 2 contains 4878 members Entering Unmasked Estep Score: -5878365.000000 Penalty: 1051.336182 Iteration 34Q: 3 clusters Score -5878365 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99277 members Mstep: Class 2 contains 4827 members Entering Unmasked Estep Score: -5878354.000000 Penalty: 1051.336182 Iteration 35Q: 3 clusters Score -5878354 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99324 members Mstep: Class 2 contains 4780 members Entering Unmasked Estep Score: -5878360.000000 Penalty: 1051.336182 Iteration 36Q: 3 clusters Score -5878360 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99363 members Mstep: Class 2 contains 4741 members Entering Unmasked Estep Score: -5878364.000000 Penalty: 1051.336182 Iteration 37Q: 3 clusters Score -5878364 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99407 members Mstep: Class 2 contains 4697 members Entering Unmasked Estep Score: -5878358.000000 Penalty: 1051.336182 Iteration 38Q: 3 clusters Score -5878358 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99444 members Mstep: Class 2 contains 4660 members Entering Unmasked Estep Score: -5878354.000000 Penalty: 1051.336182 Iteration 39Q: 3 clusters Score -5878354 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99471 members Mstep: Class 2 contains 4633 members Entering Unmasked Estep Score: -5878346.000000 Penalty: 1051.336182 Iteration 40F: 3 clusters Score -5878346 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99494 members Mstep: Class 2 contains 4610 members Entering Unmasked Estep Score: -5878345.500000 Penalty: 1051.336182 Iteration 41Q: 3 clusters Score -5878346 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99506 members Mstep: Class 2 contains 4598 members Entering Unmasked Estep Score: -5878338.500000 Penalty: 1051.336182 Iteration 42Q: 3 clusters Score -5878338 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99517 members Mstep: Class 2 contains 4587 members Entering Unmasked Estep Score: -5878347.500000 Penalty: 1051.336182 Iteration 43Q: 3 clusters Score -5878348 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99528 members Mstep: Class 2 contains 4576 members Entering Unmasked Estep Score: -5878347.000000 Penalty: 1051.336182 Iteration 44Q: 3 clusters Score -5878347 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99536 members Mstep: Class 2 contains 4568 members Entering Unmasked Estep Score: -5878350.000000 Penalty: 1051.336182 Iteration 45Q: 3 clusters Score -5878350 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99542 members Mstep: Class 2 contains 4562 members Entering Unmasked Estep Score: -5878355.500000 Penalty: 1051.336182 Iteration 46Q: 3 clusters Score -5878356 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99547 members Mstep: Class 2 contains 4557 members Entering Unmasked Estep Score: -5878359.000000 Penalty: 1051.336182 Iteration 47Q: 3 clusters Score -5878359 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99551 members Mstep: Class 2 contains 4553 members Entering Unmasked Estep Score: -5878363.500000 Penalty: 1051.336182 Iteration 48Q: 3 clusters Score -5878364 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99554 members Mstep: Class 2 contains 4550 members Entering Unmasked Estep Score: -5878367.000000 Penalty: 1051.336182 Iteration 49Q: 3 clusters Score -5878367 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99557 members Mstep: Class 2 contains 4547 members Entering Unmasked Estep Score: -5878369.000000 Penalty: 1051.336182 Iteration 50Q: 3 clusters Score -5878369 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99558 members Mstep: Class 2 contains 4546 members Entering Unmasked Estep Score: -5878368.500000 Penalty: 1051.336182 Iteration 51Q: 3 clusters Score -5878368 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99560 members Mstep: Class 2 contains 4544 members Entering Unmasked Estep Score: -5878375.500000 Penalty: 1051.336182 Iteration 52Q: 3 clusters Score -5878376 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99560 members Mstep: Class 2 contains 4544 members Entering Unmasked Estep Score: -5878375.500000 Penalty: 1051.336182 Iteration 53F: 3 clusters Score -5878376 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 463 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 804 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 424 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 146 members Mstep: Class 14 contains 13068 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 99560 members Mstep: Class 17 contains 1308 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 12764 members Mstep: Class 20 contains 476 members Mstep: Class 21 contains 268 members Mstep: Class 22 contains 330 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 365 members Mstep: Class 25 contains 1888 members Mstep: Class 26 contains 415 members Mstep: Class 27 contains 4544 members Entering Unmasked Estep Score: -7910656.500000 Penalty: 14598.144531 Splitting cluster 16 changes total score from -7908654.000000 to -7910656.500000 So it's getting split into cluster 27. Entering ConstructFrom: Trying to split cluster 17 (1308 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Entering Unmasked Estep Score: -79818.679688 Penalty: 326.519592 Iteration 0F: 2 clusters Score -79818.68 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -78803.867188 Penalty: 653.039185 Iteration 0F: 3 clusters Score -78803.87 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -79084.734375 Penalty: 653.039185 Iteration 1F: 3 clusters Score -79084.73 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -79126.343750 Penalty: 653.039185 Iteration 2F: 3 clusters Score -79126.34 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -79163.898438 Penalty: 653.039185 Iteration 3F: 3 clusters Score -79163.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -79191.164062 Penalty: 653.039185 Iteration 4Q: 3 clusters Score -79191.16 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -79218.828125 Penalty: 653.039185 Iteration 5Q: 3 clusters Score -79218.83 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -79238.015625 Penalty: 653.039185 Iteration 6Q: 3 clusters Score -79238.02 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -79258.554688 Penalty: 653.039185 Iteration 7Q: 3 clusters Score -79258.55 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -79282.546875 Penalty: 653.039185 Iteration 8Q: 3 clusters Score -79282.55 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -79307.585938 Penalty: 653.039185 Iteration 9Q: 3 clusters Score -79307.59 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -79337.695312 Penalty: 653.039185 Iteration 10Q: 3 clusters Score -79337.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -79367.781250 Penalty: 653.039185 Iteration 11Q: 3 clusters Score -79367.78 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -79395.039062 Penalty: 653.039185 Iteration 12Q: 3 clusters Score -79395.04 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -79428.406250 Penalty: 653.039185 Iteration 13Q: 3 clusters Score -79428.41 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -79447.445312 Penalty: 653.039185 Iteration 14Q: 3 clusters Score -79447.45 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -79457.632812 Penalty: 653.039185 Iteration 15Q: 3 clusters Score -79457.63 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -79464.867188 Penalty: 653.039185 Iteration 16Q: 3 clusters Score -79464.87 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -79472.140625 Penalty: 653.039185 Iteration 17Q: 3 clusters Score -79472.14 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -79483.031250 Penalty: 653.039185 Iteration 18Q: 3 clusters Score -79483.03 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -79496.515625 Penalty: 653.039185 Iteration 19Q: 3 clusters Score -79496.52 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -79499.382812 Penalty: 653.039185 Iteration 20F: 3 clusters Score -79499.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -79501.898438 Penalty: 653.039185 Iteration 21Q: 3 clusters Score -79501.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -79504.929688 Penalty: 653.039185 Iteration 22Q: 3 clusters Score -79504.93 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -79508.226562 Penalty: 653.039185 Iteration 23Q: 3 clusters Score -79508.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -79509.148438 Penalty: 653.039185 Iteration 24Q: 3 clusters Score -79509.15 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -79509.656250 Penalty: 653.039185 Iteration 25Q: 3 clusters Score -79509.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -79510.117188 Penalty: 653.039185 Iteration 26Q: 3 clusters Score -79510.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -79510.460938 Penalty: 653.039185 Iteration 27Q: 3 clusters Score -79510.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -79510.460938 Penalty: 653.039185 Iteration 28F: 3 clusters Score -79510.46 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (116 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Entering Unmasked Estep Score: -5813.430176 Penalty: 216.288345 Iteration 0F: 2 clusters Score -5813.43 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -5585.637695 Penalty: 432.576691 Iteration 0F: 3 clusters Score -5585.638 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -5617.271973 Penalty: 432.576691 Iteration 1F: 3 clusters Score -5617.272 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -5629.596680 Penalty: 432.576691 Iteration 2F: 3 clusters Score -5629.597 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -5632.344727 Penalty: 432.576691 Iteration 3Q: 3 clusters Score -5632.345 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -5638.625488 Penalty: 432.576691 Iteration 4Q: 3 clusters Score -5638.625 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -5646.474121 Penalty: 432.576691 Iteration 5Q: 3 clusters Score -5646.474 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -5654.419922 Penalty: 432.576691 Iteration 6Q: 3 clusters Score -5654.42 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -5658.735352 Penalty: 432.576691 Iteration 7Q: 3 clusters Score -5658.735 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -5658.735352 Penalty: 432.576691 Iteration 8F: 3 clusters Score -5658.735 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (12764 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12764 members Entering Unmasked Estep Score: -774286.437500 Penalty: 430.174469 Iteration 0F: 2 clusters Score -774286.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6425 members Mstep: Class 2 contains 6339 members Entering Unmasked Estep Score: -765786.875000 Penalty: 860.348938 Iteration 0F: 3 clusters Score -765786.9 nChanged 6037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6838 members Mstep: Class 2 contains 5926 members Entering Unmasked Estep Score: -769466.187500 Penalty: 860.348938 Iteration 1F: 3 clusters Score -769466.2 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7180 members Mstep: Class 2 contains 5584 members Entering Unmasked Estep Score: -769941.000000 Penalty: 860.348938 Iteration 2F: 3 clusters Score -769941 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7577 members Mstep: Class 2 contains 5187 members Entering Unmasked Estep Score: -770565.625000 Penalty: 860.348938 Iteration 3F: 3 clusters Score -770565.6 nChanged 839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7988 members Mstep: Class 2 contains 4776 members Entering Unmasked Estep Score: -771279.187500 Penalty: 860.348938 Iteration 4F: 3 clusters Score -771279.2 nChanged 785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8333 members Mstep: Class 2 contains 4431 members Entering Unmasked Estep Score: -771851.625000 Penalty: 860.348938 Iteration 5F: 3 clusters Score -771851.6 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8590 members Mstep: Class 2 contains 4174 members Entering Unmasked Estep Score: -772134.250000 Penalty: 860.348938 Iteration 6Q: 3 clusters Score -772134.2 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8799 members Mstep: Class 2 contains 3965 members Entering Unmasked Estep Score: -772250.375000 Penalty: 860.348938 Iteration 7Q: 3 clusters Score -772250.4 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9035 members Mstep: Class 2 contains 3729 members Entering Unmasked Estep Score: -772347.562500 Penalty: 860.348938 Iteration 8Q: 3 clusters Score -772347.6 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9263 members Mstep: Class 2 contains 3501 members Entering Unmasked Estep Score: -772424.500000 Penalty: 860.348938 Iteration 9Q: 3 clusters Score -772424.5 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9467 members Mstep: Class 2 contains 3297 members Entering Unmasked Estep Score: -772491.937500 Penalty: 860.348938 Iteration 10Q: 3 clusters Score -772491.9 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9674 members Mstep: Class 2 contains 3090 members Entering Unmasked Estep Score: -772563.062500 Penalty: 860.348938 Iteration 11Q: 3 clusters Score -772563.1 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9871 members Mstep: Class 2 contains 2893 members Entering Unmasked Estep Score: -772633.125000 Penalty: 860.348938 Iteration 12Q: 3 clusters Score -772633.1 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10081 members Mstep: Class 2 contains 2683 members Entering Unmasked Estep Score: -772708.125000 Penalty: 860.348938 Iteration 13Q: 3 clusters Score -772708.1 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10278 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -772785.062500 Penalty: 860.348938 Iteration 14Q: 3 clusters Score -772785.1 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10477 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -772861.000000 Penalty: 860.348938 Iteration 15Q: 3 clusters Score -772861 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10686 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -772948.062500 Penalty: 860.348938 Iteration 16Q: 3 clusters Score -772948.1 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10886 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -773048.000000 Penalty: 860.348938 Iteration 17Q: 3 clusters Score -773048 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11098 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -773161.625000 Penalty: 860.348938 Iteration 18Q: 3 clusters Score -773161.6 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11309 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -773286.250000 Penalty: 860.348938 Iteration 19Q: 3 clusters Score -773286.2 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11499 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -773398.500000 Penalty: 860.348938 Iteration 20F: 3 clusters Score -773398.5 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11665 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -773515.812500 Penalty: 860.348938 Iteration 21Q: 3 clusters Score -773515.8 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11818 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -773619.250000 Penalty: 860.348938 Iteration 22Q: 3 clusters Score -773619.2 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11937 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -773685.687500 Penalty: 860.348938 Iteration 23Q: 3 clusters Score -773685.7 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12028 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -773734.187500 Penalty: 860.348938 Iteration 24Q: 3 clusters Score -773734.2 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12101 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -773765.750000 Penalty: 860.348938 Iteration 25Q: 3 clusters Score -773765.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12163 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -773785.250000 Penalty: 860.348938 Iteration 26Q: 3 clusters Score -773785.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12207 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -773797.375000 Penalty: 860.348938 Iteration 27Q: 3 clusters Score -773797.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12243 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -773810.187500 Penalty: 860.348938 Iteration 28Q: 3 clusters Score -773810.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12274 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -773821.250000 Penalty: 860.348938 Iteration 29Q: 3 clusters Score -773821.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12298 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -773831.625000 Penalty: 860.348938 Iteration 30Q: 3 clusters Score -773831.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12324 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -773840.062500 Penalty: 860.348938 Iteration 31Q: 3 clusters Score -773840.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12340 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -773841.750000 Penalty: 860.348938 Iteration 32Q: 3 clusters Score -773841.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12352 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -773847.812500 Penalty: 860.348938 Iteration 33Q: 3 clusters Score -773847.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12364 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -773849.562500 Penalty: 860.348938 Iteration 34Q: 3 clusters Score -773849.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12375 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -773853.437500 Penalty: 860.348938 Iteration 35Q: 3 clusters Score -773853.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12385 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -773857.250000 Penalty: 860.348938 Iteration 36Q: 3 clusters Score -773857.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12393 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -773858.750000 Penalty: 860.348938 Iteration 37Q: 3 clusters Score -773858.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12401 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -773861.250000 Penalty: 860.348938 Iteration 38Q: 3 clusters Score -773861.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12408 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -773862.437500 Penalty: 860.348938 Iteration 39Q: 3 clusters Score -773862.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12413 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -773862.687500 Penalty: 860.348938 Iteration 40F: 3 clusters Score -773862.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12416 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -773863.500000 Penalty: 860.348938 Iteration 41Q: 3 clusters Score -773863.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12419 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -773864.062500 Penalty: 860.348938 Iteration 42Q: 3 clusters Score -773864.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12423 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -773866.250000 Penalty: 860.348938 Iteration 43Q: 3 clusters Score -773866.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12427 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -773865.937500 Penalty: 860.348938 Iteration 44Q: 3 clusters Score -773865.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12430 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -773868.250000 Penalty: 860.348938 Iteration 45Q: 3 clusters Score -773868.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12431 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -773868.312500 Penalty: 860.348938 Iteration 46Q: 3 clusters Score -773868.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12431 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -773868.312500 Penalty: 860.348938 Iteration 47F: 3 clusters Score -773868.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (476 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Entering Unmasked Estep Score: -27375.097656 Penalty: 280.526489 Iteration 0F: 2 clusters Score -27375.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -26897.136719 Penalty: 561.052979 Iteration 0F: 3 clusters Score -26897.14 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -27015.111328 Penalty: 561.052979 Iteration 1F: 3 clusters Score -27015.11 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -27050.716797 Penalty: 561.052979 Iteration 2F: 3 clusters Score -27050.72 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -27068.701172 Penalty: 561.052979 Iteration 3F: 3 clusters Score -27068.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -27078.531250 Penalty: 561.052979 Iteration 4Q: 3 clusters Score -27078.53 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -27084.353516 Penalty: 561.052979 Iteration 5Q: 3 clusters Score -27084.35 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -27090.230469 Penalty: 561.052979 Iteration 6Q: 3 clusters Score -27090.23 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -27097.726562 Penalty: 561.052979 Iteration 7Q: 3 clusters Score -27097.73 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -27104.390625 Penalty: 561.052979 Iteration 8Q: 3 clusters Score -27104.39 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -27109.041016 Penalty: 561.052979 Iteration 9Q: 3 clusters Score -27109.04 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -27111.691406 Penalty: 561.052979 Iteration 10Q: 3 clusters Score -27111.69 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -27114.824219 Penalty: 561.052979 Iteration 11Q: 3 clusters Score -27114.82 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -27118.791016 Penalty: 561.052979 Iteration 12Q: 3 clusters Score -27118.79 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -27120.787109 Penalty: 561.052979 Iteration 13Q: 3 clusters Score -27120.79 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -27122.541016 Penalty: 561.052979 Iteration 14Q: 3 clusters Score -27122.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -27123.708984 Penalty: 561.052979 Iteration 15Q: 3 clusters Score -27123.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -27126.064453 Penalty: 561.052979 Iteration 16Q: 3 clusters Score -27126.06 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -27127.556641 Penalty: 561.052979 Iteration 17Q: 3 clusters Score -27127.56 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -27128.886719 Penalty: 561.052979 Iteration 18Q: 3 clusters Score -27128.89 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -27128.886719 Penalty: 561.052979 Iteration 19F: 3 clusters Score -27128.89 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (268 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Entering Unmasked Estep Score: -13174.500977 Penalty: 254.389923 Iteration 0F: 2 clusters Score -13174.5 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 130 members Entering Unmasked Estep Score: -12860.064453 Penalty: 508.779846 Iteration 0F: 3 clusters Score -12860.06 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -12929.962891 Penalty: 508.779846 Iteration 1F: 3 clusters Score -12929.96 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -12949.546875 Penalty: 508.779846 Iteration 2F: 3 clusters Score -12949.55 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -12957.996094 Penalty: 508.779846 Iteration 3Q: 3 clusters Score -12958 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -12960.697266 Penalty: 508.779846 Iteration 4Q: 3 clusters Score -12960.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -12965.231445 Penalty: 508.779846 Iteration 5Q: 3 clusters Score -12965.23 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -12971.265625 Penalty: 508.779846 Iteration 6Q: 3 clusters Score -12971.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -12971.752930 Penalty: 508.779846 Iteration 7Q: 3 clusters Score -12971.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -12972.618164 Penalty: 508.779846 Iteration 8Q: 3 clusters Score -12972.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -12973.510742 Penalty: 508.779846 Iteration 9Q: 3 clusters Score -12973.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -12973.759766 Penalty: 508.779846 Iteration 10Q: 3 clusters Score -12973.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -12974.475586 Penalty: 508.779846 Iteration 11Q: 3 clusters Score -12974.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -12977.202148 Penalty: 508.779846 Iteration 12Q: 3 clusters Score -12977.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -12978.377930 Penalty: 508.779846 Iteration 13Q: 3 clusters Score -12978.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -12978.377930 Penalty: 508.779846 Iteration 14F: 3 clusters Score -12978.38 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (330 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Entering Unmasked Estep Score: -13491.957031 Penalty: 263.858734 Iteration 0F: 2 clusters Score -13491.96 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -13123.434570 Penalty: 527.717468 Iteration 0F: 3 clusters Score -13123.43 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -13328.688477 Penalty: 527.717468 Iteration 1F: 3 clusters Score -13328.69 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -13419.806641 Penalty: 527.717468 Iteration 2F: 3 clusters Score -13419.81 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -13474.307617 Penalty: 527.717468 Iteration 3F: 3 clusters Score -13474.31 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -13507.083984 Penalty: 527.717468 Iteration 4F: 3 clusters Score -13507.08 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -13521.313477 Penalty: 527.717468 Iteration 5Q: 3 clusters Score -13521.31 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -13537.802734 Penalty: 527.717468 Iteration 6Q: 3 clusters Score -13537.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -13562.848633 Penalty: 527.717468 Iteration 7Q: 3 clusters Score -13562.85 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -13564.467773 Penalty: 527.717468 Iteration 8Q: 3 clusters Score -13564.47 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -13564.909180 Penalty: 527.717468 Iteration 9Q: 3 clusters Score -13564.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -13564.909180 Penalty: 527.717468 Iteration 10F: 3 clusters Score -13564.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 463 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 804 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 424 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 146 members Mstep: Class 14 contains 13068 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 99560 members Mstep: Class 17 contains 1308 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 12764 members Mstep: Class 20 contains 476 members Mstep: Class 21 contains 268 members Mstep: Class 22 contains 98 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 365 members Mstep: Class 25 contains 1888 members Mstep: Class 26 contains 415 members Mstep: Class 27 contains 4544 members Mstep: Class 28 contains 232 members Entering Unmasked Estep Score: -7910449.000000 Penalty: 15138.816406 Splitting cluster 22 changes total score from -7908654.000000 to -7910449.000000 So it's getting split into cluster 28. Entering ConstructFrom: Trying to split cluster 23 (1449 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Entering Unmasked Estep Score: -79010.750000 Penalty: 331.177612 Iteration 0F: 2 clusters Score -79010.75 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -77938.343750 Penalty: 662.355225 Iteration 0F: 3 clusters Score -77938.34 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -78256.007812 Penalty: 662.355225 Iteration 1F: 3 clusters Score -78256.01 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -78291.492188 Penalty: 662.355225 Iteration 2Q: 3 clusters Score -78291.49 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -78320.320312 Penalty: 662.355225 Iteration 3Q: 3 clusters Score -78320.32 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -78342.429688 Penalty: 662.355225 Iteration 4Q: 3 clusters Score -78342.43 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -78359.382812 Penalty: 662.355225 Iteration 5Q: 3 clusters Score -78359.38 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -78374.695312 Penalty: 662.355225 Iteration 6Q: 3 clusters Score -78374.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -78385.984375 Penalty: 662.355225 Iteration 7Q: 3 clusters Score -78385.98 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -78398.671875 Penalty: 662.355225 Iteration 8Q: 3 clusters Score -78398.67 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -78413.273438 Penalty: 662.355225 Iteration 9Q: 3 clusters Score -78413.27 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -78430.671875 Penalty: 662.355225 Iteration 10Q: 3 clusters Score -78430.67 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -78446.343750 Penalty: 662.355225 Iteration 11Q: 3 clusters Score -78446.34 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -78470.289062 Penalty: 662.355225 Iteration 12Q: 3 clusters Score -78470.29 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -78499.609375 Penalty: 662.355225 Iteration 13Q: 3 clusters Score -78499.61 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -78532.367188 Penalty: 662.355225 Iteration 14Q: 3 clusters Score -78532.37 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -78553.351562 Penalty: 662.355225 Iteration 15Q: 3 clusters Score -78553.35 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -78576.500000 Penalty: 662.355225 Iteration 16Q: 3 clusters Score -78576.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -78591.101562 Penalty: 662.355225 Iteration 17Q: 3 clusters Score -78591.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -78602.429688 Penalty: 662.355225 Iteration 18Q: 3 clusters Score -78602.43 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -78611.718750 Penalty: 662.355225 Iteration 19Q: 3 clusters Score -78611.72 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -78620.554688 Penalty: 662.355225 Iteration 20F: 3 clusters Score -78620.55 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -78631.523438 Penalty: 662.355225 Iteration 21Q: 3 clusters Score -78631.52 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -78639.429688 Penalty: 662.355225 Iteration 22Q: 3 clusters Score -78639.43 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -78648.484375 Penalty: 662.355225 Iteration 23Q: 3 clusters Score -78648.48 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -78654.765625 Penalty: 662.355225 Iteration 24Q: 3 clusters Score -78654.77 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -78663.484375 Penalty: 662.355225 Iteration 25Q: 3 clusters Score -78663.48 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -78673.015625 Penalty: 662.355225 Iteration 26Q: 3 clusters Score -78673.02 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -78679.031250 Penalty: 662.355225 Iteration 27Q: 3 clusters Score -78679.03 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -78685.671875 Penalty: 662.355225 Iteration 28Q: 3 clusters Score -78685.67 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -78691.171875 Penalty: 662.355225 Iteration 29Q: 3 clusters Score -78691.17 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -78696.398438 Penalty: 662.355225 Iteration 30Q: 3 clusters Score -78696.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -78707.078125 Penalty: 662.355225 Iteration 31Q: 3 clusters Score -78707.08 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -78710.492188 Penalty: 662.355225 Iteration 32Q: 3 clusters Score -78710.49 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -78711.750000 Penalty: 662.355225 Iteration 33Q: 3 clusters Score -78711.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -78711.960938 Penalty: 662.355225 Iteration 34Q: 3 clusters Score -78711.96 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -78711.960938 Penalty: 662.355225 Iteration 35F: 3 clusters Score -78711.96 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (365 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Entering Unmasked Estep Score: -14609.486328 Penalty: 268.445343 Iteration 0F: 2 clusters Score -14609.49 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 189 members Entering Unmasked Estep Score: -14228.974609 Penalty: 536.890686 Iteration 0F: 3 clusters Score -14228.97 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -14514.429688 Penalty: 536.890686 Iteration 1F: 3 clusters Score -14514.43 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -14729.306641 Penalty: 536.890686 Iteration 2F: 3 clusters Score -14729.31 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -14922.630859 Penalty: 536.890686 Iteration 3F: 3 clusters Score -14922.63 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -15151.085938 Penalty: 536.890686 Iteration 4F: 3 clusters Score -15151.09 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -15455.416016 Penalty: 536.890686 Iteration 5F: 3 clusters Score -15455.42 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -15828.333984 Penalty: 536.890686 Iteration 6Q: 3 clusters Score -15828.33 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -16200.651367 Penalty: 536.890686 Iteration 7Q: 3 clusters Score -16200.65 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -16200.651367 Penalty: 536.890686 Iteration 8F: 3 clusters Score -16200.65 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 463 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 804 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 424 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 146 members Mstep: Class 14 contains 13068 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 99560 members Mstep: Class 17 contains 1308 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 12764 members Mstep: Class 20 contains 476 members Mstep: Class 21 contains 268 members Mstep: Class 22 contains 98 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1888 members Mstep: Class 26 contains 415 members Mstep: Class 27 contains 4544 members Mstep: Class 28 contains 232 members Mstep: Class 29 contains 166 members Entering Unmasked Estep Score: -7911766.000000 Penalty: 15679.488281 Splitting cluster 24 changes total score from -7908654.000000 to -7911766.000000 So it's getting split into cluster 29. Entering ConstructFrom: Trying to split cluster 25 (1888 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Entering Unmasked Estep Score: -114203.429688 Penalty: 343.218933 Iteration 0F: 2 clusters Score -114203.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -112810.320312 Penalty: 686.437866 Iteration 0F: 3 clusters Score -112810.3 nChanged 791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -113213.320312 Penalty: 686.437866 Iteration 1F: 3 clusters Score -113213.3 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -113291.062500 Penalty: 686.437866 Iteration 2F: 3 clusters Score -113291.1 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -113351.937500 Penalty: 686.437866 Iteration 3F: 3 clusters Score -113351.9 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -113397.859375 Penalty: 686.437866 Iteration 4F: 3 clusters Score -113397.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -113440.085938 Penalty: 686.437866 Iteration 5Q: 3 clusters Score -113440.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -113476.156250 Penalty: 686.437866 Iteration 6Q: 3 clusters Score -113476.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -113511.156250 Penalty: 686.437866 Iteration 7Q: 3 clusters Score -113511.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -113557.507812 Penalty: 686.437866 Iteration 8Q: 3 clusters Score -113557.5 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -113599.187500 Penalty: 686.437866 Iteration 9Q: 3 clusters Score -113599.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -113639.648438 Penalty: 686.437866 Iteration 10Q: 3 clusters Score -113639.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -113673.890625 Penalty: 686.437866 Iteration 11Q: 3 clusters Score -113673.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -113701.140625 Penalty: 686.437866 Iteration 12Q: 3 clusters Score -113701.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -113723.351562 Penalty: 686.437866 Iteration 13Q: 3 clusters Score -113723.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -113734.625000 Penalty: 686.437866 Iteration 14Q: 3 clusters Score -113734.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -113741.890625 Penalty: 686.437866 Iteration 15Q: 3 clusters Score -113741.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -113751.726562 Penalty: 686.437866 Iteration 16Q: 3 clusters Score -113751.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -113761.117188 Penalty: 686.437866 Iteration 17Q: 3 clusters Score -113761.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -113773.523438 Penalty: 686.437866 Iteration 18Q: 3 clusters Score -113773.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -113779.117188 Penalty: 686.437866 Iteration 19Q: 3 clusters Score -113779.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -113783.625000 Penalty: 686.437866 Iteration 20F: 3 clusters Score -113783.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -113788.593750 Penalty: 686.437866 Iteration 21Q: 3 clusters Score -113788.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -113795.085938 Penalty: 686.437866 Iteration 22Q: 3 clusters Score -113795.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -113798.187500 Penalty: 686.437866 Iteration 23Q: 3 clusters Score -113798.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -113799.039062 Penalty: 686.437866 Iteration 24Q: 3 clusters Score -113799 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -113799.914062 Penalty: 686.437866 Iteration 25Q: 3 clusters Score -113799.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -113800.937500 Penalty: 686.437866 Iteration 26Q: 3 clusters Score -113800.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -113802.210938 Penalty: 686.437866 Iteration 27Q: 3 clusters Score -113802.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -113804.632812 Penalty: 686.437866 Iteration 28Q: 3 clusters Score -113804.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -113806.968750 Penalty: 686.437866 Iteration 29Q: 3 clusters Score -113807 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -113808.968750 Penalty: 686.437866 Iteration 30Q: 3 clusters Score -113809 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -113810.945312 Penalty: 686.437866 Iteration 31Q: 3 clusters Score -113810.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -113812.687500 Penalty: 686.437866 Iteration 32Q: 3 clusters Score -113812.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -113814.226562 Penalty: 686.437866 Iteration 33Q: 3 clusters Score -113814.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -113816.851562 Penalty: 686.437866 Iteration 34Q: 3 clusters Score -113816.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -113819.367188 Penalty: 686.437866 Iteration 35Q: 3 clusters Score -113819.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -113822.679688 Penalty: 686.437866 Iteration 36Q: 3 clusters Score -113822.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -113826.476562 Penalty: 686.437866 Iteration 37Q: 3 clusters Score -113826.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -113830.507812 Penalty: 686.437866 Iteration 38Q: 3 clusters Score -113830.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -113836.101562 Penalty: 686.437866 Iteration 39Q: 3 clusters Score -113836.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -113839.890625 Penalty: 686.437866 Iteration 40F: 3 clusters Score -113839.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -113842.046875 Penalty: 686.437866 Iteration 41Q: 3 clusters Score -113842 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -113845.398438 Penalty: 686.437866 Iteration 42Q: 3 clusters Score -113845.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -113847.968750 Penalty: 686.437866 Iteration 43Q: 3 clusters Score -113848 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -113849.523438 Penalty: 686.437866 Iteration 44Q: 3 clusters Score -113849.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -113851.132812 Penalty: 686.437866 Iteration 45Q: 3 clusters Score -113851.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -113851.421875 Penalty: 686.437866 Iteration 46Q: 3 clusters Score -113851.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -113852.164062 Penalty: 686.437866 Iteration 47Q: 3 clusters Score -113852.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -113852.812500 Penalty: 686.437866 Iteration 48Q: 3 clusters Score -113852.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -113853.226562 Penalty: 686.437866 Iteration 49Q: 3 clusters Score -113853.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -113853.867188 Penalty: 686.437866 Iteration 50Q: 3 clusters Score -113853.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -113854.398438 Penalty: 686.437866 Iteration 51Q: 3 clusters Score -113854.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -113855.250000 Penalty: 686.437866 Iteration 52Q: 3 clusters Score -113855.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -113856.101562 Penalty: 686.437866 Iteration 53Q: 3 clusters Score -113856.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -113856.390625 Penalty: 686.437866 Iteration 54Q: 3 clusters Score -113856.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -113856.703125 Penalty: 686.437866 Iteration 55Q: 3 clusters Score -113856.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -113856.835938 Penalty: 686.437866 Iteration 56Q: 3 clusters Score -113856.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -113857.164062 Penalty: 686.437866 Iteration 57Q: 3 clusters Score -113857.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -113857.085938 Penalty: 686.437866 Iteration 58Q: 3 clusters Score -113857.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -113857.085938 Penalty: 686.437866 Iteration 59F: 3 clusters Score -113857.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 463 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 804 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 424 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 146 members Mstep: Class 14 contains 13068 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 99560 members Mstep: Class 17 contains 1308 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 12764 members Mstep: Class 20 contains 476 members Mstep: Class 21 contains 268 members Mstep: Class 22 contains 98 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1888 members Entering Unmasked Estep ConsiderDeletion Score: -7911890.500000 Penalty: 15679.488281 Iteration 119Q: 30 clusters Score -7911890 nChanged 809 Entering Unmasked Mstep Mstep: Class 0 contains 1185 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 463 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 804 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 424 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 146 members Mstep: Class 14 contains 12737 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 99695 members Mstep: Class 17 contains 1304 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 12975 members Mstep: Class 20 contains 476 members Mstep: Class 21 contains 268 members Mstep: Class 22 contains 100 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1885 members Mstep: Class 26 contains 403 members Mstep: Class 27 contains 4536 members Mstep: Class 28 contains 223 members Mstep: Class 29 contains 186 members Entering Unmasked Estep ConsiderDeletion Score: -7912149.000000 Penalty: 15679.488281 Iteration 120F: 30 clusters Score -7912149 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 466 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 803 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 424 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 146 members Mstep: Class 14 contains 12482 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 99760 members Mstep: Class 17 contains 1305 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 13070 members Mstep: Class 20 contains 475 members Mstep: Class 21 contains 268 members Mstep: Class 22 contains 100 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1884 members Mstep: Class 26 contains 398 members Mstep: Class 27 contains 4630 members Mstep: Class 28 contains 221 members Mstep: Class 29 contains 194 members Entering Unmasked Estep ConsiderDeletion Score: -7912252.500000 Penalty: 15679.488281 Iteration 121Q: 30 clusters Score -7912252 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 467 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 802 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 424 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 146 members Mstep: Class 14 contains 12286 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 99800 members Mstep: Class 17 contains 1303 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 13168 members Mstep: Class 20 contains 476 members Mstep: Class 21 contains 268 members Mstep: Class 22 contains 100 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1885 members Mstep: Class 26 contains 393 members Mstep: Class 27 contains 4688 members Mstep: Class 28 contains 219 members Mstep: Class 29 contains 201 members Entering Unmasked Estep ConsiderDeletion Score: -7912308.000000 Penalty: 15679.488281 Iteration 122Q: 30 clusters Score -7912308 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 467 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 802 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 423 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 12163 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 99785 members Mstep: Class 17 contains 1303 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 13260 members Mstep: Class 20 contains 479 members Mstep: Class 21 contains 268 members Mstep: Class 22 contains 98 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1886 members Mstep: Class 26 contains 388 members Mstep: Class 27 contains 4732 members Mstep: Class 28 contains 221 members Mstep: Class 29 contains 206 members Entering Unmasked Estep ConsiderDeletion Score: -7912363.500000 Penalty: 15679.488281 Iteration 123Q: 30 clusters Score -7912364 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 467 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 802 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 421 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 12060 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 99748 members Mstep: Class 17 contains 1303 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 13350 members Mstep: Class 20 contains 481 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 94 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1889 members Mstep: Class 26 contains 384 members Mstep: Class 27 contains 4778 members Mstep: Class 28 contains 221 members Mstep: Class 29 contains 214 members Entering Unmasked Estep ConsiderDeletion Score: -7912407.500000 Penalty: 15679.488281 Iteration 124Q: 30 clusters Score -7912408 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 467 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 802 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 421 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11969 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 99714 members Mstep: Class 17 contains 1303 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 13432 members Mstep: Class 20 contains 483 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1891 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 4817 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Entering Unmasked Estep ConsiderDeletion Score: -7912444.500000 Penalty: 15679.488281 Iteration 125Q: 30 clusters Score -7912444 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 468 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 801 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 421 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11913 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 99673 members Mstep: Class 17 contains 1302 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 13496 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1895 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 4846 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Entering Unmasked Estep ConsiderDeletion Score: -7912452.000000 Penalty: 15679.488281 Iteration 126Q: 30 clusters Score -7912452 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 468 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 800 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 421 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11872 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 99621 members Mstep: Class 17 contains 1302 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 13558 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1896 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 4877 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Entering Unmasked Estep ConsiderDeletion Score: -7912437.000000 Penalty: 15679.488281 Iteration 127Q: 30 clusters Score -7912437 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 468 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 798 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 421 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11851 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 99572 members Mstep: Class 17 contains 1301 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 13612 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1897 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 4895 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Entering Unmasked Estep ConsiderDeletion Score: -7912456.000000 Penalty: 15679.488281 Iteration 128Q: 30 clusters Score -7912456 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 468 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 796 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 421 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11825 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 99518 members Mstep: Class 17 contains 1301 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 13670 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1897 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 4919 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Entering Unmasked Estep ConsiderDeletion Score: -7912475.000000 Penalty: 15679.488281 Iteration 129Q: 30 clusters Score -7912475 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 468 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 795 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 421 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11796 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 99474 members Mstep: Class 17 contains 1300 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 13726 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1896 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 4939 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Entering Unmasked Estep ConsiderDeletion Score: -7912478.500000 Penalty: 15679.488281 Iteration 130Q: 30 clusters Score -7912478 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 468 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 795 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 421 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11766 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 99433 members Mstep: Class 17 contains 1299 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 13775 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1895 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 4963 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Entering Unmasked Estep ConsiderDeletion Score: -7912478.500000 Penalty: 15679.488281 Iteration 131Q: 30 clusters Score -7912478 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 468 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 794 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 421 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11750 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 99384 members Mstep: Class 17 contains 1299 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 13815 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1894 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 4990 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Entering Unmasked Estep ConsiderDeletion Score: -7912489.500000 Penalty: 15679.488281 Iteration 132Q: 30 clusters Score -7912490 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 468 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 794 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 421 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11731 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 99340 members Mstep: Class 17 contains 1299 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 13843 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1894 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5025 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Entering Unmasked Estep ConsiderDeletion Score: -7912476.500000 Penalty: 15679.488281 Iteration 133Q: 30 clusters Score -7912476 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 468 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 794 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 421 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11714 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 99300 members Mstep: Class 17 contains 1299 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 13871 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1898 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5050 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Entering Unmasked Estep ConsiderDeletion Score: -7912479.000000 Penalty: 15679.488281 Iteration 134Q: 30 clusters Score -7912479 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 468 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 794 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 421 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11698 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 99279 members Mstep: Class 17 contains 1299 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 13889 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1897 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5070 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Entering Unmasked Estep ConsiderDeletion Score: -7912488.000000 Penalty: 15679.488281 Iteration 135Q: 30 clusters Score -7912488 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 468 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 794 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 421 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11686 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 99255 members Mstep: Class 17 contains 1299 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 13912 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1896 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5084 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Entering Unmasked Estep ConsiderDeletion Score: -7912467.500000 Penalty: 15679.488281 Iteration 136Q: 30 clusters Score -7912468 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 468 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 794 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 421 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11677 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 99230 members Mstep: Class 17 contains 1299 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 13934 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1894 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5098 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Entering Unmasked Estep ConsiderDeletion Score: -7912465.500000 Penalty: 15679.488281 Iteration 137Q: 30 clusters Score -7912466 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 468 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 794 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 421 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11671 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 99206 members Mstep: Class 17 contains 1299 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 13949 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1894 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5113 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Entering Unmasked Estep ConsiderDeletion Score: -7912471.500000 Penalty: 15679.488281 Iteration 138Q: 30 clusters Score -7912472 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 468 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 794 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 421 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11665 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 99194 members Mstep: Class 17 contains 1299 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 13962 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1894 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5118 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Entering Unmasked Estep ConsiderDeletion Score: -7912472.000000 Penalty: 15679.488281 Iteration 139Q: 30 clusters Score -7912472 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 468 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 794 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 421 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11659 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 99175 members Mstep: Class 17 contains 1299 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 13977 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1894 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5128 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Entering Unmasked Estep ConsiderDeletion Score: -7912452.500000 Penalty: 15679.488281 Iteration 140F: 30 clusters Score -7912452 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 468 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 794 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 421 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11656 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 99161 members Mstep: Class 17 contains 1298 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 13991 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1894 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5132 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Entering Unmasked Estep ConsiderDeletion Score: -7912457.500000 Penalty: 15679.488281 Iteration 141Q: 30 clusters Score -7912458 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 468 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 794 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 421 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11650 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 99151 members Mstep: Class 17 contains 1298 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 14000 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1894 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5139 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Entering Unmasked Estep ConsiderDeletion Score: -7912467.500000 Penalty: 15679.488281 Iteration 142Q: 30 clusters Score -7912468 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 468 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 794 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 421 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11643 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 99146 members Mstep: Class 17 contains 1297 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 14006 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1894 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5146 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Entering Unmasked Estep ConsiderDeletion Score: -7912462.500000 Penalty: 15679.488281 Iteration 143Q: 30 clusters Score -7912462 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 468 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 794 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 421 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11638 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 99132 members Mstep: Class 17 contains 1296 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 14021 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1894 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5151 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Entering Unmasked Estep ConsiderDeletion Score: -7912474.500000 Penalty: 15679.488281 Iteration 144Q: 30 clusters Score -7912474 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 468 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 794 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 421 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11633 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 99120 members Mstep: Class 17 contains 1296 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 14031 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1895 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5157 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Entering Unmasked Estep ConsiderDeletion Score: -7912481.000000 Penalty: 15679.488281 Iteration 145Q: 30 clusters Score -7912481 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 468 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 794 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 421 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11627 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 99106 members Mstep: Class 17 contains 1296 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 14043 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1894 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5166 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Entering Unmasked Estep ConsiderDeletion Score: -7912475.000000 Penalty: 15679.488281 Iteration 146Q: 30 clusters Score -7912475 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 468 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 794 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 421 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11624 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 99088 members Mstep: Class 17 contains 1296 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 14059 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1894 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5171 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Entering Unmasked Estep ConsiderDeletion Score: -7912480.000000 Penalty: 15679.488281 Iteration 147Q: 30 clusters Score -7912480 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 468 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 794 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 421 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11618 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 99075 members Mstep: Class 17 contains 1296 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 14072 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1894 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5177 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Entering Unmasked Estep ConsiderDeletion Score: -7912471.500000 Penalty: 15679.488281 Iteration 148Q: 30 clusters Score -7912472 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 468 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 794 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 421 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11606 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 99068 members Mstep: Class 17 contains 1296 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 14084 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1894 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5184 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Entering Unmasked Estep ConsiderDeletion Score: -7912474.500000 Penalty: 15679.488281 Iteration 149Q: 30 clusters Score -7912474 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 468 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 794 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 421 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11592 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 99065 members Mstep: Class 17 contains 1296 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 14095 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1894 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5190 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Entering Unmasked Estep ConsiderDeletion Score: -7912469.000000 Penalty: 15679.488281 Iteration 150Q: 30 clusters Score -7912469 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 468 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 793 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 421 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11583 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 99049 members Mstep: Class 17 contains 1295 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 14110 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1894 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5202 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Entering Unmasked Estep ConsiderDeletion Score: -7912473.500000 Penalty: 15679.488281 Iteration 151Q: 30 clusters Score -7912474 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 468 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 792 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 421 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11573 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 99033 members Mstep: Class 17 contains 1293 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 14128 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1894 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5213 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Entering Unmasked Estep ConsiderDeletion Score: -7912470.500000 Penalty: 15679.488281 Iteration 152Q: 30 clusters Score -7912470 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 468 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 792 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 421 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11568 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 99017 members Mstep: Class 17 contains 1292 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 14143 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1894 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5220 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Entering Unmasked Estep ConsiderDeletion Score: -7912476.000000 Penalty: 15679.488281 Iteration 153Q: 30 clusters Score -7912476 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 468 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 792 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 421 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11562 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 99004 members Mstep: Class 17 contains 1292 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 14154 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1894 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5228 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Entering Unmasked Estep ConsiderDeletion Score: -7912464.500000 Penalty: 15679.488281 Iteration 154Q: 30 clusters Score -7912464 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 467 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 791 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 421 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11558 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 98997 members Mstep: Class 17 contains 1292 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 14163 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1894 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5232 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Entering Unmasked Estep ConsiderDeletion Score: -7912473.500000 Penalty: 15679.488281 Iteration 155Q: 30 clusters Score -7912474 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 467 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 788 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 421 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11559 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 98980 members Mstep: Class 17 contains 1292 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 14175 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1894 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5239 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Entering Unmasked Estep ConsiderDeletion Score: -7912478.000000 Penalty: 15679.488281 Iteration 156Q: 30 clusters Score -7912478 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 467 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 788 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 421 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11556 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 98969 members Mstep: Class 17 contains 1292 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 14183 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1894 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5245 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Entering Unmasked Estep ConsiderDeletion Score: -7912477.500000 Penalty: 15679.488281 Iteration 157Q: 30 clusters Score -7912478 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 467 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 788 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 421 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11551 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 98964 members Mstep: Class 17 contains 1292 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 14191 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1894 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5247 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Entering Unmasked Estep ConsiderDeletion Score: -7912480.500000 Penalty: 15679.488281 Iteration 158Q: 30 clusters Score -7912480 nChanged 13 Entering ConstructFrom: Score: -7912480.500000 Penalty: 15679.488281 Entering ConstructFrom: Trying to split cluster 1 (463 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Entering Unmasked Estep Score: -24410.390625 Penalty: 279.266602 Iteration 0F: 2 clusters Score -24410.39 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 236 members Entering Unmasked Estep Score: -23941.292969 Penalty: 558.533203 Iteration 0F: 3 clusters Score -23941.29 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -24039.542969 Penalty: 558.533203 Iteration 1F: 3 clusters Score -24039.54 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -24063.265625 Penalty: 558.533203 Iteration 2F: 3 clusters Score -24063.27 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -24099.595703 Penalty: 558.533203 Iteration 3F: 3 clusters Score -24099.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -24141.773438 Penalty: 558.533203 Iteration 4F: 3 clusters Score -24141.77 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -24158.902344 Penalty: 558.533203 Iteration 5Q: 3 clusters Score -24158.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -24169.998047 Penalty: 558.533203 Iteration 6Q: 3 clusters Score -24170 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -24181.738281 Penalty: 558.533203 Iteration 7Q: 3 clusters Score -24181.74 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -24188.048828 Penalty: 558.533203 Iteration 8Q: 3 clusters Score -24188.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -24189.751953 Penalty: 558.533203 Iteration 9Q: 3 clusters Score -24189.75 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -24195.822266 Penalty: 558.533203 Iteration 10Q: 3 clusters Score -24195.82 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -24197.703125 Penalty: 558.533203 Iteration 11Q: 3 clusters Score -24197.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -24200.980469 Penalty: 558.533203 Iteration 12Q: 3 clusters Score -24200.98 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -24202.867188 Penalty: 558.533203 Iteration 13Q: 3 clusters Score -24202.87 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -24204.281250 Penalty: 558.533203 Iteration 14Q: 3 clusters Score -24204.28 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -24205.365234 Penalty: 558.533203 Iteration 15Q: 3 clusters Score -24205.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -24206.185547 Penalty: 558.533203 Iteration 16Q: 3 clusters Score -24206.19 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -24207.458984 Penalty: 558.533203 Iteration 17Q: 3 clusters Score -24207.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -24207.458984 Penalty: 558.533203 Iteration 18F: 3 clusters Score -24207.46 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (467 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Entering Unmasked Estep Score: -23114.146484 Penalty: 279.657990 Iteration 0F: 2 clusters Score -23114.15 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -22692.435547 Penalty: 559.315979 Iteration 0F: 3 clusters Score -22692.44 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -23004.171875 Penalty: 559.315979 Iteration 1F: 3 clusters Score -23004.17 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -23068.953125 Penalty: 559.315979 Iteration 2F: 3 clusters Score -23068.95 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -23089.593750 Penalty: 559.315979 Iteration 3Q: 3 clusters Score -23089.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -23091.916016 Penalty: 559.315979 Iteration 4Q: 3 clusters Score -23091.92 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -23092.500000 Penalty: 559.315979 Iteration 5Q: 3 clusters Score -23092.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -23092.613281 Penalty: 559.315979 Iteration 6Q: 3 clusters Score -23092.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -23092.613281 Penalty: 559.315979 Iteration 7F: 3 clusters Score -23092.61 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (128 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Entering Unmasked Estep Score: -6341.765137 Penalty: 220.767380 Iteration 0F: 2 clusters Score -6341.765 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 62 members Entering Unmasked Estep Score: -6099.965332 Penalty: 441.534760 Iteration 0F: 3 clusters Score -6099.965 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -6140.338867 Penalty: 441.534760 Iteration 1F: 3 clusters Score -6140.339 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -6147.849121 Penalty: 441.534760 Iteration 2Q: 3 clusters Score -6147.849 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -6152.548340 Penalty: 441.534760 Iteration 3Q: 3 clusters Score -6152.548 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -6152.548340 Penalty: 441.534760 Iteration 4F: 3 clusters Score -6152.548 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (73 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Entering Unmasked Estep Score: -3473.765137 Penalty: 195.215912 Iteration 0F: 2 clusters Score -3473.765 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -3310.626465 Penalty: 390.431824 Iteration 0F: 3 clusters Score -3310.626 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -3333.665283 Penalty: 390.431824 Iteration 1F: 3 clusters Score -3333.665 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33 members Mstep: Class 2 contains 40 members Entering Unmasked Estep Score: -3336.042969 Penalty: 390.431824 Iteration 2Q: 3 clusters Score -3336.043 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -3341.989258 Penalty: 390.431824 Iteration 3Q: 3 clusters Score -3341.989 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -3341.989258 Penalty: 390.431824 Iteration 4F: 3 clusters Score -3341.989 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (62 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Entering Unmasked Estep Score: -2824.416748 Penalty: 187.784607 Iteration 0F: 2 clusters Score -2824.417 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27 members Mstep: Class 2 contains 35 members Entering Unmasked Estep Score: -2680.051514 Penalty: 375.569214 Iteration 0F: 3 clusters Score -2680.052 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -2705.263672 Penalty: 375.569214 Iteration 1F: 3 clusters Score -2705.264 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (70 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Entering Unmasked Estep Score: -2631.359131 Penalty: 193.306534 Iteration 0F: 2 clusters Score -2631.359 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38 members Mstep: Class 2 contains 32 members Entering Unmasked Estep Score: -2620.417969 Penalty: 386.613068 Iteration 0F: 3 clusters Score -2620.418 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 17 members Entering Unmasked Estep Score: -2668.353271 Penalty: 386.613068 Iteration 1F: 3 clusters Score -2668.353 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 14 members Entering Unmasked Estep Score: -2686.997803 Penalty: 386.613068 Iteration 2Q: 3 clusters Score -2686.998 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 11 members Deleted class 2: not enough members Entering Unmasked Estep Score: 73420.820312 Penalty: 193.306534 Iteration 3Q: 2 clusters Score 73420.82 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Entering Unmasked Estep Score: -2631.359131 Penalty: 193.306534 Iteration 4F: 2 clusters Score -2631.359 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (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: -40344.847656 Penalty: 303.462158 Iteration 0F: 2 clusters Score -40344.85 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -39673.441406 Penalty: 606.924316 Iteration 0F: 3 clusters Score -39673.44 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -39853.894531 Penalty: 606.924316 Iteration 1F: 3 clusters Score -39853.89 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -39915.425781 Penalty: 606.924316 Iteration 2F: 3 clusters Score -39915.43 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -39949.296875 Penalty: 606.924316 Iteration 3F: 3 clusters Score -39949.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -39971.507812 Penalty: 606.924316 Iteration 4Q: 3 clusters Score -39971.51 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -39987.121094 Penalty: 606.924316 Iteration 5Q: 3 clusters Score -39987.12 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -40003.578125 Penalty: 606.924316 Iteration 6Q: 3 clusters Score -40003.58 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -40018.566406 Penalty: 606.924316 Iteration 7Q: 3 clusters Score -40018.57 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -40036.851562 Penalty: 606.924316 Iteration 8Q: 3 clusters Score -40036.85 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -40052.183594 Penalty: 606.924316 Iteration 9Q: 3 clusters Score -40052.18 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -40067.367188 Penalty: 606.924316 Iteration 10Q: 3 clusters Score -40067.37 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -40084.816406 Penalty: 606.924316 Iteration 11Q: 3 clusters Score -40084.82 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -40122.191406 Penalty: 606.924316 Iteration 12Q: 3 clusters Score -40122.19 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -40139.875000 Penalty: 606.924316 Iteration 13Q: 3 clusters Score -40139.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -40142.113281 Penalty: 606.924316 Iteration 14Q: 3 clusters Score -40142.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -40143.710938 Penalty: 606.924316 Iteration 15Q: 3 clusters Score -40143.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -40148.484375 Penalty: 606.924316 Iteration 16Q: 3 clusters Score -40148.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -40151.585938 Penalty: 606.924316 Iteration 17Q: 3 clusters Score -40151.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -40151.585938 Penalty: 606.924316 Iteration 18F: 3 clusters Score -40151.59 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (71 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Entering Unmasked Estep Score: -3262.335205 Penalty: 193.951935 Iteration 0F: 2 clusters Score -3262.335 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -3095.400391 Penalty: 387.903870 Iteration 0F: 3 clusters Score -3095.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38 members Mstep: Class 2 contains 33 members Entering Unmasked Estep Score: -3120.254639 Penalty: 387.903870 Iteration 1F: 3 clusters Score -3120.255 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39 members Mstep: Class 2 contains 32 members Entering Unmasked Estep Score: -3124.564941 Penalty: 387.903870 Iteration 2Q: 3 clusters Score -3124.565 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41 members Mstep: Class 2 contains 30 members Entering Unmasked Estep Score: -3130.427246 Penalty: 387.903870 Iteration 3Q: 3 clusters Score -3130.427 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41 members Mstep: Class 2 contains 30 members Entering Unmasked Estep Score: -3130.427246 Penalty: 387.903870 Iteration 4F: 3 clusters Score -3130.427 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1134 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Entering Unmasked Estep Score: -62411.492188 Penalty: 320.024536 Iteration 0F: 2 clusters Score -62411.49 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -61543.535156 Penalty: 640.049072 Iteration 0F: 3 clusters Score -61543.54 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -61774.218750 Penalty: 640.049072 Iteration 1F: 3 clusters Score -61774.22 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -61822.792969 Penalty: 640.049072 Iteration 2F: 3 clusters Score -61822.79 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -61854.789062 Penalty: 640.049072 Iteration 3Q: 3 clusters Score -61854.79 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -61882.527344 Penalty: 640.049072 Iteration 4Q: 3 clusters Score -61882.53 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -61899.335938 Penalty: 640.049072 Iteration 5Q: 3 clusters Score -61899.34 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -61914.269531 Penalty: 640.049072 Iteration 6Q: 3 clusters Score -61914.27 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -61929.640625 Penalty: 640.049072 Iteration 7Q: 3 clusters Score -61929.64 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -61949.246094 Penalty: 640.049072 Iteration 8Q: 3 clusters Score -61949.25 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -61962.453125 Penalty: 640.049072 Iteration 9Q: 3 clusters Score -61962.45 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -61971.710938 Penalty: 640.049072 Iteration 10Q: 3 clusters Score -61971.71 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -61976.507812 Penalty: 640.049072 Iteration 11Q: 3 clusters Score -61976.51 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -61980.882812 Penalty: 640.049072 Iteration 12Q: 3 clusters Score -61980.88 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -61984.898438 Penalty: 640.049072 Iteration 13Q: 3 clusters Score -61984.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -61989.371094 Penalty: 640.049072 Iteration 14Q: 3 clusters Score -61989.37 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -61992.718750 Penalty: 640.049072 Iteration 15Q: 3 clusters Score -61992.72 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -61994.117188 Penalty: 640.049072 Iteration 16Q: 3 clusters Score -61994.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -61994.542969 Penalty: 640.049072 Iteration 17Q: 3 clusters Score -61994.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -61995.183594 Penalty: 640.049072 Iteration 18Q: 3 clusters Score -61995.18 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -61995.386719 Penalty: 640.049072 Iteration 19Q: 3 clusters Score -61995.39 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -61995.386719 Penalty: 640.049072 Iteration 20F: 3 clusters Score -61995.39 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (379 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Entering Unmasked Estep Score: -18202.962891 Penalty: 270.157898 Iteration 0F: 2 clusters Score -18202.96 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -17795.496094 Penalty: 540.315796 Iteration 0F: 3 clusters Score -17795.5 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -17918.121094 Penalty: 540.315796 Iteration 1F: 3 clusters Score -17918.12 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -17988.578125 Penalty: 540.315796 Iteration 2F: 3 clusters Score -17988.58 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -18049.064453 Penalty: 540.315796 Iteration 3F: 3 clusters Score -18049.06 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -18095.472656 Penalty: 540.315796 Iteration 4Q: 3 clusters Score -18095.47 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -18150.816406 Penalty: 540.315796 Iteration 5Q: 3 clusters Score -18150.82 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -18169.646484 Penalty: 540.315796 Iteration 6Q: 3 clusters Score -18169.65 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -18178.871094 Penalty: 540.315796 Iteration 7Q: 3 clusters Score -18178.87 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -18182.388672 Penalty: 540.315796 Iteration 8Q: 3 clusters Score -18182.39 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -18187.322266 Penalty: 540.315796 Iteration 9Q: 3 clusters Score -18187.32 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -18193.140625 Penalty: 540.315796 Iteration 10Q: 3 clusters Score -18193.14 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -18194.703125 Penalty: 540.315796 Iteration 11Q: 3 clusters Score -18194.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -18199.716797 Penalty: 540.315796 Iteration 12Q: 3 clusters Score -18199.72 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -18205.925781 Penalty: 540.315796 Iteration 13Q: 3 clusters Score -18205.93 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -18208.917969 Penalty: 540.315796 Iteration 14Q: 3 clusters Score -18208.92 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -18211.853516 Penalty: 540.315796 Iteration 15Q: 3 clusters Score -18211.85 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -18224.023438 Penalty: 540.315796 Iteration 16Q: 3 clusters Score -18224.02 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -18266.111328 Penalty: 540.315796 Iteration 17Q: 3 clusters Score -18266.11 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -18317.376953 Penalty: 540.315796 Iteration 18Q: 3 clusters Score -18317.38 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -18329.105469 Penalty: 540.315796 Iteration 19Q: 3 clusters Score -18329.11 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -18347.269531 Penalty: 540.315796 Iteration 20F: 3 clusters Score -18347.27 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -18359.808594 Penalty: 540.315796 Iteration 21Q: 3 clusters Score -18359.81 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -18362.906250 Penalty: 540.315796 Iteration 22Q: 3 clusters Score -18362.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -18364.515625 Penalty: 540.315796 Iteration 23Q: 3 clusters Score -18364.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -18365.333984 Penalty: 540.315796 Iteration 24Q: 3 clusters Score -18365.33 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -18366.597656 Penalty: 540.315796 Iteration 25Q: 3 clusters Score -18366.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -18367.855469 Penalty: 540.315796 Iteration 26Q: 3 clusters Score -18367.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -18368.199219 Penalty: 540.315796 Iteration 27Q: 3 clusters Score -18368.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -18368.199219 Penalty: 540.315796 Iteration 28F: 3 clusters Score -18368.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 467 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 788 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 223 members Mstep: Class 11 contains 421 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11543 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 98967 members Mstep: Class 17 contains 1292 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 14195 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1894 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5248 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 156 members Entering Unmasked Estep Score: -7912377.000000 Penalty: 16220.160156 Splitting cluster 10 changes total score from -7912480.500000 to -7912377.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 11 (421 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Entering Unmasked Estep Score: -21714.171875 Penalty: 274.939819 Iteration 0F: 2 clusters Score -21714.17 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -21283.580078 Penalty: 549.879639 Iteration 0F: 3 clusters Score -21283.58 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -21388.642578 Penalty: 549.879639 Iteration 1F: 3 clusters Score -21388.64 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -21423.291016 Penalty: 549.879639 Iteration 2F: 3 clusters Score -21423.29 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -21443.345703 Penalty: 549.879639 Iteration 3F: 3 clusters Score -21443.35 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -21464.021484 Penalty: 549.879639 Iteration 4Q: 3 clusters Score -21464.02 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -21476.576172 Penalty: 549.879639 Iteration 5Q: 3 clusters Score -21476.58 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -21479.589844 Penalty: 549.879639 Iteration 6Q: 3 clusters Score -21479.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -21482.748047 Penalty: 549.879639 Iteration 7Q: 3 clusters Score -21482.75 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -21486.505859 Penalty: 549.879639 Iteration 8Q: 3 clusters Score -21486.51 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -21490.007812 Penalty: 549.879639 Iteration 9Q: 3 clusters Score -21490.01 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -21492.326172 Penalty: 549.879639 Iteration 10Q: 3 clusters Score -21492.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -21494.115234 Penalty: 549.879639 Iteration 11Q: 3 clusters Score -21494.12 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -21498.460938 Penalty: 549.879639 Iteration 12Q: 3 clusters Score -21498.46 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -21505.359375 Penalty: 549.879639 Iteration 13Q: 3 clusters Score -21505.36 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -21513.941406 Penalty: 549.879639 Iteration 14Q: 3 clusters Score -21513.94 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -21527.386719 Penalty: 549.879639 Iteration 15Q: 3 clusters Score -21527.39 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -21535.068359 Penalty: 549.879639 Iteration 16Q: 3 clusters Score -21535.07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -21538.824219 Penalty: 549.879639 Iteration 17Q: 3 clusters Score -21538.82 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -21539.808594 Penalty: 549.879639 Iteration 18Q: 3 clusters Score -21539.81 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -21540.201172 Penalty: 549.879639 Iteration 19Q: 3 clusters Score -21540.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -21540.201172 Penalty: 549.879639 Iteration 20F: 3 clusters Score -21540.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (193 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Entering Unmasked Estep Score: -8239.678711 Penalty: 239.452393 Iteration 0F: 2 clusters Score -8239.679 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 86 members Entering Unmasked Estep Score: -7988.977539 Penalty: 478.904785 Iteration 0F: 3 clusters Score -7988.978 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -8064.732910 Penalty: 478.904785 Iteration 1F: 3 clusters Score -8064.733 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -8115.379883 Penalty: 478.904785 Iteration 2F: 3 clusters Score -8115.38 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -8148.474609 Penalty: 478.904785 Iteration 3Q: 3 clusters Score -8148.475 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -8205.458984 Penalty: 478.904785 Iteration 4Q: 3 clusters Score -8205.459 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -8422.704102 Penalty: 478.904785 Iteration 5Q: 3 clusters Score -8422.704 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -8485.164062 Penalty: 478.904785 Iteration 6F: 3 clusters Score -8485.164 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -8535.979492 Penalty: 478.904785 Iteration 7Q: 3 clusters Score -8535.979 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -8535.979492 Penalty: 478.904785 Iteration 8F: 3 clusters Score -8535.979 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 467 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 788 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 421 members Mstep: Class 12 contains 136 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11543 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 98967 members Mstep: Class 17 contains 1292 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 14195 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1894 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5248 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 57 members Entering Unmasked Estep Score: -7912473.000000 Penalty: 16220.160156 Splitting cluster 12 changes total score from -7912480.500000 to -7912473.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 13 (145 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Entering Unmasked Estep Score: -6754.305176 Penalty: 226.441376 Iteration 0F: 2 clusters Score -6754.305 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 74 members Entering Unmasked Estep Score: -6522.099121 Penalty: 452.882751 Iteration 0F: 3 clusters Score -6522.099 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -6570.576660 Penalty: 452.882751 Iteration 1F: 3 clusters Score -6570.577 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -6581.148438 Penalty: 452.882751 Iteration 2F: 3 clusters Score -6581.148 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -6587.709961 Penalty: 452.882751 Iteration 3Q: 3 clusters Score -6587.71 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -6599.666992 Penalty: 452.882751 Iteration 4Q: 3 clusters Score -6599.667 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -6600.962402 Penalty: 452.882751 Iteration 5Q: 3 clusters Score -6600.962 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -6600.962402 Penalty: 452.882751 Iteration 6F: 3 clusters Score -6600.962 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (11543 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11543 members Entering Unmasked Estep Score: -621202.875000 Penalty: 425.599457 Iteration 0F: 2 clusters Score -621202.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5722 members Mstep: Class 2 contains 5821 members Entering Unmasked Estep Score: -613491.625000 Penalty: 851.198914 Iteration 0F: 3 clusters Score -613491.6 nChanged 5451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5101 members Mstep: Class 2 contains 6442 members Entering Unmasked Estep Score: -616852.812500 Penalty: 851.198914 Iteration 1F: 3 clusters Score -616852.8 nChanged 728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4767 members Mstep: Class 2 contains 6776 members Entering Unmasked Estep Score: -617248.312500 Penalty: 851.198914 Iteration 2F: 3 clusters Score -617248.3 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4381 members Mstep: Class 2 contains 7162 members Entering Unmasked Estep Score: -617754.000000 Penalty: 851.198914 Iteration 3F: 3 clusters Score -617754 nChanged 729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4036 members Mstep: Class 2 contains 7507 members Entering Unmasked Estep Score: -618346.500000 Penalty: 851.198914 Iteration 4F: 3 clusters Score -618346.5 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3742 members Mstep: Class 2 contains 7801 members Entering Unmasked Estep Score: -618921.562500 Penalty: 851.198914 Iteration 5F: 3 clusters Score -618921.6 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3531 members Mstep: Class 2 contains 8012 members Entering Unmasked Estep Score: -619274.750000 Penalty: 851.198914 Iteration 6Q: 3 clusters Score -619274.8 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3330 members Mstep: Class 2 contains 8213 members Entering Unmasked Estep Score: -619469.437500 Penalty: 851.198914 Iteration 7Q: 3 clusters Score -619469.4 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3152 members Mstep: Class 2 contains 8391 members Entering Unmasked Estep Score: -619586.687500 Penalty: 851.198914 Iteration 8Q: 3 clusters Score -619586.7 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2956 members Mstep: Class 2 contains 8587 members Entering Unmasked Estep Score: -619703.562500 Penalty: 851.198914 Iteration 9Q: 3 clusters Score -619703.6 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2748 members Mstep: Class 2 contains 8795 members Entering Unmasked Estep Score: -619821.187500 Penalty: 851.198914 Iteration 10Q: 3 clusters Score -619821.2 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2573 members Mstep: Class 2 contains 8970 members Entering Unmasked Estep Score: -619914.937500 Penalty: 851.198914 Iteration 11Q: 3 clusters Score -619914.9 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2402 members Mstep: Class 2 contains 9141 members Entering Unmasked Estep Score: -620009.687500 Penalty: 851.198914 Iteration 12Q: 3 clusters Score -620009.7 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 9297 members Entering Unmasked Estep Score: -620085.375000 Penalty: 851.198914 Iteration 13Q: 3 clusters Score -620085.4 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 9459 members Entering Unmasked Estep Score: -620157.875000 Penalty: 851.198914 Iteration 14Q: 3 clusters Score -620157.9 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 9612 members Entering Unmasked Estep Score: -620240.187500 Penalty: 851.198914 Iteration 15Q: 3 clusters Score -620240.2 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 9768 members Entering Unmasked Estep Score: -620331.375000 Penalty: 851.198914 Iteration 16Q: 3 clusters Score -620331.4 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 9918 members Entering Unmasked Estep Score: -620412.937500 Penalty: 851.198914 Iteration 17Q: 3 clusters Score -620412.9 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 10051 members Entering Unmasked Estep Score: -620486.375000 Penalty: 851.198914 Iteration 18Q: 3 clusters Score -620486.4 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 10165 members Entering Unmasked Estep Score: -620537.562500 Penalty: 851.198914 Iteration 19Q: 3 clusters Score -620537.6 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 10275 members Entering Unmasked Estep Score: -620586.625000 Penalty: 851.198914 Iteration 20F: 3 clusters Score -620586.6 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 10377 members Entering Unmasked Estep Score: -620626.625000 Penalty: 851.198914 Iteration 21Q: 3 clusters Score -620626.6 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 10469 members Entering Unmasked Estep Score: -620667.750000 Penalty: 851.198914 Iteration 22Q: 3 clusters Score -620667.8 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 10561 members Entering Unmasked Estep Score: -620714.125000 Penalty: 851.198914 Iteration 23Q: 3 clusters Score -620714.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 10637 members Entering Unmasked Estep Score: -620748.500000 Penalty: 851.198914 Iteration 24Q: 3 clusters Score -620748.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 10699 members Entering Unmasked Estep Score: -620771.937500 Penalty: 851.198914 Iteration 25Q: 3 clusters Score -620771.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 10753 members Entering Unmasked Estep Score: -620796.312500 Penalty: 851.198914 Iteration 26Q: 3 clusters Score -620796.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 10804 members Entering Unmasked Estep Score: -620817.875000 Penalty: 851.198914 Iteration 27Q: 3 clusters Score -620817.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 10843 members Entering Unmasked Estep Score: -620833.437500 Penalty: 851.198914 Iteration 28Q: 3 clusters Score -620833.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 10892 members Entering Unmasked Estep Score: -620857.187500 Penalty: 851.198914 Iteration 29Q: 3 clusters Score -620857.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 10928 members Entering Unmasked Estep Score: -620874.562500 Penalty: 851.198914 Iteration 30Q: 3 clusters Score -620874.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 10948 members Entering Unmasked Estep Score: -620880.062500 Penalty: 851.198914 Iteration 31Q: 3 clusters Score -620880.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 10966 members Entering Unmasked Estep Score: -620885.562500 Penalty: 851.198914 Iteration 32Q: 3 clusters Score -620885.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 10979 members Entering Unmasked Estep Score: -620887.875000 Penalty: 851.198914 Iteration 33Q: 3 clusters Score -620887.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 10985 members Entering Unmasked Estep Score: -620889.250000 Penalty: 851.198914 Iteration 34Q: 3 clusters Score -620889.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 10990 members Entering Unmasked Estep Score: -620889.937500 Penalty: 851.198914 Iteration 35Q: 3 clusters Score -620889.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 10992 members Entering Unmasked Estep Score: -620888.937500 Penalty: 851.198914 Iteration 36Q: 3 clusters Score -620888.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 10995 members Entering Unmasked Estep Score: -620890.750000 Penalty: 851.198914 Iteration 37Q: 3 clusters Score -620890.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 10998 members Entering Unmasked Estep Score: -620890.750000 Penalty: 851.198914 Iteration 38Q: 3 clusters Score -620890.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 11000 members Entering Unmasked Estep Score: -620890.750000 Penalty: 851.198914 Iteration 39Q: 3 clusters Score -620890.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 11002 members Entering Unmasked Estep Score: -620891.250000 Penalty: 851.198914 Iteration 40F: 3 clusters Score -620891.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 11005 members Entering Unmasked Estep Score: -620891.187500 Penalty: 851.198914 Iteration 41Q: 3 clusters Score -620891.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 11005 members Entering Unmasked Estep Score: -620891.187500 Penalty: 851.198914 Iteration 42F: 3 clusters Score -620891.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2623 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2623 members Entering Unmasked Estep Score: -143788.687500 Penalty: 358.179382 Iteration 0F: 2 clusters Score -143788.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -141957.593750 Penalty: 716.358765 Iteration 0F: 3 clusters Score -141957.6 nChanged 1127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -142592.625000 Penalty: 716.358765 Iteration 1F: 3 clusters Score -142592.6 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -142676.281250 Penalty: 716.358765 Iteration 2F: 3 clusters Score -142676.3 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -142742.937500 Penalty: 716.358765 Iteration 3F: 3 clusters Score -142742.9 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -142814.531250 Penalty: 716.358765 Iteration 4Q: 3 clusters Score -142814.5 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -142882.250000 Penalty: 716.358765 Iteration 5Q: 3 clusters Score -142882.2 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -142966.140625 Penalty: 716.358765 Iteration 6Q: 3 clusters Score -142966.1 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -143077.312500 Penalty: 716.358765 Iteration 7Q: 3 clusters Score -143077.3 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -143227.203125 Penalty: 716.358765 Iteration 8Q: 3 clusters Score -143227.2 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -143361.093750 Penalty: 716.358765 Iteration 9F: 3 clusters Score -143361.1 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -143421.171875 Penalty: 716.358765 Iteration 10Q: 3 clusters Score -143421.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -143459.656250 Penalty: 716.358765 Iteration 11Q: 3 clusters Score -143459.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -143499.546875 Penalty: 716.358765 Iteration 12Q: 3 clusters Score -143499.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -143540.593750 Penalty: 716.358765 Iteration 13Q: 3 clusters Score -143540.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -143587.328125 Penalty: 716.358765 Iteration 14Q: 3 clusters Score -143587.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -143635.453125 Penalty: 716.358765 Iteration 15Q: 3 clusters Score -143635.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -143664.484375 Penalty: 716.358765 Iteration 16Q: 3 clusters Score -143664.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -143681.484375 Penalty: 716.358765 Iteration 17Q: 3 clusters Score -143681.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -143692.796875 Penalty: 716.358765 Iteration 18Q: 3 clusters Score -143692.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -143697.781250 Penalty: 716.358765 Iteration 19Q: 3 clusters Score -143697.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -143700.171875 Penalty: 716.358765 Iteration 20F: 3 clusters Score -143700.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -143702.062500 Penalty: 716.358765 Iteration 21Q: 3 clusters Score -143702.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -143703.687500 Penalty: 716.358765 Iteration 22Q: 3 clusters Score -143703.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -143704.781250 Penalty: 716.358765 Iteration 23Q: 3 clusters Score -143704.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -143705.046875 Penalty: 716.358765 Iteration 24Q: 3 clusters Score -143705 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -143705.703125 Penalty: 716.358765 Iteration 25Q: 3 clusters Score -143705.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -143705.703125 Penalty: 716.358765 Iteration 26F: 3 clusters Score -143705.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (98967 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98967 members Entering Unmasked Estep Score: -5579472.500000 Penalty: 523.365662 Iteration 0F: 2 clusters Score -5579472 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49565 members Mstep: Class 2 contains 49402 members Entering Unmasked Estep Score: -5512745.500000 Penalty: 1046.731323 Iteration 0F: 3 clusters Score -5512746 nChanged 48094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51695 members Mstep: Class 2 contains 47272 members Entering Unmasked Estep Score: -5542503.500000 Penalty: 1046.731323 Iteration 1F: 3 clusters Score -5542504 nChanged 3703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52604 members Mstep: Class 2 contains 46363 members Entering Unmasked Estep Score: -5543626.500000 Penalty: 1046.731323 Iteration 2Q: 3 clusters Score -5543626 nChanged 4086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53814 members Mstep: Class 2 contains 45153 members Entering Unmasked Estep Score: -5545309.500000 Penalty: 1046.731323 Iteration 3Q: 3 clusters Score -5545310 nChanged 4805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55403 members Mstep: Class 2 contains 43564 members Entering Unmasked Estep Score: -5547880.500000 Penalty: 1046.731323 Iteration 4Q: 3 clusters Score -5547880 nChanged 5654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57207 members Mstep: Class 2 contains 41760 members Entering Unmasked Estep Score: -5551497.000000 Penalty: 1046.731323 Iteration 5F: 3 clusters Score -5551497 nChanged 6256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58973 members Mstep: Class 2 contains 39994 members Entering Unmasked Estep Score: -5555874.000000 Penalty: 1046.731323 Iteration 6F: 3 clusters Score -5555874 nChanged 6006 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60507 members Mstep: Class 2 contains 38460 members Entering Unmasked Estep Score: -5559761.500000 Penalty: 1046.731323 Iteration 7F: 3 clusters Score -5559762 nChanged 4844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61825 members Mstep: Class 2 contains 37142 members Entering Unmasked Estep Score: -5562103.000000 Penalty: 1046.731323 Iteration 8Q: 3 clusters Score -5562103 nChanged 3344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62981 members Mstep: Class 2 contains 35986 members Entering Unmasked Estep Score: -5563132.000000 Penalty: 1046.731323 Iteration 9Q: 3 clusters Score -5563132 nChanged 2093 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64158 members Mstep: Class 2 contains 34809 members Entering Unmasked Estep Score: -5563581.000000 Penalty: 1046.731323 Iteration 10Q: 3 clusters Score -5563581 nChanged 1490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65368 members Mstep: Class 2 contains 33599 members Entering Unmasked Estep Score: -5563893.500000 Penalty: 1046.731323 Iteration 11Q: 3 clusters Score -5563894 nChanged 1265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66571 members Mstep: Class 2 contains 32396 members Entering Unmasked Estep Score: -5564180.500000 Penalty: 1046.731323 Iteration 12Q: 3 clusters Score -5564180 nChanged 1299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67858 members Mstep: Class 2 contains 31109 members Entering Unmasked Estep Score: -5564443.000000 Penalty: 1046.731323 Iteration 13Q: 3 clusters Score -5564443 nChanged 1377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69235 members Mstep: Class 2 contains 29732 members Entering Unmasked Estep Score: -5564786.500000 Penalty: 1046.731323 Iteration 14Q: 3 clusters Score -5564786 nChanged 1549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70784 members Mstep: Class 2 contains 28183 members Entering Unmasked Estep Score: -5565174.000000 Penalty: 1046.731323 Iteration 15Q: 3 clusters Score -5565174 nChanged 1709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72493 members Mstep: Class 2 contains 26474 members Entering Unmasked Estep Score: -5565621.000000 Penalty: 1046.731323 Iteration 16Q: 3 clusters Score -5565621 nChanged 1856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74349 members Mstep: Class 2 contains 24618 members Entering Unmasked Estep Score: -5566152.000000 Penalty: 1046.731323 Iteration 17Q: 3 clusters Score -5566152 nChanged 1940 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76289 members Mstep: Class 2 contains 22678 members Entering Unmasked Estep Score: -5566778.000000 Penalty: 1046.731323 Iteration 18Q: 3 clusters Score -5566778 nChanged 1989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78278 members Mstep: Class 2 contains 20689 members Entering Unmasked Estep Score: -5567508.000000 Penalty: 1046.731323 Iteration 19Q: 3 clusters Score -5567508 nChanged 2089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80367 members Mstep: Class 2 contains 18600 members Entering Unmasked Estep Score: -5568341.500000 Penalty: 1046.731323 Iteration 20F: 3 clusters Score -5568342 nChanged 2197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82564 members Mstep: Class 2 contains 16403 members Entering Unmasked Estep Score: -5569319.000000 Penalty: 1046.731323 Iteration 21Q: 3 clusters Score -5569319 nChanged 2253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84817 members Mstep: Class 2 contains 14150 members Entering Unmasked Estep Score: -5570502.500000 Penalty: 1046.731323 Iteration 22Q: 3 clusters Score -5570502 nChanged 2257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87074 members Mstep: Class 2 contains 11893 members Entering Unmasked Estep Score: -5571683.500000 Penalty: 1046.731323 Iteration 23Q: 3 clusters Score -5571684 nChanged 2191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89265 members Mstep: Class 2 contains 9702 members Entering Unmasked Estep Score: -5572962.000000 Penalty: 1046.731323 Iteration 24Q: 3 clusters Score -5572962 nChanged 2123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91388 members Mstep: Class 2 contains 7579 members Entering Unmasked Estep Score: -5574274.500000 Penalty: 1046.731323 Iteration 25Q: 3 clusters Score -5574274 nChanged 1848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93236 members Mstep: Class 2 contains 5731 members Entering Unmasked Estep Score: -5575538.500000 Penalty: 1046.731323 Iteration 26Q: 3 clusters Score -5575538 nChanged 1628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94864 members Mstep: Class 2 contains 4103 members Entering Unmasked Estep Score: -5576716.500000 Penalty: 1046.731323 Iteration 27Q: 3 clusters Score -5576716 nChanged 1249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96113 members Mstep: Class 2 contains 2854 members Entering Unmasked Estep Score: -5577582.500000 Penalty: 1046.731323 Iteration 28Q: 3 clusters Score -5577582 nChanged 919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97032 members Mstep: Class 2 contains 1935 members Entering Unmasked Estep Score: -5578220.500000 Penalty: 1046.731323 Iteration 29Q: 3 clusters Score -5578220 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97640 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -5578584.000000 Penalty: 1046.731323 Iteration 30Q: 3 clusters Score -5578584 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98005 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -5578845.000000 Penalty: 1046.731323 Iteration 31Q: 3 clusters Score -5578845 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98223 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -5579037.500000 Penalty: 1046.731323 Iteration 32Q: 3 clusters Score -5579038 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98345 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -5579183.500000 Penalty: 1046.731323 Iteration 33Q: 3 clusters Score -5579184 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98395 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -5579243.500000 Penalty: 1046.731323 Iteration 34Q: 3 clusters Score -5579244 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98402 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -5579270.500000 Penalty: 1046.731323 Iteration 35Q: 3 clusters Score -5579270 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98397 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -5579304.500000 Penalty: 1046.731323 Iteration 36Q: 3 clusters Score -5579304 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98382 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -5579333.000000 Penalty: 1046.731323 Iteration 37Q: 3 clusters Score -5579333 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98369 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -5579340.500000 Penalty: 1046.731323 Iteration 38Q: 3 clusters Score -5579340 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98359 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -5579347.500000 Penalty: 1046.731323 Iteration 39Q: 3 clusters Score -5579348 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98350 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -5579350.000000 Penalty: 1046.731323 Iteration 40F: 3 clusters Score -5579350 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98330 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -5579355.000000 Penalty: 1046.731323 Iteration 41Q: 3 clusters Score -5579355 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98312 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -5579362.000000 Penalty: 1046.731323 Iteration 42Q: 3 clusters Score -5579362 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98287 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -5579365.500000 Penalty: 1046.731323 Iteration 43Q: 3 clusters Score -5579366 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98270 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -5579366.500000 Penalty: 1046.731323 Iteration 44Q: 3 clusters Score -5579366 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98252 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -5579384.000000 Penalty: 1046.731323 Iteration 45Q: 3 clusters Score -5579384 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98232 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -5579397.500000 Penalty: 1046.731323 Iteration 46Q: 3 clusters Score -5579398 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98213 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -5579403.500000 Penalty: 1046.731323 Iteration 47Q: 3 clusters Score -5579404 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98196 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -5579413.000000 Penalty: 1046.731323 Iteration 48Q: 3 clusters Score -5579413 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98191 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -5579418.000000 Penalty: 1046.731323 Iteration 49Q: 3 clusters Score -5579418 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98196 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -5579425.500000 Penalty: 1046.731323 Iteration 50Q: 3 clusters Score -5579426 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98205 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -5579424.000000 Penalty: 1046.731323 Iteration 51Q: 3 clusters Score -5579424 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98208 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -5579420.500000 Penalty: 1046.731323 Iteration 52Q: 3 clusters Score -5579420 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98213 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -5579423.000000 Penalty: 1046.731323 Iteration 53Q: 3 clusters Score -5579423 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98218 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -5579422.000000 Penalty: 1046.731323 Iteration 54Q: 3 clusters Score -5579422 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98214 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -5579431.500000 Penalty: 1046.731323 Iteration 55Q: 3 clusters Score -5579432 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98210 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -5579433.500000 Penalty: 1046.731323 Iteration 56Q: 3 clusters Score -5579434 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98202 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -5579435.000000 Penalty: 1046.731323 Iteration 57Q: 3 clusters Score -5579435 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98195 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -5579437.000000 Penalty: 1046.731323 Iteration 58Q: 3 clusters Score -5579437 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98186 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -5579435.000000 Penalty: 1046.731323 Iteration 59Q: 3 clusters Score -5579435 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98180 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -5579432.000000 Penalty: 1046.731323 Iteration 60F: 3 clusters Score -5579432 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98172 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -5579430.500000 Penalty: 1046.731323 Iteration 61Q: 3 clusters Score -5579430 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98168 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -5579432.500000 Penalty: 1046.731323 Iteration 62Q: 3 clusters Score -5579432 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98167 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -5579444.000000 Penalty: 1046.731323 Iteration 63Q: 3 clusters Score -5579444 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98161 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -5579442.000000 Penalty: 1046.731323 Iteration 64Q: 3 clusters Score -5579442 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98153 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -5579447.500000 Penalty: 1046.731323 Iteration 65Q: 3 clusters Score -5579448 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98148 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -5579448.000000 Penalty: 1046.731323 Iteration 66Q: 3 clusters Score -5579448 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98148 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -5579455.000000 Penalty: 1046.731323 Iteration 67Q: 3 clusters Score -5579455 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98153 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -5579452.500000 Penalty: 1046.731323 Iteration 68Q: 3 clusters Score -5579452 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98154 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -5579452.500000 Penalty: 1046.731323 Iteration 69Q: 3 clusters Score -5579452 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98157 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -5579454.000000 Penalty: 1046.731323 Iteration 70Q: 3 clusters Score -5579454 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98158 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -5579460.000000 Penalty: 1046.731323 Iteration 71Q: 3 clusters Score -5579460 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98157 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -5579461.500000 Penalty: 1046.731323 Iteration 72Q: 3 clusters Score -5579462 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98160 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -5579467.000000 Penalty: 1046.731323 Iteration 73Q: 3 clusters Score -5579467 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98172 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -5579479.000000 Penalty: 1046.731323 Iteration 74Q: 3 clusters Score -5579479 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98196 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -5579493.500000 Penalty: 1046.731323 Iteration 75Q: 3 clusters Score -5579494 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98204 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -5579522.500000 Penalty: 1046.731323 Iteration 76Q: 3 clusters Score -5579522 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98206 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -5579543.500000 Penalty: 1046.731323 Iteration 77Q: 3 clusters Score -5579544 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98200 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -5579578.500000 Penalty: 1046.731323 Iteration 78Q: 3 clusters Score -5579578 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98200 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -5579609.500000 Penalty: 1046.731323 Iteration 79Q: 3 clusters Score -5579610 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98176 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -5579639.000000 Penalty: 1046.731323 Iteration 80F: 3 clusters Score -5579639 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98162 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -5579654.000000 Penalty: 1046.731323 Iteration 81Q: 3 clusters Score -5579654 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98149 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -5579679.000000 Penalty: 1046.731323 Iteration 82Q: 3 clusters Score -5579679 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98129 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -5579691.000000 Penalty: 1046.731323 Iteration 83Q: 3 clusters Score -5579691 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98108 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -5579692.500000 Penalty: 1046.731323 Iteration 84Q: 3 clusters Score -5579692 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98095 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -5579695.500000 Penalty: 1046.731323 Iteration 85Q: 3 clusters Score -5579696 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98088 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -5579696.000000 Penalty: 1046.731323 Iteration 86Q: 3 clusters Score -5579696 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98078 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -5579701.500000 Penalty: 1046.731323 Iteration 87Q: 3 clusters Score -5579702 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98073 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -5579696.000000 Penalty: 1046.731323 Iteration 88Q: 3 clusters Score -5579696 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98068 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -5579695.000000 Penalty: 1046.731323 Iteration 89Q: 3 clusters Score -5579695 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98065 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -5579694.500000 Penalty: 1046.731323 Iteration 90Q: 3 clusters Score -5579694 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98066 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -5579694.500000 Penalty: 1046.731323 Iteration 91Q: 3 clusters Score -5579694 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98065 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -5579695.500000 Penalty: 1046.731323 Iteration 92Q: 3 clusters Score -5579696 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98064 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -5579696.500000 Penalty: 1046.731323 Iteration 93Q: 3 clusters Score -5579696 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98064 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -5579696.500000 Penalty: 1046.731323 Iteration 94F: 3 clusters Score -5579696 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 467 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 788 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 421 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11543 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 98064 members Mstep: Class 17 contains 1292 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 14195 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1894 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5248 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 903 members Entering Unmasked Estep Score: -7912691.500000 Penalty: 16220.160156 Splitting cluster 16 changes total score from -7912480.500000 to -7912691.500000 So it's getting split into cluster 30. Entering ConstructFrom: Trying to split cluster 17 (1292 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Entering Unmasked Estep Score: -78862.515625 Penalty: 325.959564 Iteration 0F: 2 clusters Score -78862.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -77867.812500 Penalty: 651.919128 Iteration 0F: 3 clusters Score -77867.81 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -78193.171875 Penalty: 651.919128 Iteration 1F: 3 clusters Score -78193.17 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -78255.320312 Penalty: 651.919128 Iteration 2F: 3 clusters Score -78255.32 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -78288.414062 Penalty: 651.919128 Iteration 3Q: 3 clusters Score -78288.41 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -78314.320312 Penalty: 651.919128 Iteration 4Q: 3 clusters Score -78314.32 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -78343.593750 Penalty: 651.919128 Iteration 5Q: 3 clusters Score -78343.59 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -78375.757812 Penalty: 651.919128 Iteration 6Q: 3 clusters Score -78375.76 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -78410.398438 Penalty: 651.919128 Iteration 7Q: 3 clusters Score -78410.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -78446.664062 Penalty: 651.919128 Iteration 8Q: 3 clusters Score -78446.66 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -78477.390625 Penalty: 651.919128 Iteration 9Q: 3 clusters Score -78477.39 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -78494.460938 Penalty: 651.919128 Iteration 10Q: 3 clusters Score -78494.46 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -78502.250000 Penalty: 651.919128 Iteration 11Q: 3 clusters Score -78502.25 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -78508.734375 Penalty: 651.919128 Iteration 12Q: 3 clusters Score -78508.73 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -78517.796875 Penalty: 651.919128 Iteration 13Q: 3 clusters Score -78517.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -78524.539062 Penalty: 651.919128 Iteration 14Q: 3 clusters Score -78524.54 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -78530.882812 Penalty: 651.919128 Iteration 15Q: 3 clusters Score -78530.88 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -78539.234375 Penalty: 651.919128 Iteration 16Q: 3 clusters Score -78539.23 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -78544.000000 Penalty: 651.919128 Iteration 17Q: 3 clusters Score -78544 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -78546.140625 Penalty: 651.919128 Iteration 18Q: 3 clusters Score -78546.14 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -78550.007812 Penalty: 651.919128 Iteration 19Q: 3 clusters Score -78550.01 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -78552.281250 Penalty: 651.919128 Iteration 20F: 3 clusters Score -78552.28 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -78552.835938 Penalty: 651.919128 Iteration 21Q: 3 clusters Score -78552.84 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -78554.742188 Penalty: 651.919128 Iteration 22Q: 3 clusters Score -78554.74 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -78558.859375 Penalty: 651.919128 Iteration 23Q: 3 clusters Score -78558.86 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -78561.046875 Penalty: 651.919128 Iteration 24Q: 3 clusters Score -78561.05 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -78563.726562 Penalty: 651.919128 Iteration 25Q: 3 clusters Score -78563.73 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -78565.148438 Penalty: 651.919128 Iteration 26Q: 3 clusters Score -78565.15 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -78565.609375 Penalty: 651.919128 Iteration 27Q: 3 clusters Score -78565.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -78565.609375 Penalty: 651.919128 Iteration 28F: 3 clusters Score -78565.61 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (116 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Entering Unmasked Estep Score: -5813.430176 Penalty: 216.288345 Iteration 0F: 2 clusters Score -5813.43 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -5599.604492 Penalty: 432.576691 Iteration 0F: 3 clusters Score -5599.604 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -5632.469238 Penalty: 432.576691 Iteration 1F: 3 clusters Score -5632.469 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -5645.930664 Penalty: 432.576691 Iteration 2F: 3 clusters Score -5645.931 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -5650.792480 Penalty: 432.576691 Iteration 3Q: 3 clusters Score -5650.792 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -5651.552734 Penalty: 432.576691 Iteration 4Q: 3 clusters Score -5651.553 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -5651.552734 Penalty: 432.576691 Iteration 5F: 3 clusters Score -5651.553 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (14195 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14195 members Entering Unmasked Estep Score: -859152.562500 Penalty: 435.009338 Iteration 0F: 2 clusters Score -859152.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7096 members Mstep: Class 2 contains 7099 members Entering Unmasked Estep Score: -849539.500000 Penalty: 870.018677 Iteration 0F: 3 clusters Score -849539.5 nChanged 6776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6868 members Mstep: Class 2 contains 7327 members Entering Unmasked Estep Score: -853554.875000 Penalty: 870.018677 Iteration 1F: 3 clusters Score -853554.9 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6821 members Mstep: Class 2 contains 7374 members Entering Unmasked Estep Score: -853843.375000 Penalty: 870.018677 Iteration 2F: 3 clusters Score -853843.4 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6768 members Mstep: Class 2 contains 7427 members Entering Unmasked Estep Score: -854220.812500 Penalty: 870.018677 Iteration 3F: 3 clusters Score -854220.8 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6731 members Mstep: Class 2 contains 7464 members Entering Unmasked Estep Score: -854757.312500 Penalty: 870.018677 Iteration 4F: 3 clusters Score -854757.3 nChanged 956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6685 members Mstep: Class 2 contains 7510 members Entering Unmasked Estep Score: -855519.875000 Penalty: 870.018677 Iteration 5F: 3 clusters Score -855519.9 nChanged 979 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6672 members Mstep: Class 2 contains 7523 members Entering Unmasked Estep Score: -856228.187500 Penalty: 870.018677 Iteration 6F: 3 clusters Score -856228.2 nChanged 741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6671 members Mstep: Class 2 contains 7524 members Entering Unmasked Estep Score: -856568.625000 Penalty: 870.018677 Iteration 7F: 3 clusters Score -856568.6 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6647 members Mstep: Class 2 contains 7548 members Entering Unmasked Estep Score: -856660.437500 Penalty: 870.018677 Iteration 8Q: 3 clusters Score -856660.4 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6610 members Mstep: Class 2 contains 7585 members Entering Unmasked Estep Score: -856698.062500 Penalty: 870.018677 Iteration 9Q: 3 clusters Score -856698.1 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6566 members Mstep: Class 2 contains 7629 members Entering Unmasked Estep Score: -856724.250000 Penalty: 870.018677 Iteration 10Q: 3 clusters Score -856724.2 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6520 members Mstep: Class 2 contains 7675 members Entering Unmasked Estep Score: -856747.375000 Penalty: 870.018677 Iteration 11Q: 3 clusters Score -856747.4 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6468 members Mstep: Class 2 contains 7727 members Entering Unmasked Estep Score: -856769.937500 Penalty: 870.018677 Iteration 12Q: 3 clusters Score -856769.9 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6421 members Mstep: Class 2 contains 7774 members Entering Unmasked Estep Score: -856789.625000 Penalty: 870.018677 Iteration 13Q: 3 clusters Score -856789.6 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6366 members Mstep: Class 2 contains 7829 members Entering Unmasked Estep Score: -856807.750000 Penalty: 870.018677 Iteration 14Q: 3 clusters Score -856807.8 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6313 members Mstep: Class 2 contains 7882 members Entering Unmasked Estep Score: -856824.125000 Penalty: 870.018677 Iteration 15Q: 3 clusters Score -856824.1 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6251 members Mstep: Class 2 contains 7944 members Entering Unmasked Estep Score: -856842.375000 Penalty: 870.018677 Iteration 16Q: 3 clusters Score -856842.4 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6190 members Mstep: Class 2 contains 8005 members Entering Unmasked Estep Score: -856858.437500 Penalty: 870.018677 Iteration 17Q: 3 clusters Score -856858.4 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6123 members Mstep: Class 2 contains 8072 members Entering Unmasked Estep Score: -856874.250000 Penalty: 870.018677 Iteration 18Q: 3 clusters Score -856874.2 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6065 members Mstep: Class 2 contains 8130 members Entering Unmasked Estep Score: -856889.062500 Penalty: 870.018677 Iteration 19Q: 3 clusters Score -856889.1 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6008 members Mstep: Class 2 contains 8187 members Entering Unmasked Estep Score: -856911.375000 Penalty: 870.018677 Iteration 20F: 3 clusters Score -856911.4 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5931 members Mstep: Class 2 contains 8264 members Entering Unmasked Estep Score: -856932.937500 Penalty: 870.018677 Iteration 21Q: 3 clusters Score -856932.9 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5864 members Mstep: Class 2 contains 8331 members Entering Unmasked Estep Score: -856950.500000 Penalty: 870.018677 Iteration 22Q: 3 clusters Score -856950.5 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5783 members Mstep: Class 2 contains 8412 members Entering Unmasked Estep Score: -856974.875000 Penalty: 870.018677 Iteration 23Q: 3 clusters Score -856974.9 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5689 members Mstep: Class 2 contains 8506 members Entering Unmasked Estep Score: -857002.875000 Penalty: 870.018677 Iteration 24Q: 3 clusters Score -857002.9 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5576 members Mstep: Class 2 contains 8619 members Entering Unmasked Estep Score: -857034.437500 Penalty: 870.018677 Iteration 25Q: 3 clusters Score -857034.4 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5465 members Mstep: Class 2 contains 8730 members Entering Unmasked Estep Score: -857062.500000 Penalty: 870.018677 Iteration 26Q: 3 clusters Score -857062.5 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5354 members Mstep: Class 2 contains 8841 members Entering Unmasked Estep Score: -857089.437500 Penalty: 870.018677 Iteration 27Q: 3 clusters Score -857089.4 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5262 members Mstep: Class 2 contains 8933 members Entering Unmasked Estep Score: -857116.312500 Penalty: 870.018677 Iteration 28Q: 3 clusters Score -857116.3 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5163 members Mstep: Class 2 contains 9032 members Entering Unmasked Estep Score: -857143.750000 Penalty: 870.018677 Iteration 29Q: 3 clusters Score -857143.8 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5065 members Mstep: Class 2 contains 9130 members Entering Unmasked Estep Score: -857165.312500 Penalty: 870.018677 Iteration 30Q: 3 clusters Score -857165.3 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4942 members Mstep: Class 2 contains 9253 members Entering Unmasked Estep Score: -857197.562500 Penalty: 870.018677 Iteration 31Q: 3 clusters Score -857197.6 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4808 members Mstep: Class 2 contains 9387 members Entering Unmasked Estep Score: -857236.437500 Penalty: 870.018677 Iteration 32Q: 3 clusters Score -857236.4 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4663 members Mstep: Class 2 contains 9532 members Entering Unmasked Estep Score: -857267.187500 Penalty: 870.018677 Iteration 33Q: 3 clusters Score -857267.2 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4514 members Mstep: Class 2 contains 9681 members Entering Unmasked Estep Score: -857300.687500 Penalty: 870.018677 Iteration 34Q: 3 clusters Score -857300.7 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4393 members Mstep: Class 2 contains 9802 members Entering Unmasked Estep Score: -857326.125000 Penalty: 870.018677 Iteration 35Q: 3 clusters Score -857326.1 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4270 members Mstep: Class 2 contains 9925 members Entering Unmasked Estep Score: -857352.250000 Penalty: 870.018677 Iteration 36Q: 3 clusters Score -857352.2 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4158 members Mstep: Class 2 contains 10037 members Entering Unmasked Estep Score: -857380.187500 Penalty: 870.018677 Iteration 37Q: 3 clusters Score -857380.2 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4026 members Mstep: Class 2 contains 10169 members Entering Unmasked Estep Score: -857410.625000 Penalty: 870.018677 Iteration 38Q: 3 clusters Score -857410.6 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3902 members Mstep: Class 2 contains 10293 members Entering Unmasked Estep Score: -857438.750000 Penalty: 870.018677 Iteration 39Q: 3 clusters Score -857438.8 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3756 members Mstep: Class 2 contains 10439 members Entering Unmasked Estep Score: -857476.000000 Penalty: 870.018677 Iteration 40F: 3 clusters Score -857476 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3610 members Mstep: Class 2 contains 10585 members Entering Unmasked Estep Score: -857509.375000 Penalty: 870.018677 Iteration 41Q: 3 clusters Score -857509.4 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3455 members Mstep: Class 2 contains 10740 members Entering Unmasked Estep Score: -857547.937500 Penalty: 870.018677 Iteration 42Q: 3 clusters Score -857547.9 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3289 members Mstep: Class 2 contains 10906 members Entering Unmasked Estep Score: -857597.000000 Penalty: 870.018677 Iteration 43Q: 3 clusters Score -857597 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3133 members Mstep: Class 2 contains 11062 members Entering Unmasked Estep Score: -857635.875000 Penalty: 870.018677 Iteration 44Q: 3 clusters Score -857635.9 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2979 members Mstep: Class 2 contains 11216 members Entering Unmasked Estep Score: -857678.375000 Penalty: 870.018677 Iteration 45Q: 3 clusters Score -857678.4 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2817 members Mstep: Class 2 contains 11378 members Entering Unmasked Estep Score: -857725.812500 Penalty: 870.018677 Iteration 46Q: 3 clusters Score -857725.8 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 11542 members Entering Unmasked Estep Score: -857773.750000 Penalty: 870.018677 Iteration 47Q: 3 clusters Score -857773.8 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 11700 members Entering Unmasked Estep Score: -857823.187500 Penalty: 870.018677 Iteration 48Q: 3 clusters Score -857823.2 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2326 members Mstep: Class 2 contains 11869 members Entering Unmasked Estep Score: -857880.500000 Penalty: 870.018677 Iteration 49Q: 3 clusters Score -857880.5 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 12038 members Entering Unmasked Estep Score: -857944.812500 Penalty: 870.018677 Iteration 50Q: 3 clusters Score -857944.8 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 12225 members Entering Unmasked Estep Score: -858017.250000 Penalty: 870.018677 Iteration 51Q: 3 clusters Score -858017.2 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 12389 members Entering Unmasked Estep Score: -858079.750000 Penalty: 870.018677 Iteration 52Q: 3 clusters Score -858079.8 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 12533 members Entering Unmasked Estep Score: -858136.312500 Penalty: 870.018677 Iteration 53Q: 3 clusters Score -858136.3 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 12674 members Entering Unmasked Estep Score: -858192.000000 Penalty: 870.018677 Iteration 54Q: 3 clusters Score -858192 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 12818 members Entering Unmasked Estep Score: -858247.812500 Penalty: 870.018677 Iteration 55Q: 3 clusters Score -858247.8 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 12952 members Entering Unmasked Estep Score: -858305.687500 Penalty: 870.018677 Iteration 56Q: 3 clusters Score -858305.7 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 13073 members Entering Unmasked Estep Score: -858352.687500 Penalty: 870.018677 Iteration 57Q: 3 clusters Score -858352.7 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 13180 members Entering Unmasked Estep Score: -858393.937500 Penalty: 870.018677 Iteration 58Q: 3 clusters Score -858393.9 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 13289 members Entering Unmasked Estep Score: -858446.562500 Penalty: 870.018677 Iteration 59Q: 3 clusters Score -858446.6 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 13388 members Entering Unmasked Estep Score: -858493.937500 Penalty: 870.018677 Iteration 60F: 3 clusters Score -858493.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 13480 members Entering Unmasked Estep Score: -858541.812500 Penalty: 870.018677 Iteration 61Q: 3 clusters Score -858541.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 13567 members Entering Unmasked Estep Score: -858591.625000 Penalty: 870.018677 Iteration 62Q: 3 clusters Score -858591.6 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 13653 members Entering Unmasked Estep Score: -858638.500000 Penalty: 870.018677 Iteration 63Q: 3 clusters Score -858638.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 13721 members Entering Unmasked Estep Score: -858684.687500 Penalty: 870.018677 Iteration 64Q: 3 clusters Score -858684.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 13764 members Entering Unmasked Estep Score: -858707.437500 Penalty: 870.018677 Iteration 65Q: 3 clusters Score -858707.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 13801 members Entering Unmasked Estep Score: -858721.812500 Penalty: 870.018677 Iteration 66Q: 3 clusters Score -858721.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 13833 members Entering Unmasked Estep Score: -858737.625000 Penalty: 870.018677 Iteration 67Q: 3 clusters Score -858737.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 13861 members Entering Unmasked Estep Score: -858753.500000 Penalty: 870.018677 Iteration 68Q: 3 clusters Score -858753.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 13883 members Entering Unmasked Estep Score: -858764.875000 Penalty: 870.018677 Iteration 69Q: 3 clusters Score -858764.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 13901 members Entering Unmasked Estep Score: -858771.937500 Penalty: 870.018677 Iteration 70Q: 3 clusters Score -858771.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 13920 members Entering Unmasked Estep Score: -858778.125000 Penalty: 870.018677 Iteration 71Q: 3 clusters Score -858778.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 13935 members Entering Unmasked Estep Score: -858784.187500 Penalty: 870.018677 Iteration 72Q: 3 clusters Score -858784.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 13945 members Entering Unmasked Estep Score: -858791.062500 Penalty: 870.018677 Iteration 73Q: 3 clusters Score -858791.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 13949 members Entering Unmasked Estep Score: -858792.125000 Penalty: 870.018677 Iteration 74Q: 3 clusters Score -858792.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 13950 members Entering Unmasked Estep Score: -858792.000000 Penalty: 870.018677 Iteration 75Q: 3 clusters Score -858792 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 13951 members Entering Unmasked Estep Score: -858793.437500 Penalty: 870.018677 Iteration 76Q: 3 clusters Score -858793.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 13953 members Entering Unmasked Estep Score: -858794.312500 Penalty: 870.018677 Iteration 77Q: 3 clusters Score -858794.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 13957 members Entering Unmasked Estep Score: -858795.187500 Penalty: 870.018677 Iteration 78Q: 3 clusters Score -858795.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 13959 members Entering Unmasked Estep Score: -858795.437500 Penalty: 870.018677 Iteration 79Q: 3 clusters Score -858795.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 13960 members Entering Unmasked Estep Score: -858796.375000 Penalty: 870.018677 Iteration 80F: 3 clusters Score -858796.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 13961 members Entering Unmasked Estep Score: -858796.375000 Penalty: 870.018677 Iteration 81Q: 3 clusters Score -858796.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 13962 members Entering Unmasked Estep Score: -858795.812500 Penalty: 870.018677 Iteration 82Q: 3 clusters Score -858795.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 13964 members Entering Unmasked Estep Score: -858796.000000 Penalty: 870.018677 Iteration 83Q: 3 clusters Score -858796 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 13964 members Entering Unmasked Estep Score: -858796.000000 Penalty: 870.018677 Iteration 84F: 3 clusters Score -858796 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (484 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Entering Unmasked Estep Score: -27792.537109 Penalty: 281.284882 Iteration 0F: 2 clusters Score -27792.54 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -27310.964844 Penalty: 562.569763 Iteration 0F: 3 clusters Score -27310.96 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -27441.419922 Penalty: 562.569763 Iteration 1F: 3 clusters Score -27441.42 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -27463.525391 Penalty: 562.569763 Iteration 2F: 3 clusters Score -27463.53 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -27476.523438 Penalty: 562.569763 Iteration 3Q: 3 clusters Score -27476.52 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -27482.330078 Penalty: 562.569763 Iteration 4Q: 3 clusters Score -27482.33 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -27484.253906 Penalty: 562.569763 Iteration 5Q: 3 clusters Score -27484.25 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -27484.535156 Penalty: 562.569763 Iteration 6Q: 3 clusters Score -27484.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -27484.714844 Penalty: 562.569763 Iteration 7Q: 3 clusters Score -27484.71 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -27484.714844 Penalty: 562.569763 Iteration 8F: 3 clusters Score -27484.71 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (269 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Entering Unmasked Estep Score: -13222.191406 Penalty: 254.559357 Iteration 0F: 2 clusters Score -13222.19 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -12888.425781 Penalty: 509.118713 Iteration 0F: 3 clusters Score -12888.43 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -12996.597656 Penalty: 509.118713 Iteration 1F: 3 clusters Score -12996.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -13054.388672 Penalty: 509.118713 Iteration 2F: 3 clusters Score -13054.39 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -13072.903320 Penalty: 509.118713 Iteration 3Q: 3 clusters Score -13072.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -13087.774414 Penalty: 509.118713 Iteration 4Q: 3 clusters Score -13087.77 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -13101.596680 Penalty: 509.118713 Iteration 5Q: 3 clusters Score -13101.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -13111.806641 Penalty: 509.118713 Iteration 6Q: 3 clusters Score -13111.81 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -13120.944336 Penalty: 509.118713 Iteration 7Q: 3 clusters Score -13120.94 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -13135.943359 Penalty: 509.118713 Iteration 8Q: 3 clusters Score -13135.94 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -13150.686523 Penalty: 509.118713 Iteration 9Q: 3 clusters Score -13150.69 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -13169.853516 Penalty: 509.118713 Iteration 10Q: 3 clusters Score -13169.85 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -13185.371094 Penalty: 509.118713 Iteration 11Q: 3 clusters Score -13185.37 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -13210.501953 Penalty: 509.118713 Iteration 12Q: 3 clusters Score -13210.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -13227.493164 Penalty: 509.118713 Iteration 13Q: 3 clusters Score -13227.49 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -13235.291992 Penalty: 509.118713 Iteration 14Q: 3 clusters Score -13235.29 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -13239.052734 Penalty: 509.118713 Iteration 15Q: 3 clusters Score -13239.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -13239.052734 Penalty: 509.118713 Iteration 16F: 3 clusters Score -13239.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 467 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 788 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 421 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11543 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 98064 members Mstep: Class 17 contains 1292 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 14195 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 179 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1894 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5248 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 903 members Mstep: Class 31 contains 90 members Entering Unmasked Estep Score: -7912422.500000 Penalty: 16760.832031 Splitting cluster 21 changes total score from -7912480.500000 to -7912422.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 22 (93 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Entering Unmasked Estep Score: -3604.938965 Penalty: 206.233276 Iteration 0F: 2 clusters Score -3604.939 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -3415.321533 Penalty: 412.466553 Iteration 0F: 3 clusters Score -3415.322 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -3445.427002 Penalty: 412.466553 Iteration 1F: 3 clusters Score -3445.427 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -3462.661865 Penalty: 412.466553 Iteration 2F: 3 clusters Score -3462.662 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -3466.853760 Penalty: 412.466553 Iteration 3Q: 3 clusters Score -3466.854 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 42 members Entering Unmasked Estep Score: -3475.572510 Penalty: 412.466553 Iteration 4Q: 3 clusters Score -3475.573 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -3478.530273 Penalty: 412.466553 Iteration 5Q: 3 clusters Score -3478.53 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -3484.256592 Penalty: 412.466553 Iteration 6Q: 3 clusters Score -3484.257 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -3487.145264 Penalty: 412.466553 Iteration 7Q: 3 clusters Score -3487.145 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -3487.145264 Penalty: 412.466553 Iteration 8F: 3 clusters Score -3487.145 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (1449 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Entering Unmasked Estep Score: -79010.750000 Penalty: 331.177612 Iteration 0F: 2 clusters Score -79010.75 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -77931.523438 Penalty: 662.355225 Iteration 0F: 3 clusters Score -77931.52 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -78233.679688 Penalty: 662.355225 Iteration 1F: 3 clusters Score -78233.68 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -78280.203125 Penalty: 662.355225 Iteration 2F: 3 clusters Score -78280.2 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -78310.867188 Penalty: 662.355225 Iteration 3Q: 3 clusters Score -78310.87 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -78335.398438 Penalty: 662.355225 Iteration 4Q: 3 clusters Score -78335.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -78356.968750 Penalty: 662.355225 Iteration 5Q: 3 clusters Score -78356.97 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -78380.601562 Penalty: 662.355225 Iteration 6Q: 3 clusters Score -78380.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -78412.507812 Penalty: 662.355225 Iteration 7Q: 3 clusters Score -78412.51 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -78448.968750 Penalty: 662.355225 Iteration 8Q: 3 clusters Score -78448.97 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -78496.968750 Penalty: 662.355225 Iteration 9Q: 3 clusters Score -78496.97 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -78553.781250 Penalty: 662.355225 Iteration 10Q: 3 clusters Score -78553.78 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -78615.773438 Penalty: 662.355225 Iteration 11Q: 3 clusters Score -78615.77 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -78677.859375 Penalty: 662.355225 Iteration 12Q: 3 clusters Score -78677.86 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -78736.890625 Penalty: 662.355225 Iteration 13Q: 3 clusters Score -78736.89 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -78803.906250 Penalty: 662.355225 Iteration 14Q: 3 clusters Score -78803.91 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -78851.078125 Penalty: 662.355225 Iteration 15Q: 3 clusters Score -78851.08 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -78891.765625 Penalty: 662.355225 Iteration 16Q: 3 clusters Score -78891.77 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -78920.601562 Penalty: 662.355225 Iteration 17Q: 3 clusters Score -78920.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -78928.132812 Penalty: 662.355225 Iteration 18Q: 3 clusters Score -78928.13 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -78932.640625 Penalty: 662.355225 Iteration 19Q: 3 clusters Score -78932.64 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -78936.335938 Penalty: 662.355225 Iteration 20F: 3 clusters Score -78936.34 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -78940.242188 Penalty: 662.355225 Iteration 21Q: 3 clusters Score -78940.24 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -78940.656250 Penalty: 662.355225 Iteration 22Q: 3 clusters Score -78940.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -78941.148438 Penalty: 662.355225 Iteration 23Q: 3 clusters Score -78941.15 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -78941.265625 Penalty: 662.355225 Iteration 24Q: 3 clusters Score -78941.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -78941.265625 Penalty: 662.355225 Iteration 25F: 3 clusters Score -78941.27 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (199 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Entering Unmasked Estep Score: -9434.071289 Penalty: 240.845367 Iteration 0F: 2 clusters Score -9434.071 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -9181.425781 Penalty: 481.690735 Iteration 0F: 3 clusters Score -9181.426 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -9259.919922 Penalty: 481.690735 Iteration 1F: 3 clusters Score -9259.92 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -9276.693359 Penalty: 481.690735 Iteration 2F: 3 clusters Score -9276.693 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -9281.149414 Penalty: 481.690735 Iteration 3Q: 3 clusters Score -9281.149 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -9286.868164 Penalty: 481.690735 Iteration 4Q: 3 clusters Score -9286.868 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -9288.775391 Penalty: 481.690735 Iteration 5Q: 3 clusters Score -9288.775 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -9289.107422 Penalty: 481.690735 Iteration 6Q: 3 clusters Score -9289.107 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -9289.107422 Penalty: 481.690735 Iteration 7F: 3 clusters Score -9289.107 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (1894 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Entering Unmasked Estep Score: -114526.210938 Penalty: 343.363312 Iteration 0F: 2 clusters Score -114526.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -113133.078125 Penalty: 686.726624 Iteration 0F: 3 clusters Score -113133.1 nChanged 813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -113586.078125 Penalty: 686.726624 Iteration 1F: 3 clusters Score -113586.1 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -113651.429688 Penalty: 686.726624 Iteration 2F: 3 clusters Score -113651.4 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -113722.687500 Penalty: 686.726624 Iteration 3F: 3 clusters Score -113722.7 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -113782.890625 Penalty: 686.726624 Iteration 4F: 3 clusters Score -113782.9 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -113844.398438 Penalty: 686.726624 Iteration 5F: 3 clusters Score -113844.4 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -113902.203125 Penalty: 686.726624 Iteration 6Q: 3 clusters Score -113902.2 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -113959.148438 Penalty: 686.726624 Iteration 7Q: 3 clusters Score -113959.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -114013.828125 Penalty: 686.726624 Iteration 8Q: 3 clusters Score -114013.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -114075.320312 Penalty: 686.726624 Iteration 9Q: 3 clusters Score -114075.3 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -114136.679688 Penalty: 686.726624 Iteration 10Q: 3 clusters Score -114136.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -114179.367188 Penalty: 686.726624 Iteration 11Q: 3 clusters Score -114179.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -114196.898438 Penalty: 686.726624 Iteration 12Q: 3 clusters Score -114196.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -114205.617188 Penalty: 686.726624 Iteration 13Q: 3 clusters Score -114205.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -114215.773438 Penalty: 686.726624 Iteration 14Q: 3 clusters Score -114215.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -114224.937500 Penalty: 686.726624 Iteration 15Q: 3 clusters Score -114224.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -114231.843750 Penalty: 686.726624 Iteration 16Q: 3 clusters Score -114231.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -114239.601562 Penalty: 686.726624 Iteration 17Q: 3 clusters Score -114239.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -114247.132812 Penalty: 686.726624 Iteration 18Q: 3 clusters Score -114247.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -114254.468750 Penalty: 686.726624 Iteration 19Q: 3 clusters Score -114254.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -114258.343750 Penalty: 686.726624 Iteration 20F: 3 clusters Score -114258.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -114260.960938 Penalty: 686.726624 Iteration 21Q: 3 clusters Score -114261 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -114263.710938 Penalty: 686.726624 Iteration 22Q: 3 clusters Score -114263.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -114269.648438 Penalty: 686.726624 Iteration 23Q: 3 clusters Score -114269.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -114275.664062 Penalty: 686.726624 Iteration 24Q: 3 clusters Score -114275.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -114280.632812 Penalty: 686.726624 Iteration 25Q: 3 clusters Score -114280.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -114286.914062 Penalty: 686.726624 Iteration 26Q: 3 clusters Score -114286.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -114292.125000 Penalty: 686.726624 Iteration 27Q: 3 clusters Score -114292.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -114294.351562 Penalty: 686.726624 Iteration 28Q: 3 clusters Score -114294.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -114294.984375 Penalty: 686.726624 Iteration 29Q: 3 clusters Score -114295 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -114295.179688 Penalty: 686.726624 Iteration 30Q: 3 clusters Score -114295.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -114295.179688 Penalty: 686.726624 Iteration 31F: 3 clusters Score -114295.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (383 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Entering Unmasked Estep Score: -14466.620117 Penalty: 270.635590 Iteration 0F: 2 clusters Score -14466.62 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -14077.856445 Penalty: 541.271179 Iteration 0F: 3 clusters Score -14077.86 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -14327.385742 Penalty: 541.271179 Iteration 1F: 3 clusters Score -14327.39 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -14402.198242 Penalty: 541.271179 Iteration 2F: 3 clusters Score -14402.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -14425.974609 Penalty: 541.271179 Iteration 3Q: 3 clusters Score -14425.97 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -14430.931641 Penalty: 541.271179 Iteration 4Q: 3 clusters Score -14430.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -14436.703125 Penalty: 541.271179 Iteration 5Q: 3 clusters Score -14436.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -14456.500977 Penalty: 541.271179 Iteration 6Q: 3 clusters Score -14456.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -14466.026367 Penalty: 541.271179 Iteration 7Q: 3 clusters Score -14466.03 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -14466.026367 Penalty: 541.271179 Iteration 8F: 3 clusters Score -14466.03 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (5248 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5248 members Entering Unmasked Estep Score: -318891.250000 Penalty: 389.734894 Iteration 0F: 2 clusters Score -318891.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2618 members Mstep: Class 2 contains 2630 members Entering Unmasked Estep Score: -315313.687500 Penalty: 779.469788 Iteration 0F: 3 clusters Score -315313.7 nChanged 2388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2564 members Mstep: Class 2 contains 2684 members Entering Unmasked Estep Score: -316660.375000 Penalty: 779.469788 Iteration 1F: 3 clusters Score -316660.4 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 2739 members Entering Unmasked Estep Score: -316769.750000 Penalty: 779.469788 Iteration 2F: 3 clusters Score -316769.8 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 2800 members Entering Unmasked Estep Score: -316865.500000 Penalty: 779.469788 Iteration 3Q: 3 clusters Score -316865.5 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2387 members Mstep: Class 2 contains 2861 members Entering Unmasked Estep Score: -316967.468750 Penalty: 779.469788 Iteration 4Q: 3 clusters Score -316967.5 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2330 members Mstep: Class 2 contains 2918 members Entering Unmasked Estep Score: -317101.218750 Penalty: 779.469788 Iteration 5Q: 3 clusters Score -317101.2 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 2944 members Entering Unmasked Estep Score: -317279.562500 Penalty: 779.469788 Iteration 6Q: 3 clusters Score -317279.6 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2287 members Mstep: Class 2 contains 2961 members Entering Unmasked Estep Score: -317475.406250 Penalty: 779.469788 Iteration 7F: 3 clusters Score -317475.4 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2272 members Mstep: Class 2 contains 2976 members Entering Unmasked Estep Score: -317636.312500 Penalty: 779.469788 Iteration 8Q: 3 clusters Score -317636.3 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 3002 members Entering Unmasked Estep Score: -317738.937500 Penalty: 779.469788 Iteration 9Q: 3 clusters Score -317738.9 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 3030 members Entering Unmasked Estep Score: -317793.625000 Penalty: 779.469788 Iteration 10Q: 3 clusters Score -317793.6 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 3058 members Entering Unmasked Estep Score: -317832.531250 Penalty: 779.469788 Iteration 11Q: 3 clusters Score -317832.5 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 3092 members Entering Unmasked Estep Score: -317857.156250 Penalty: 779.469788 Iteration 12Q: 3 clusters Score -317857.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 3128 members Entering Unmasked Estep Score: -317877.031250 Penalty: 779.469788 Iteration 13Q: 3 clusters Score -317877 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 3170 members Entering Unmasked Estep Score: -317894.031250 Penalty: 779.469788 Iteration 14Q: 3 clusters Score -317894 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2045 members Mstep: Class 2 contains 3203 members Entering Unmasked Estep Score: -317905.562500 Penalty: 779.469788 Iteration 15Q: 3 clusters Score -317905.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 3240 members Entering Unmasked Estep Score: -317916.562500 Penalty: 779.469788 Iteration 16Q: 3 clusters Score -317916.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 3271 members Entering Unmasked Estep Score: -317923.500000 Penalty: 779.469788 Iteration 17Q: 3 clusters Score -317923.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 3303 members Entering Unmasked Estep Score: -317931.625000 Penalty: 779.469788 Iteration 18Q: 3 clusters Score -317931.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 3340 members Entering Unmasked Estep Score: -317942.906250 Penalty: 779.469788 Iteration 19Q: 3 clusters Score -317942.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 3380 members Entering Unmasked Estep Score: -317955.406250 Penalty: 779.469788 Iteration 20F: 3 clusters Score -317955.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 3418 members Entering Unmasked Estep Score: -317965.437500 Penalty: 779.469788 Iteration 21Q: 3 clusters Score -317965.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 3457 members Entering Unmasked Estep Score: -317975.593750 Penalty: 779.469788 Iteration 22Q: 3 clusters Score -317975.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 3505 members Entering Unmasked Estep Score: -317988.406250 Penalty: 779.469788 Iteration 23Q: 3 clusters Score -317988.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 3546 members Entering Unmasked Estep Score: -317999.218750 Penalty: 779.469788 Iteration 24Q: 3 clusters Score -317999.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 3589 members Entering Unmasked Estep Score: -318008.687500 Penalty: 779.469788 Iteration 25Q: 3 clusters Score -318008.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 3635 members Entering Unmasked Estep Score: -318020.343750 Penalty: 779.469788 Iteration 26Q: 3 clusters Score -318020.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 3687 members Entering Unmasked Estep Score: -318036.000000 Penalty: 779.469788 Iteration 27Q: 3 clusters Score -318036 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 3744 members Entering Unmasked Estep Score: -318057.281250 Penalty: 779.469788 Iteration 28Q: 3 clusters Score -318057.3 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 3814 members Entering Unmasked Estep Score: -318082.656250 Penalty: 779.469788 Iteration 29Q: 3 clusters Score -318082.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 3878 members Entering Unmasked Estep Score: -318104.312500 Penalty: 779.469788 Iteration 30Q: 3 clusters Score -318104.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 3937 members Entering Unmasked Estep Score: -318128.406250 Penalty: 779.469788 Iteration 31Q: 3 clusters Score -318128.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 3991 members Entering Unmasked Estep Score: -318152.406250 Penalty: 779.469788 Iteration 32Q: 3 clusters Score -318152.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 4045 members Entering Unmasked Estep Score: -318174.281250 Penalty: 779.469788 Iteration 33Q: 3 clusters Score -318174.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 4101 members Entering Unmasked Estep Score: -318193.937500 Penalty: 779.469788 Iteration 34Q: 3 clusters Score -318193.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 4153 members Entering Unmasked Estep Score: -318214.218750 Penalty: 779.469788 Iteration 35Q: 3 clusters Score -318214.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 4202 members Entering Unmasked Estep Score: -318232.281250 Penalty: 779.469788 Iteration 36Q: 3 clusters Score -318232.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 4250 members Entering Unmasked Estep Score: -318252.062500 Penalty: 779.469788 Iteration 37Q: 3 clusters Score -318252.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 4300 members Entering Unmasked Estep Score: -318270.718750 Penalty: 779.469788 Iteration 38Q: 3 clusters Score -318270.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 4337 members Entering Unmasked Estep Score: -318282.375000 Penalty: 779.469788 Iteration 39Q: 3 clusters Score -318282.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 4382 members Entering Unmasked Estep Score: -318301.187500 Penalty: 779.469788 Iteration 40F: 3 clusters Score -318301.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 4427 members Entering Unmasked Estep Score: -318321.718750 Penalty: 779.469788 Iteration 41Q: 3 clusters Score -318321.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 4475 members Entering Unmasked Estep Score: -318348.062500 Penalty: 779.469788 Iteration 42Q: 3 clusters Score -318348.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 4534 members Entering Unmasked Estep Score: -318375.593750 Penalty: 779.469788 Iteration 43Q: 3 clusters Score -318375.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 4586 members Entering Unmasked Estep Score: -318400.093750 Penalty: 779.469788 Iteration 44Q: 3 clusters Score -318400.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 4639 members Entering Unmasked Estep Score: -318431.500000 Penalty: 779.469788 Iteration 45Q: 3 clusters Score -318431.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 4695 members Entering Unmasked Estep Score: -318486.656250 Penalty: 779.469788 Iteration 46Q: 3 clusters Score -318486.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 4745 members Entering Unmasked Estep Score: -318543.375000 Penalty: 779.469788 Iteration 47Q: 3 clusters Score -318543.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 4788 members Entering Unmasked Estep Score: -318591.218750 Penalty: 779.469788 Iteration 48Q: 3 clusters Score -318591.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 4823 members Entering Unmasked Estep Score: -318620.750000 Penalty: 779.469788 Iteration 49Q: 3 clusters Score -318620.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 4842 members Entering Unmasked Estep Score: -318631.656250 Penalty: 779.469788 Iteration 50Q: 3 clusters Score -318631.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 4858 members Entering Unmasked Estep Score: -318640.156250 Penalty: 779.469788 Iteration 51Q: 3 clusters Score -318640.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 4865 members Entering Unmasked Estep Score: -318642.812500 Penalty: 779.469788 Iteration 52Q: 3 clusters Score -318642.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 4869 members Entering Unmasked Estep Score: -318644.781250 Penalty: 779.469788 Iteration 53Q: 3 clusters Score -318644.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 4875 members Entering Unmasked Estep Score: -318646.906250 Penalty: 779.469788 Iteration 54Q: 3 clusters Score -318646.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 4880 members Entering Unmasked Estep Score: -318647.843750 Penalty: 779.469788 Iteration 55Q: 3 clusters Score -318647.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 4884 members Entering Unmasked Estep Score: -318648.343750 Penalty: 779.469788 Iteration 56Q: 3 clusters Score -318648.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 4890 members Entering Unmasked Estep Score: -318650.531250 Penalty: 779.469788 Iteration 57Q: 3 clusters Score -318650.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 4898 members Entering Unmasked Estep Score: -318653.468750 Penalty: 779.469788 Iteration 58Q: 3 clusters Score -318653.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 4899 members Entering Unmasked Estep Score: -318653.156250 Penalty: 779.469788 Iteration 59Q: 3 clusters Score -318653.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 4899 members Entering Unmasked Estep Score: -318653.156250 Penalty: 779.469788 Iteration 60F: 3 clusters Score -318653.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (220 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Entering Unmasked Estep Score: -9494.155273 Penalty: 245.410065 Iteration 0F: 2 clusters Score -9494.155 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -9199.052734 Penalty: 490.820129 Iteration 0F: 3 clusters Score -9199.053 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -9287.965820 Penalty: 490.820129 Iteration 1F: 3 clusters Score -9287.966 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -9319.366211 Penalty: 490.820129 Iteration 2F: 3 clusters Score -9319.366 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -9324.166992 Penalty: 490.820129 Iteration 3Q: 3 clusters Score -9324.167 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -9330.150391 Penalty: 490.820129 Iteration 4Q: 3 clusters Score -9330.15 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -9335.852539 Penalty: 490.820129 Iteration 5Q: 3 clusters Score -9335.853 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -9339.018555 Penalty: 490.820129 Iteration 6Q: 3 clusters Score -9339.019 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -9340.935547 Penalty: 490.820129 Iteration 7Q: 3 clusters Score -9340.936 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -9341.658203 Penalty: 490.820129 Iteration 8Q: 3 clusters Score -9341.658 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -9341.658203 Penalty: 490.820129 Iteration 9F: 3 clusters Score -9341.658 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (217 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Entering Unmasked Estep Score: -9168.407227 Penalty: 244.785324 Iteration 0F: 2 clusters Score -9168.407 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -8872.494141 Penalty: 489.570648 Iteration 0F: 3 clusters Score -8872.494 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -8924.665039 Penalty: 489.570648 Iteration 1F: 3 clusters Score -8924.665 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -8941.557617 Penalty: 489.570648 Iteration 2F: 3 clusters Score -8941.558 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -8951.564453 Penalty: 489.570648 Iteration 3Q: 3 clusters Score -8951.564 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -8957.880859 Penalty: 489.570648 Iteration 4Q: 3 clusters Score -8957.881 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -8960.552734 Penalty: 489.570648 Iteration 5Q: 3 clusters Score -8960.553 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -8964.861328 Penalty: 489.570648 Iteration 6Q: 3 clusters Score -8964.861 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -8971.731445 Penalty: 489.570648 Iteration 7Q: 3 clusters Score -8971.731 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -9002.210938 Penalty: 489.570648 Iteration 8Q: 3 clusters Score -9002.211 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -9020.541016 Penalty: 489.570648 Iteration 9Q: 3 clusters Score -9020.541 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -9027.861328 Penalty: 489.570648 Iteration 10Q: 3 clusters Score -9027.861 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -9031.959961 Penalty: 489.570648 Iteration 11Q: 3 clusters Score -9031.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -9035.334961 Penalty: 489.570648 Iteration 12Q: 3 clusters Score -9035.335 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -9035.419922 Penalty: 489.570648 Iteration 13Q: 3 clusters Score -9035.42 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -9035.673828 Penalty: 489.570648 Iteration 14F: 3 clusters Score -9035.674 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -9040.161133 Penalty: 489.570648 Iteration 15Q: 3 clusters Score -9040.161 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -9040.538086 Penalty: 489.570648 Iteration 16Q: 3 clusters Score -9040.538 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -9040.538086 Penalty: 489.570648 Iteration 17F: 3 clusters Score -9040.538 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 467 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 788 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 421 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11543 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 98064 members Mstep: Class 17 contains 1292 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 14195 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1894 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5248 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Entering Unmasked Estep ConsiderDeletion Score: -7912704.000000 Penalty: 16220.160156 Iteration 159Q: 31 clusters Score -7912704 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 468 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 788 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 421 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11512 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 97944 members Mstep: Class 17 contains 1293 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 14287 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1898 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5302 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 902 members Entering Unmasked Estep ConsiderDeletion Score: -7912794.000000 Penalty: 16220.160156 Iteration 160F: 31 clusters Score -7912794 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 469 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 788 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 421 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11483 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 97836 members Mstep: Class 17 contains 1290 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 14370 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1899 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5331 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 928 members Entering Unmasked Estep ConsiderDeletion Score: -7912808.000000 Penalty: 16220.160156 Iteration 161Q: 31 clusters Score -7912808 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 469 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 788 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 421 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11453 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 97739 members Mstep: Class 17 contains 1290 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 14458 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1900 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5361 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 936 members Entering Unmasked Estep ConsiderDeletion Score: -7912836.500000 Penalty: 16220.160156 Iteration 162Q: 31 clusters Score -7912836 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 469 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 788 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 421 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11429 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 97640 members Mstep: Class 17 contains 1291 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 14537 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1899 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5395 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 946 members Entering Unmasked Estep ConsiderDeletion Score: -7912823.500000 Penalty: 16220.160156 Iteration 163Q: 31 clusters Score -7912824 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 469 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 788 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 421 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11405 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 97564 members Mstep: Class 17 contains 1291 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 14605 members Mstep: Class 20 contains 483 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1898 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5420 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 955 members Entering Unmasked Estep ConsiderDeletion Score: -7912817.000000 Penalty: 16220.160156 Iteration 164Q: 31 clusters Score -7912817 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 470 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 788 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 421 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11381 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 97506 members Mstep: Class 17 contains 1290 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 14659 members Mstep: Class 20 contains 483 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1897 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5440 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 964 members Entering Unmasked Estep ConsiderDeletion Score: -7912831.000000 Penalty: 16220.160156 Iteration 165Q: 31 clusters Score -7912831 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 470 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 788 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 421 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11362 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 97447 members Mstep: Class 17 contains 1289 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 14707 members Mstep: Class 20 contains 483 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1898 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5459 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 975 members Entering Unmasked Estep ConsiderDeletion Score: -7912825.000000 Penalty: 16220.160156 Iteration 166Q: 31 clusters Score -7912825 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 470 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 788 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 421 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11346 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 97401 members Mstep: Class 17 contains 1289 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 14747 members Mstep: Class 20 contains 482 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1898 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5475 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 982 members Entering Unmasked Estep ConsiderDeletion Score: -7912838.500000 Penalty: 16220.160156 Iteration 167Q: 31 clusters Score -7912838 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 470 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 788 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 421 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11332 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 97363 members Mstep: Class 17 contains 1285 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 14788 members Mstep: Class 20 contains 481 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1897 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5485 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 989 members Entering Unmasked Estep ConsiderDeletion Score: -7912846.000000 Penalty: 16220.160156 Iteration 168Q: 31 clusters Score -7912846 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 470 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 788 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11320 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 97338 members Mstep: Class 17 contains 1283 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 14820 members Mstep: Class 20 contains 482 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1891 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5493 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 994 members Entering Unmasked Estep ConsiderDeletion Score: -7912844.500000 Penalty: 16220.160156 Iteration 169Q: 31 clusters Score -7912844 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 470 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 788 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11305 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 97306 members Mstep: Class 17 contains 1283 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 14850 members Mstep: Class 20 contains 482 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1888 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5504 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1003 members Entering Unmasked Estep ConsiderDeletion Score: -7912850.000000 Penalty: 16220.160156 Iteration 170Q: 31 clusters Score -7912850 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 470 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 788 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11283 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 97289 members Mstep: Class 17 contains 1282 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 14876 members Mstep: Class 20 contains 482 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1883 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5513 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1013 members Entering Unmasked Estep ConsiderDeletion Score: -7912827.000000 Penalty: 16220.160156 Iteration 171Q: 31 clusters Score -7912827 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 471 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 788 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11266 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 97262 members Mstep: Class 17 contains 1282 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 14900 members Mstep: Class 20 contains 482 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1881 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5523 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1024 members Entering Unmasked Estep ConsiderDeletion Score: -7912832.500000 Penalty: 16220.160156 Iteration 172Q: 31 clusters Score -7912832 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 472 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 788 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11249 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 97242 members Mstep: Class 17 contains 1282 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 14920 members Mstep: Class 20 contains 483 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1880 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5530 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1033 members Entering Unmasked Estep ConsiderDeletion Score: -7912832.500000 Penalty: 16220.160156 Iteration 173Q: 31 clusters Score -7912832 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 472 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 788 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11231 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 97215 members Mstep: Class 17 contains 1282 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 14938 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1879 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5546 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1044 members Entering Unmasked Estep ConsiderDeletion Score: -7912826.000000 Penalty: 16220.160156 Iteration 174Q: 31 clusters Score -7912826 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 472 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 788 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11215 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 97200 members Mstep: Class 17 contains 1282 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 14950 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1877 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5563 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1048 members Entering Unmasked Estep ConsiderDeletion Score: -7912831.500000 Penalty: 16220.160156 Iteration 175Q: 31 clusters Score -7912832 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 472 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 787 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11197 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 97190 members Mstep: Class 17 contains 1281 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 14961 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1877 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5578 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1052 members Entering Unmasked Estep ConsiderDeletion Score: -7912816.000000 Penalty: 16220.160156 Iteration 176Q: 31 clusters Score -7912816 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 472 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 785 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11186 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 97181 members Mstep: Class 17 contains 1280 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 14967 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1876 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5591 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1057 members Entering Unmasked Estep ConsiderDeletion Score: -7912805.500000 Penalty: 16220.160156 Iteration 177Q: 31 clusters Score -7912806 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 472 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 783 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11176 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 97177 members Mstep: Class 17 contains 1280 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 14969 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1873 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5603 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1062 members Entering Unmasked Estep ConsiderDeletion Score: -7912811.000000 Penalty: 16220.160156 Iteration 178Q: 31 clusters Score -7912811 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 472 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 780 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11167 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 97172 members Mstep: Class 17 contains 1280 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 14974 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1872 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5613 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1065 members Entering Unmasked Estep ConsiderDeletion Score: -7912816.000000 Penalty: 16220.160156 Iteration 179Q: 31 clusters Score -7912816 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 472 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 780 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11156 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 97165 members Mstep: Class 17 contains 1280 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 14977 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1871 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5625 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1069 members Entering Unmasked Estep ConsiderDeletion Score: -7912819.000000 Penalty: 16220.160156 Iteration 180F: 31 clusters Score -7912819 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 472 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 780 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11144 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 97163 members Mstep: Class 17 contains 1280 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 14977 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1873 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5634 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1072 members Entering Unmasked Estep ConsiderDeletion Score: -7912832.500000 Penalty: 16220.160156 Iteration 181Q: 31 clusters Score -7912832 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 472 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 780 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11133 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 97163 members Mstep: Class 17 contains 1280 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 14976 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1874 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5646 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1071 members Entering Unmasked Estep ConsiderDeletion Score: -7912821.500000 Penalty: 16220.160156 Iteration 182Q: 31 clusters Score -7912822 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 472 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 780 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11121 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 97154 members Mstep: Class 17 contains 1280 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 14977 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1874 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5666 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1071 members Entering Unmasked Estep ConsiderDeletion Score: -7912822.000000 Penalty: 16220.160156 Iteration 183Q: 31 clusters Score -7912822 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 472 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 780 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11112 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 97139 members Mstep: Class 17 contains 1280 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 14979 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1874 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5688 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1071 members Entering Unmasked Estep ConsiderDeletion Score: -7912825.000000 Penalty: 16220.160156 Iteration 184Q: 31 clusters Score -7912825 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 472 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 780 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11103 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 97126 members Mstep: Class 17 contains 1280 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 14981 members Mstep: Class 20 contains 485 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1874 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5707 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1071 members Entering Unmasked Estep ConsiderDeletion Score: -7912822.000000 Penalty: 16220.160156 Iteration 185Q: 31 clusters Score -7912822 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 472 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 779 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11101 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 97107 members Mstep: Class 17 contains 1280 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 14986 members Mstep: Class 20 contains 485 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1874 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5724 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1071 members Entering Unmasked Estep ConsiderDeletion Score: -7912806.500000 Penalty: 16220.160156 Iteration 186Q: 31 clusters Score -7912806 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 472 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 777 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11099 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 97097 members Mstep: Class 17 contains 1280 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 14992 members Mstep: Class 20 contains 485 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1874 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5732 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1071 members Entering Unmasked Estep ConsiderDeletion Score: -7912805.500000 Penalty: 16220.160156 Iteration 187Q: 31 clusters Score -7912806 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 472 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 774 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11097 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 97083 members Mstep: Class 17 contains 1280 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 15002 members Mstep: Class 20 contains 485 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1874 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5741 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1071 members Entering Unmasked Estep ConsiderDeletion Score: -7912811.500000 Penalty: 16220.160156 Iteration 188Q: 31 clusters Score -7912812 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 471 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 773 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11089 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 97078 members Mstep: Class 17 contains 1280 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 15010 members Mstep: Class 20 contains 485 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1874 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5748 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1071 members Entering Unmasked Estep ConsiderDeletion Score: -7912802.500000 Penalty: 16220.160156 Iteration 189Q: 31 clusters Score -7912802 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 471 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 773 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11078 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 97072 members Mstep: Class 17 contains 1279 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 15022 members Mstep: Class 20 contains 485 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1874 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5754 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1071 members Entering Unmasked Estep ConsiderDeletion Score: -7912808.500000 Penalty: 16220.160156 Iteration 190Q: 31 clusters Score -7912808 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 471 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 773 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11070 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 97064 members Mstep: Class 17 contains 1278 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 15034 members Mstep: Class 20 contains 485 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1873 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5760 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1071 members Entering Unmasked Estep ConsiderDeletion Score: -7912816.500000 Penalty: 16220.160156 Iteration 191Q: 31 clusters Score -7912816 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 471 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 772 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11066 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 97059 members Mstep: Class 17 contains 1277 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 15041 members Mstep: Class 20 contains 485 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1873 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5764 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1071 members Entering Unmasked Estep ConsiderDeletion Score: -7912819.500000 Penalty: 16220.160156 Iteration 192Q: 31 clusters Score -7912820 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 471 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 772 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11062 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 97055 members Mstep: Class 17 contains 1276 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 15049 members Mstep: Class 20 contains 485 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1873 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5765 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1071 members Entering Unmasked Estep ConsiderDeletion Score: -7912818.500000 Penalty: 16220.160156 Iteration 193Q: 31 clusters Score -7912818 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 471 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 771 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11059 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 97048 members Mstep: Class 17 contains 1276 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 15059 members Mstep: Class 20 contains 485 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1873 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5766 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1071 members Entering Unmasked Estep ConsiderDeletion Score: -7912811.000000 Penalty: 16220.160156 Iteration 194Q: 31 clusters Score -7912811 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 471 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 770 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11056 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 97046 members Mstep: Class 17 contains 1277 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 15063 members Mstep: Class 20 contains 485 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1873 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5767 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1071 members Entering Unmasked Estep ConsiderDeletion Score: -7912812.000000 Penalty: 16220.160156 Iteration 195Q: 31 clusters Score -7912812 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 471 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 770 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11053 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 97046 members Mstep: Class 17 contains 1277 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 15066 members Mstep: Class 20 contains 485 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1873 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5767 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1071 members Entering Unmasked Estep ConsiderDeletion Score: -7912810.000000 Penalty: 16220.160156 Iteration 196Q: 31 clusters Score -7912810 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 471 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 770 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11051 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 97045 members Mstep: Class 17 contains 1277 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 15069 members Mstep: Class 20 contains 485 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1873 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5767 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1071 members Entering Unmasked Estep ConsiderDeletion Score: -7912813.000000 Penalty: 16220.160156 Iteration 197Q: 31 clusters Score -7912813 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 471 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 770 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11051 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 97040 members Mstep: Class 17 contains 1277 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 15074 members Mstep: Class 20 contains 485 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1873 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5767 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1071 members Entering Unmasked Estep ConsiderDeletion Score: -7912813.000000 Penalty: 16220.160156 Iteration 198Q: 31 clusters Score -7912813 nChanged 7 Entering ConstructFrom: Score: -7912813.000000 Penalty: 16220.160156 Entering ConstructFrom: Trying to split cluster 1 (463 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Entering Unmasked Estep Score: -24410.390625 Penalty: 279.266602 Iteration 0F: 2 clusters Score -24410.39 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 231 members Entering Unmasked Estep Score: -23943.324219 Penalty: 558.533203 Iteration 0F: 3 clusters Score -23943.32 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -24063.875000 Penalty: 558.533203 Iteration 1F: 3 clusters Score -24063.88 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -24093.533203 Penalty: 558.533203 Iteration 2F: 3 clusters Score -24093.53 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -24117.550781 Penalty: 558.533203 Iteration 3Q: 3 clusters Score -24117.55 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -24142.476562 Penalty: 558.533203 Iteration 4Q: 3 clusters Score -24142.48 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -24165.880859 Penalty: 558.533203 Iteration 5Q: 3 clusters Score -24165.88 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -24189.957031 Penalty: 558.533203 Iteration 6Q: 3 clusters Score -24189.96 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -24222.777344 Penalty: 558.533203 Iteration 7Q: 3 clusters Score -24222.78 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -24289.429688 Penalty: 558.533203 Iteration 8Q: 3 clusters Score -24289.43 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -24382.660156 Penalty: 558.533203 Iteration 9Q: 3 clusters Score -24382.66 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -24456.296875 Penalty: 558.533203 Iteration 10Q: 3 clusters Score -24456.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -24494.460938 Penalty: 558.533203 Iteration 11Q: 3 clusters Score -24494.46 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -24511.796875 Penalty: 558.533203 Iteration 12Q: 3 clusters Score -24511.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -24523.705078 Penalty: 558.533203 Iteration 13Q: 3 clusters Score -24523.71 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -24541.896484 Penalty: 558.533203 Iteration 14Q: 3 clusters Score -24541.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -24548.070312 Penalty: 558.533203 Iteration 15Q: 3 clusters Score -24548.07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -24551.441406 Penalty: 558.533203 Iteration 16Q: 3 clusters Score -24551.44 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -24552.130859 Penalty: 558.533203 Iteration 17Q: 3 clusters Score -24552.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -24552.130859 Penalty: 558.533203 Iteration 18F: 3 clusters Score -24552.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 471 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 770 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11051 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 97034 members Mstep: Class 17 contains 1277 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 15081 members Mstep: Class 20 contains 485 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1873 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5766 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1071 members Mstep: Class 31 contains 251 members Entering Unmasked Estep Score: -7912688.000000 Penalty: 16760.832031 Splitting cluster 1 changes total score from -7912813.000000 to -7912688.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 2 (471 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Entering Unmasked Estep Score: -23320.818359 Penalty: 280.046051 Iteration 0F: 2 clusters Score -23320.82 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -22905.496094 Penalty: 560.092102 Iteration 0F: 3 clusters Score -22905.5 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -23091.734375 Penalty: 560.092102 Iteration 1F: 3 clusters Score -23091.73 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -23173.007812 Penalty: 560.092102 Iteration 2F: 3 clusters Score -23173.01 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -23235.470703 Penalty: 560.092102 Iteration 3F: 3 clusters Score -23235.47 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -23264.812500 Penalty: 560.092102 Iteration 4F: 3 clusters Score -23264.81 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -23276.781250 Penalty: 560.092102 Iteration 5Q: 3 clusters Score -23276.78 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -23281.179688 Penalty: 560.092102 Iteration 6Q: 3 clusters Score -23281.18 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -23285.273438 Penalty: 560.092102 Iteration 7Q: 3 clusters Score -23285.27 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -23288.361328 Penalty: 560.092102 Iteration 8Q: 3 clusters Score -23288.36 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -23290.611328 Penalty: 560.092102 Iteration 9Q: 3 clusters Score -23290.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -23291.886719 Penalty: 560.092102 Iteration 10Q: 3 clusters Score -23291.89 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -23294.011719 Penalty: 560.092102 Iteration 11Q: 3 clusters Score -23294.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -23294.011719 Penalty: 560.092102 Iteration 12F: 3 clusters Score -23294.01 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (128 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Entering Unmasked Estep Score: -6341.765137 Penalty: 220.767380 Iteration 0F: 2 clusters Score -6341.765 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -6117.369141 Penalty: 441.534760 Iteration 0F: 3 clusters Score -6117.369 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -6152.412109 Penalty: 441.534760 Iteration 1F: 3 clusters Score -6152.412 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -6156.649414 Penalty: 441.534760 Iteration 2Q: 3 clusters Score -6156.649 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -6156.649414 Penalty: 441.534760 Iteration 3F: 3 clusters Score -6156.649 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (73 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Entering Unmasked Estep Score: -3473.765137 Penalty: 195.215912 Iteration 0F: 2 clusters Score -3473.765 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30 members Mstep: Class 2 contains 43 members Entering Unmasked Estep Score: -3286.608887 Penalty: 390.431824 Iteration 0F: 3 clusters Score -3286.609 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -3314.873779 Penalty: 390.431824 Iteration 1F: 3 clusters Score -3314.874 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -3318.633301 Penalty: 390.431824 Iteration 2Q: 3 clusters Score -3318.633 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -3330.939209 Penalty: 390.431824 Iteration 3Q: 3 clusters Score -3330.939 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -3330.939209 Penalty: 390.431824 Iteration 4F: 3 clusters Score -3330.939 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (62 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Entering Unmasked Estep Score: -2824.416748 Penalty: 187.784607 Iteration 0F: 2 clusters Score -2824.417 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35 members Mstep: Class 2 contains 27 members Entering Unmasked Estep Score: -2695.169189 Penalty: 375.569214 Iteration 0F: 3 clusters Score -2695.169 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30 members Mstep: Class 2 contains 32 members Entering Unmasked Estep Score: -2710.785889 Penalty: 375.569214 Iteration 1F: 3 clusters Score -2710.786 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29 members Mstep: Class 2 contains 33 members Entering Unmasked Estep Score: -2715.975342 Penalty: 375.569214 Iteration 2Q: 3 clusters Score -2715.975 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29 members Mstep: Class 2 contains 33 members Entering Unmasked Estep Score: -2715.975342 Penalty: 375.569214 Iteration 3F: 3 clusters Score -2715.975 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (70 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Entering Unmasked Estep Score: -2631.359131 Penalty: 193.306534 Iteration 0F: 2 clusters Score -2631.359 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36 members Mstep: Class 2 contains 34 members Entering Unmasked Estep Score: -2611.151367 Penalty: 386.613068 Iteration 0F: 3 clusters Score -2611.151 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 17 members Entering Unmasked Estep Score: -2674.803223 Penalty: 386.613068 Iteration 1F: 3 clusters Score -2674.803 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 14 members Entering Unmasked Estep Score: -2694.814697 Penalty: 386.613068 Iteration 2Q: 3 clusters Score -2694.815 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 14 members Entering Unmasked Estep Score: -2694.814697 Penalty: 386.613068 Iteration 3F: 3 clusters Score -2694.815 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 471 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 56 members Mstep: Class 7 contains 770 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11051 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 97034 members Mstep: Class 17 contains 1277 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 15081 members Mstep: Class 20 contains 485 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1873 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5766 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1071 members Mstep: Class 31 contains 14 members Entering Unmasked Estep Score: -7912528.500000 Penalty: 16760.832031 Splitting cluster 6 changes total score from -7912813.000000 to -7912528.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (770 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Entering Unmasked Estep Score: -39405.218750 Penalty: 302.410767 Iteration 0F: 2 clusters Score -39405.22 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -38744.949219 Penalty: 604.821533 Iteration 0F: 3 clusters Score -38744.95 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -38896.425781 Penalty: 604.821533 Iteration 1F: 3 clusters Score -38896.43 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -38931.300781 Penalty: 604.821533 Iteration 2F: 3 clusters Score -38931.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -38955.636719 Penalty: 604.821533 Iteration 3F: 3 clusters Score -38955.64 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -38982.527344 Penalty: 604.821533 Iteration 4Q: 3 clusters Score -38982.53 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -39048.011719 Penalty: 604.821533 Iteration 5F: 3 clusters Score -39048.01 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -39083.820312 Penalty: 604.821533 Iteration 6F: 3 clusters Score -39083.82 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -39107.335938 Penalty: 604.821533 Iteration 7Q: 3 clusters Score -39107.34 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -39130.453125 Penalty: 604.821533 Iteration 8Q: 3 clusters Score -39130.45 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -39146.730469 Penalty: 604.821533 Iteration 9Q: 3 clusters Score -39146.73 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -39157.089844 Penalty: 604.821533 Iteration 10Q: 3 clusters Score -39157.09 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -39165.355469 Penalty: 604.821533 Iteration 11Q: 3 clusters Score -39165.36 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -39177.406250 Penalty: 604.821533 Iteration 12Q: 3 clusters Score -39177.41 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -39187.812500 Penalty: 604.821533 Iteration 13Q: 3 clusters Score -39187.81 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -39195.343750 Penalty: 604.821533 Iteration 14Q: 3 clusters Score -39195.34 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -39200.976562 Penalty: 604.821533 Iteration 15Q: 3 clusters Score -39200.98 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -39202.789062 Penalty: 604.821533 Iteration 16Q: 3 clusters Score -39202.79 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -39205.714844 Penalty: 604.821533 Iteration 17Q: 3 clusters Score -39205.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -39207.769531 Penalty: 604.821533 Iteration 18Q: 3 clusters Score -39207.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -39209.253906 Penalty: 604.821533 Iteration 19Q: 3 clusters Score -39209.25 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -39211.593750 Penalty: 604.821533 Iteration 20F: 3 clusters Score -39211.59 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -39219.535156 Penalty: 604.821533 Iteration 21Q: 3 clusters Score -39219.54 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -39225.558594 Penalty: 604.821533 Iteration 22Q: 3 clusters Score -39225.56 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -39227.554688 Penalty: 604.821533 Iteration 23Q: 3 clusters Score -39227.55 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -39231.613281 Penalty: 604.821533 Iteration 24Q: 3 clusters Score -39231.61 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -39234.460938 Penalty: 604.821533 Iteration 25Q: 3 clusters Score -39234.46 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -39235.207031 Penalty: 604.821533 Iteration 26Q: 3 clusters Score -39235.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -39235.660156 Penalty: 604.821533 Iteration 27Q: 3 clusters Score -39235.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -39235.660156 Penalty: 604.821533 Iteration 28F: 3 clusters Score -39235.66 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (71 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Entering Unmasked Estep Score: -3262.335205 Penalty: 193.951935 Iteration 0F: 2 clusters Score -3262.335 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37 members Mstep: Class 2 contains 34 members Entering Unmasked Estep Score: -3099.282471 Penalty: 387.903870 Iteration 0F: 3 clusters Score -3099.282 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41 members Mstep: Class 2 contains 30 members Entering Unmasked Estep Score: -3123.601074 Penalty: 387.903870 Iteration 1F: 3 clusters Score -3123.601 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41 members Mstep: Class 2 contains 30 members Entering Unmasked Estep Score: -3129.806396 Penalty: 387.903870 Iteration 2Q: 3 clusters Score -3129.806 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 31 members Entering Unmasked Estep Score: -3132.452637 Penalty: 387.903870 Iteration 3Q: 3 clusters Score -3132.453 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 31 members Entering Unmasked Estep Score: -3132.452637 Penalty: 387.903870 Iteration 4F: 3 clusters Score -3132.453 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1134 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Entering Unmasked Estep Score: -62411.492188 Penalty: 320.024536 Iteration 0F: 2 clusters Score -62411.49 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -61524.882812 Penalty: 640.049072 Iteration 0F: 3 clusters Score -61524.88 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -61749.777344 Penalty: 640.049072 Iteration 1F: 3 clusters Score -61749.78 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -61794.539062 Penalty: 640.049072 Iteration 2F: 3 clusters Score -61794.54 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -61829.531250 Penalty: 640.049072 Iteration 3F: 3 clusters Score -61829.53 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -61862.261719 Penalty: 640.049072 Iteration 4Q: 3 clusters Score -61862.26 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -61895.039062 Penalty: 640.049072 Iteration 5Q: 3 clusters Score -61895.04 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -61918.507812 Penalty: 640.049072 Iteration 6Q: 3 clusters Score -61918.51 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -61938.738281 Penalty: 640.049072 Iteration 7Q: 3 clusters Score -61938.74 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -61958.238281 Penalty: 640.049072 Iteration 8Q: 3 clusters Score -61958.24 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -61971.722656 Penalty: 640.049072 Iteration 9Q: 3 clusters Score -61971.72 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -61983.503906 Penalty: 640.049072 Iteration 10Q: 3 clusters Score -61983.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -61998.324219 Penalty: 640.049072 Iteration 11Q: 3 clusters Score -61998.32 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -62015.183594 Penalty: 640.049072 Iteration 12Q: 3 clusters Score -62015.18 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -62035.808594 Penalty: 640.049072 Iteration 13Q: 3 clusters Score -62035.81 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -62051.808594 Penalty: 640.049072 Iteration 14Q: 3 clusters Score -62051.81 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -62067.386719 Penalty: 640.049072 Iteration 15Q: 3 clusters Score -62067.39 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -62077.042969 Penalty: 640.049072 Iteration 16Q: 3 clusters Score -62077.04 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -62080.054688 Penalty: 640.049072 Iteration 17Q: 3 clusters Score -62080.05 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -62083.875000 Penalty: 640.049072 Iteration 18Q: 3 clusters Score -62083.88 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -62087.773438 Penalty: 640.049072 Iteration 19Q: 3 clusters Score -62087.77 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -62094.429688 Penalty: 640.049072 Iteration 20F: 3 clusters Score -62094.43 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -62097.093750 Penalty: 640.049072 Iteration 21Q: 3 clusters Score -62097.09 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -62098.210938 Penalty: 640.049072 Iteration 22Q: 3 clusters Score -62098.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -62098.949219 Penalty: 640.049072 Iteration 23Q: 3 clusters Score -62098.95 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -62100.671875 Penalty: 640.049072 Iteration 24Q: 3 clusters Score -62100.67 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -62103.109375 Penalty: 640.049072 Iteration 25Q: 3 clusters Score -62103.11 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -62104.226562 Penalty: 640.049072 Iteration 26Q: 3 clusters Score -62104.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -62105.933594 Penalty: 640.049072 Iteration 27Q: 3 clusters Score -62105.93 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -62107.085938 Penalty: 640.049072 Iteration 28Q: 3 clusters Score -62107.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -62108.832031 Penalty: 640.049072 Iteration 29Q: 3 clusters Score -62108.83 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -62110.398438 Penalty: 640.049072 Iteration 30Q: 3 clusters Score -62110.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -62111.722656 Penalty: 640.049072 Iteration 31Q: 3 clusters Score -62111.72 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -62112.835938 Penalty: 640.049072 Iteration 32Q: 3 clusters Score -62112.84 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -62113.343750 Penalty: 640.049072 Iteration 33Q: 3 clusters Score -62113.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -62114.792969 Penalty: 640.049072 Iteration 34Q: 3 clusters Score -62114.79 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -62115.187500 Penalty: 640.049072 Iteration 35Q: 3 clusters Score -62115.19 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -62116.503906 Penalty: 640.049072 Iteration 36Q: 3 clusters Score -62116.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -62117.121094 Penalty: 640.049072 Iteration 37Q: 3 clusters Score -62117.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -62117.281250 Penalty: 640.049072 Iteration 38Q: 3 clusters Score -62117.28 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -62117.343750 Penalty: 640.049072 Iteration 39Q: 3 clusters Score -62117.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -62117.343750 Penalty: 640.049072 Iteration 40F: 3 clusters Score -62117.34 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (379 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Entering Unmasked Estep Score: -18202.962891 Penalty: 270.157898 Iteration 0F: 2 clusters Score -18202.96 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -17784.867188 Penalty: 540.315796 Iteration 0F: 3 clusters Score -17784.87 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -17898.455078 Penalty: 540.315796 Iteration 1F: 3 clusters Score -17898.46 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -17956.173828 Penalty: 540.315796 Iteration 2F: 3 clusters Score -17956.17 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -18004.158203 Penalty: 540.315796 Iteration 3F: 3 clusters Score -18004.16 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -18047.234375 Penalty: 540.315796 Iteration 4F: 3 clusters Score -18047.23 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -18094.154297 Penalty: 540.315796 Iteration 5Q: 3 clusters Score -18094.15 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -18129.626953 Penalty: 540.315796 Iteration 6Q: 3 clusters Score -18129.63 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -18138.857422 Penalty: 540.315796 Iteration 7Q: 3 clusters Score -18138.86 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -18146.753906 Penalty: 540.315796 Iteration 8Q: 3 clusters Score -18146.75 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -18151.507812 Penalty: 540.315796 Iteration 9Q: 3 clusters Score -18151.51 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -18154.835938 Penalty: 540.315796 Iteration 10Q: 3 clusters Score -18154.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -18154.966797 Penalty: 540.315796 Iteration 11Q: 3 clusters Score -18154.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -18154.966797 Penalty: 540.315796 Iteration 12F: 3 clusters Score -18154.97 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (420 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Entering Unmasked Estep Score: -21663.154297 Penalty: 274.831573 Iteration 0F: 2 clusters Score -21663.15 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -21228.978516 Penalty: 549.663147 Iteration 0F: 3 clusters Score -21228.98 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -21321.724609 Penalty: 549.663147 Iteration 1F: 3 clusters Score -21321.72 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -21346.138672 Penalty: 549.663147 Iteration 2F: 3 clusters Score -21346.14 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -21369.976562 Penalty: 549.663147 Iteration 3F: 3 clusters Score -21369.98 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -21390.220703 Penalty: 549.663147 Iteration 4Q: 3 clusters Score -21390.22 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -21406.804688 Penalty: 549.663147 Iteration 5Q: 3 clusters Score -21406.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -21417.509766 Penalty: 549.663147 Iteration 6Q: 3 clusters Score -21417.51 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -21424.720703 Penalty: 549.663147 Iteration 7Q: 3 clusters Score -21424.72 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -21429.912109 Penalty: 549.663147 Iteration 8Q: 3 clusters Score -21429.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -21432.146484 Penalty: 549.663147 Iteration 9Q: 3 clusters Score -21432.15 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -21434.251953 Penalty: 549.663147 Iteration 10Q: 3 clusters Score -21434.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -21435.720703 Penalty: 549.663147 Iteration 11Q: 3 clusters Score -21435.72 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -21436.292969 Penalty: 549.663147 Iteration 12Q: 3 clusters Score -21436.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -21436.292969 Penalty: 549.663147 Iteration 13F: 3 clusters Score -21436.29 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (193 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Entering Unmasked Estep Score: -8239.678711 Penalty: 239.452393 Iteration 0F: 2 clusters Score -8239.679 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -7955.812012 Penalty: 478.904785 Iteration 0F: 3 clusters Score -7955.812 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -8020.273438 Penalty: 478.904785 Iteration 1F: 3 clusters Score -8020.273 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -8053.179688 Penalty: 478.904785 Iteration 2F: 3 clusters Score -8053.18 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -8073.660156 Penalty: 478.904785 Iteration 3Q: 3 clusters Score -8073.66 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -8083.212402 Penalty: 478.904785 Iteration 4Q: 3 clusters Score -8083.212 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -8086.453613 Penalty: 478.904785 Iteration 5Q: 3 clusters Score -8086.454 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -8088.038574 Penalty: 478.904785 Iteration 6Q: 3 clusters Score -8088.039 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -8088.038574 Penalty: 478.904785 Iteration 7F: 3 clusters Score -8088.039 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (145 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Entering Unmasked Estep Score: -6754.305176 Penalty: 226.441376 Iteration 0F: 2 clusters Score -6754.305 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -6517.170898 Penalty: 452.882751 Iteration 0F: 3 clusters Score -6517.171 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -6569.331543 Penalty: 452.882751 Iteration 1F: 3 clusters Score -6569.332 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -6595.577637 Penalty: 452.882751 Iteration 2Q: 3 clusters Score -6595.578 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -6608.783691 Penalty: 452.882751 Iteration 3F: 3 clusters Score -6608.784 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -6613.652344 Penalty: 452.882751 Iteration 4Q: 3 clusters Score -6613.652 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -6616.883301 Penalty: 452.882751 Iteration 5Q: 3 clusters Score -6616.883 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -6618.080078 Penalty: 452.882751 Iteration 6Q: 3 clusters Score -6618.08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -6618.080078 Penalty: 452.882751 Iteration 7F: 3 clusters Score -6618.08 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (11051 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11051 members Entering Unmasked Estep Score: -594197.000000 Penalty: 423.617554 Iteration 0F: 2 clusters Score -594197 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5412 members Mstep: Class 2 contains 5639 members Entering Unmasked Estep Score: -586788.250000 Penalty: 847.235107 Iteration 0F: 3 clusters Score -586788.2 nChanged 5183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4403 members Mstep: Class 2 contains 6648 members Entering Unmasked Estep Score: -589831.625000 Penalty: 847.235107 Iteration 1F: 3 clusters Score -589831.6 nChanged 801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3712 members Mstep: Class 2 contains 7339 members Entering Unmasked Estep Score: -590340.812500 Penalty: 847.235107 Iteration 2F: 3 clusters Score -590340.8 nChanged 1035 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 8306 members Entering Unmasked Estep Score: -591176.875000 Penalty: 847.235107 Iteration 3F: 3 clusters Score -591176.9 nChanged 1047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 9321 members Entering Unmasked Estep Score: -592115.000000 Penalty: 847.235107 Iteration 4F: 3 clusters Score -592115 nChanged 799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 10116 members Entering Unmasked Estep Score: -592888.000000 Penalty: 847.235107 Iteration 5F: 3 clusters Score -592888 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 10627 members Entering Unmasked Estep Score: -593379.125000 Penalty: 847.235107 Iteration 6Q: 3 clusters Score -593379.1 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 10891 members Entering Unmasked Estep Score: -593658.937500 Penalty: 847.235107 Iteration 7Q: 3 clusters Score -593658.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 10983 members Entering Unmasked Estep Score: -593762.375000 Penalty: 847.235107 Iteration 8Q: 3 clusters Score -593762.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 11006 members Entering Unmasked Estep Score: -593789.437500 Penalty: 847.235107 Iteration 9Q: 3 clusters Score -593789.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41 members Mstep: Class 2 contains 11010 members Entering Unmasked Estep Score: -593806.875000 Penalty: 847.235107 Iteration 10Q: 3 clusters Score -593806.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38 members Mstep: Class 2 contains 11013 members Entering Unmasked Estep Score: -593818.625000 Penalty: 847.235107 Iteration 11Q: 3 clusters Score -593818.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39 members Mstep: Class 2 contains 11012 members Entering Unmasked Estep Score: -593823.375000 Penalty: 847.235107 Iteration 12Q: 3 clusters Score -593823.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37 members Mstep: Class 2 contains 11014 members Entering Unmasked Estep Score: -593830.125000 Penalty: 847.235107 Iteration 13Q: 3 clusters Score -593830.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35 members Mstep: Class 2 contains 11016 members Entering Unmasked Estep Score: -593834.250000 Penalty: 847.235107 Iteration 14Q: 3 clusters Score -593834.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35 members Mstep: Class 2 contains 11016 members Entering Unmasked Estep Score: -593834.250000 Penalty: 847.235107 Iteration 15F: 3 clusters Score -593834.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2623 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2623 members Entering Unmasked Estep Score: -143788.687500 Penalty: 358.179382 Iteration 0F: 2 clusters Score -143788.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -141931.468750 Penalty: 716.358765 Iteration 0F: 3 clusters Score -141931.5 nChanged 1164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -142578.062500 Penalty: 716.358765 Iteration 1F: 3 clusters Score -142578.1 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -142645.359375 Penalty: 716.358765 Iteration 2F: 3 clusters Score -142645.4 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -142702.828125 Penalty: 716.358765 Iteration 3F: 3 clusters Score -142702.8 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -142758.171875 Penalty: 716.358765 Iteration 4Q: 3 clusters Score -142758.2 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -142812.687500 Penalty: 716.358765 Iteration 5Q: 3 clusters Score -142812.7 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -142879.750000 Penalty: 716.358765 Iteration 6Q: 3 clusters Score -142879.8 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -142948.609375 Penalty: 716.358765 Iteration 7Q: 3 clusters Score -142948.6 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -143025.578125 Penalty: 716.358765 Iteration 8Q: 3 clusters Score -143025.6 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -143101.968750 Penalty: 716.358765 Iteration 9Q: 3 clusters Score -143102 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -143152.890625 Penalty: 716.358765 Iteration 10Q: 3 clusters Score -143152.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -143181.046875 Penalty: 716.358765 Iteration 11Q: 3 clusters Score -143181 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -143196.046875 Penalty: 716.358765 Iteration 12Q: 3 clusters Score -143196 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -143208.031250 Penalty: 716.358765 Iteration 13Q: 3 clusters Score -143208 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -143216.796875 Penalty: 716.358765 Iteration 14Q: 3 clusters Score -143216.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -143224.625000 Penalty: 716.358765 Iteration 15Q: 3 clusters Score -143224.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -143229.968750 Penalty: 716.358765 Iteration 16Q: 3 clusters Score -143230 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -143236.078125 Penalty: 716.358765 Iteration 17Q: 3 clusters Score -143236.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -143241.875000 Penalty: 716.358765 Iteration 18Q: 3 clusters Score -143241.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -143248.296875 Penalty: 716.358765 Iteration 19Q: 3 clusters Score -143248.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -143255.703125 Penalty: 716.358765 Iteration 20F: 3 clusters Score -143255.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -143260.609375 Penalty: 716.358765 Iteration 21Q: 3 clusters Score -143260.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -143264.531250 Penalty: 716.358765 Iteration 22Q: 3 clusters Score -143264.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -143271.734375 Penalty: 716.358765 Iteration 23Q: 3 clusters Score -143271.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -143280.125000 Penalty: 716.358765 Iteration 24Q: 3 clusters Score -143280.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -143288.546875 Penalty: 716.358765 Iteration 25Q: 3 clusters Score -143288.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -143292.703125 Penalty: 716.358765 Iteration 26Q: 3 clusters Score -143292.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -143295.281250 Penalty: 716.358765 Iteration 27Q: 3 clusters Score -143295.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -143298.718750 Penalty: 716.358765 Iteration 28Q: 3 clusters Score -143298.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -143303.328125 Penalty: 716.358765 Iteration 29Q: 3 clusters Score -143303.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -143312.296875 Penalty: 716.358765 Iteration 30Q: 3 clusters Score -143312.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -143325.687500 Penalty: 716.358765 Iteration 31Q: 3 clusters Score -143325.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -143334.890625 Penalty: 716.358765 Iteration 32Q: 3 clusters Score -143334.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -143340.093750 Penalty: 716.358765 Iteration 33Q: 3 clusters Score -143340.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -143341.828125 Penalty: 716.358765 Iteration 34Q: 3 clusters Score -143341.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2061 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -143345.796875 Penalty: 716.358765 Iteration 35Q: 3 clusters Score -143345.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -143348.250000 Penalty: 716.358765 Iteration 36Q: 3 clusters Score -143348.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -143349.890625 Penalty: 716.358765 Iteration 37Q: 3 clusters Score -143349.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -143353.828125 Penalty: 716.358765 Iteration 38Q: 3 clusters Score -143353.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -143357.843750 Penalty: 716.358765 Iteration 39Q: 3 clusters Score -143357.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -143363.593750 Penalty: 716.358765 Iteration 40F: 3 clusters Score -143363.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -143369.187500 Penalty: 716.358765 Iteration 41Q: 3 clusters Score -143369.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -143378.515625 Penalty: 716.358765 Iteration 42Q: 3 clusters Score -143378.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -143390.046875 Penalty: 716.358765 Iteration 43Q: 3 clusters Score -143390 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -143405.031250 Penalty: 716.358765 Iteration 44Q: 3 clusters Score -143405 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -143416.703125 Penalty: 716.358765 Iteration 45Q: 3 clusters Score -143416.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -143433.937500 Penalty: 716.358765 Iteration 46Q: 3 clusters Score -143433.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2240 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -143460.578125 Penalty: 716.358765 Iteration 47Q: 3 clusters Score -143460.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2255 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -143472.171875 Penalty: 716.358765 Iteration 48Q: 3 clusters Score -143472.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -143480.843750 Penalty: 716.358765 Iteration 49Q: 3 clusters Score -143480.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2272 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -143488.156250 Penalty: 716.358765 Iteration 50Q: 3 clusters Score -143488.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2279 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -143493.312500 Penalty: 716.358765 Iteration 51Q: 3 clusters Score -143493.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -143501.781250 Penalty: 716.358765 Iteration 52Q: 3 clusters Score -143501.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -143507.515625 Penalty: 716.358765 Iteration 53Q: 3 clusters Score -143507.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -143511.546875 Penalty: 716.358765 Iteration 54Q: 3 clusters Score -143511.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -143514.218750 Penalty: 716.358765 Iteration 55Q: 3 clusters Score -143514.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -143516.687500 Penalty: 716.358765 Iteration 56Q: 3 clusters Score -143516.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2319 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -143520.984375 Penalty: 716.358765 Iteration 57Q: 3 clusters Score -143521 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -143523.468750 Penalty: 716.358765 Iteration 58Q: 3 clusters Score -143523.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -143524.203125 Penalty: 716.358765 Iteration 59Q: 3 clusters Score -143524.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2321 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -143524.937500 Penalty: 716.358765 Iteration 60F: 3 clusters Score -143524.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2320 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -143525.187500 Penalty: 716.358765 Iteration 61Q: 3 clusters Score -143525.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2319 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -143525.171875 Penalty: 716.358765 Iteration 62Q: 3 clusters Score -143525.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -143525.703125 Penalty: 716.358765 Iteration 63Q: 3 clusters Score -143525.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -143525.703125 Penalty: 716.358765 Iteration 64F: 3 clusters Score -143525.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (97034 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97034 members Entering Unmasked Estep Score: -5469825.000000 Penalty: 522.468140 Iteration 0F: 2 clusters Score -5469825 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48545 members Mstep: Class 2 contains 48489 members Entering Unmasked Estep Score: -5404117.500000 Penalty: 1044.936279 Iteration 0F: 3 clusters Score -5404118 nChanged 47349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48144 members Mstep: Class 2 contains 48890 members Entering Unmasked Estep Score: -5432435.500000 Penalty: 1044.936279 Iteration 1F: 3 clusters Score -5432436 nChanged 3490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47932 members Mstep: Class 2 contains 49102 members Entering Unmasked Estep Score: -5433495.000000 Penalty: 1044.936279 Iteration 2Q: 3 clusters Score -5433495 nChanged 3928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47720 members Mstep: Class 2 contains 49314 members Entering Unmasked Estep Score: -5434804.500000 Penalty: 1044.936279 Iteration 3Q: 3 clusters Score -5434804 nChanged 4386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47540 members Mstep: Class 2 contains 49494 members Entering Unmasked Estep Score: -5436618.500000 Penalty: 1044.936279 Iteration 4Q: 3 clusters Score -5436618 nChanged 4899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47487 members Mstep: Class 2 contains 49547 members Entering Unmasked Estep Score: -5439038.500000 Penalty: 1044.936279 Iteration 5F: 3 clusters Score -5439038 nChanged 5561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47482 members Mstep: Class 2 contains 49552 members Entering Unmasked Estep Score: -5442650.000000 Penalty: 1044.936279 Iteration 6F: 3 clusters Score -5442650 nChanged 6161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47445 members Mstep: Class 2 contains 49589 members Entering Unmasked Estep Score: -5447425.000000 Penalty: 1044.936279 Iteration 7F: 3 clusters Score -5447425 nChanged 6126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47243 members Mstep: Class 2 contains 49791 members Entering Unmasked Estep Score: -5452069.000000 Penalty: 1044.936279 Iteration 8F: 3 clusters Score -5452069 nChanged 4825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46780 members Mstep: Class 2 contains 50254 members Entering Unmasked Estep Score: -5454465.000000 Penalty: 1044.936279 Iteration 9Q: 3 clusters Score -5454465 nChanged 2996 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46164 members Mstep: Class 2 contains 50870 members Entering Unmasked Estep Score: -5455477.500000 Penalty: 1044.936279 Iteration 10Q: 3 clusters Score -5455478 nChanged 1900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45468 members Mstep: Class 2 contains 51566 members Entering Unmasked Estep Score: -5456097.500000 Penalty: 1044.936279 Iteration 11Q: 3 clusters Score -5456098 nChanged 1644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44726 members Mstep: Class 2 contains 52308 members Entering Unmasked Estep Score: -5456644.500000 Penalty: 1044.936279 Iteration 12Q: 3 clusters Score -5456644 nChanged 1513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44073 members Mstep: Class 2 contains 52961 members Entering Unmasked Estep Score: -5457189.000000 Penalty: 1044.936279 Iteration 13Q: 3 clusters Score -5457189 nChanged 1486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43405 members Mstep: Class 2 contains 53629 members Entering Unmasked Estep Score: -5457706.000000 Penalty: 1044.936279 Iteration 14Q: 3 clusters Score -5457706 nChanged 1397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42774 members Mstep: Class 2 contains 54260 members Entering Unmasked Estep Score: -5458116.500000 Penalty: 1044.936279 Iteration 15Q: 3 clusters Score -5458116 nChanged 1318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42252 members Mstep: Class 2 contains 54782 members Entering Unmasked Estep Score: -5458530.000000 Penalty: 1044.936279 Iteration 16Q: 3 clusters Score -5458530 nChanged 1222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41774 members Mstep: Class 2 contains 55260 members Entering Unmasked Estep Score: -5458871.500000 Penalty: 1044.936279 Iteration 17Q: 3 clusters Score -5458872 nChanged 1108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41346 members Mstep: Class 2 contains 55688 members Entering Unmasked Estep Score: -5459145.500000 Penalty: 1044.936279 Iteration 18Q: 3 clusters Score -5459146 nChanged 1037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40973 members Mstep: Class 2 contains 56061 members Entering Unmasked Estep Score: -5459386.000000 Penalty: 1044.936279 Iteration 19Q: 3 clusters Score -5459386 nChanged 933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40688 members Mstep: Class 2 contains 56346 members Entering Unmasked Estep Score: -5459546.000000 Penalty: 1044.936279 Iteration 20F: 3 clusters Score -5459546 nChanged 870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40474 members Mstep: Class 2 contains 56560 members Entering Unmasked Estep Score: -5459724.000000 Penalty: 1044.936279 Iteration 21Q: 3 clusters Score -5459724 nChanged 793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40317 members Mstep: Class 2 contains 56717 members Entering Unmasked Estep Score: -5459880.000000 Penalty: 1044.936279 Iteration 22Q: 3 clusters Score -5459880 nChanged 708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40199 members Mstep: Class 2 contains 56835 members Entering Unmasked Estep Score: -5460007.000000 Penalty: 1044.936279 Iteration 23Q: 3 clusters Score -5460007 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40095 members Mstep: Class 2 contains 56939 members Entering Unmasked Estep Score: -5460109.500000 Penalty: 1044.936279 Iteration 24Q: 3 clusters Score -5460110 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40044 members Mstep: Class 2 contains 56990 members Entering Unmasked Estep Score: -5460170.000000 Penalty: 1044.936279 Iteration 25Q: 3 clusters Score -5460170 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40019 members Mstep: Class 2 contains 57015 members Entering Unmasked Estep Score: -5460229.000000 Penalty: 1044.936279 Iteration 26Q: 3 clusters Score -5460229 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40027 members Mstep: Class 2 contains 57007 members Entering Unmasked Estep Score: -5460291.500000 Penalty: 1044.936279 Iteration 27Q: 3 clusters Score -5460292 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40081 members Mstep: Class 2 contains 56953 members Entering Unmasked Estep Score: -5460307.000000 Penalty: 1044.936279 Iteration 28Q: 3 clusters Score -5460307 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40171 members Mstep: Class 2 contains 56863 members Entering Unmasked Estep Score: -5460352.000000 Penalty: 1044.936279 Iteration 29Q: 3 clusters Score -5460352 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40265 members Mstep: Class 2 contains 56769 members Entering Unmasked Estep Score: -5460337.000000 Penalty: 1044.936279 Iteration 30Q: 3 clusters Score -5460337 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40389 members Mstep: Class 2 contains 56645 members Entering Unmasked Estep Score: -5460381.000000 Penalty: 1044.936279 Iteration 31Q: 3 clusters Score -5460381 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40522 members Mstep: Class 2 contains 56512 members Entering Unmasked Estep Score: -5460394.500000 Penalty: 1044.936279 Iteration 32Q: 3 clusters Score -5460394 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40665 members Mstep: Class 2 contains 56369 members Entering Unmasked Estep Score: -5460405.000000 Penalty: 1044.936279 Iteration 33Q: 3 clusters Score -5460405 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40811 members Mstep: Class 2 contains 56223 members Entering Unmasked Estep Score: -5460425.500000 Penalty: 1044.936279 Iteration 34Q: 3 clusters Score -5460426 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40955 members Mstep: Class 2 contains 56079 members Entering Unmasked Estep Score: -5460415.000000 Penalty: 1044.936279 Iteration 35Q: 3 clusters Score -5460415 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41132 members Mstep: Class 2 contains 55902 members Entering Unmasked Estep Score: -5460451.500000 Penalty: 1044.936279 Iteration 36Q: 3 clusters Score -5460452 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41326 members Mstep: Class 2 contains 55708 members Entering Unmasked Estep Score: -5460452.000000 Penalty: 1044.936279 Iteration 37Q: 3 clusters Score -5460452 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41531 members Mstep: Class 2 contains 55503 members Entering Unmasked Estep Score: -5460462.000000 Penalty: 1044.936279 Iteration 38Q: 3 clusters Score -5460462 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41735 members Mstep: Class 2 contains 55299 members Entering Unmasked Estep Score: -5460478.500000 Penalty: 1044.936279 Iteration 39Q: 3 clusters Score -5460478 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41960 members Mstep: Class 2 contains 55074 members Entering Unmasked Estep Score: -5460487.000000 Penalty: 1044.936279 Iteration 40F: 3 clusters Score -5460487 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42182 members Mstep: Class 2 contains 54852 members Entering Unmasked Estep Score: -5460511.500000 Penalty: 1044.936279 Iteration 41Q: 3 clusters Score -5460512 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42410 members Mstep: Class 2 contains 54624 members Entering Unmasked Estep Score: -5460542.500000 Penalty: 1044.936279 Iteration 42Q: 3 clusters Score -5460542 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42673 members Mstep: Class 2 contains 54361 members Entering Unmasked Estep Score: -5460564.500000 Penalty: 1044.936279 Iteration 43Q: 3 clusters Score -5460564 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42932 members Mstep: Class 2 contains 54102 members Entering Unmasked Estep Score: -5460587.500000 Penalty: 1044.936279 Iteration 44Q: 3 clusters Score -5460588 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43201 members Mstep: Class 2 contains 53833 members Entering Unmasked Estep Score: -5460595.000000 Penalty: 1044.936279 Iteration 45Q: 3 clusters Score -5460595 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43480 members Mstep: Class 2 contains 53554 members Entering Unmasked Estep Score: -5460630.000000 Penalty: 1044.936279 Iteration 46Q: 3 clusters Score -5460630 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43772 members Mstep: Class 2 contains 53262 members Entering Unmasked Estep Score: -5460676.000000 Penalty: 1044.936279 Iteration 47Q: 3 clusters Score -5460676 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44068 members Mstep: Class 2 contains 52966 members Entering Unmasked Estep Score: -5460699.500000 Penalty: 1044.936279 Iteration 48Q: 3 clusters Score -5460700 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44383 members Mstep: Class 2 contains 52651 members Entering Unmasked Estep Score: -5460720.000000 Penalty: 1044.936279 Iteration 49Q: 3 clusters Score -5460720 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44692 members Mstep: Class 2 contains 52342 members Entering Unmasked Estep Score: -5460744.500000 Penalty: 1044.936279 Iteration 50Q: 3 clusters Score -5460744 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45009 members Mstep: Class 2 contains 52025 members Entering Unmasked Estep Score: -5460760.500000 Penalty: 1044.936279 Iteration 51Q: 3 clusters Score -5460760 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45333 members Mstep: Class 2 contains 51701 members Entering Unmasked Estep Score: -5460791.500000 Penalty: 1044.936279 Iteration 52Q: 3 clusters Score -5460792 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45663 members Mstep: Class 2 contains 51371 members Entering Unmasked Estep Score: -5460837.000000 Penalty: 1044.936279 Iteration 53Q: 3 clusters Score -5460837 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46004 members Mstep: Class 2 contains 51030 members Entering Unmasked Estep Score: -5460886.000000 Penalty: 1044.936279 Iteration 54Q: 3 clusters Score -5460886 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46319 members Mstep: Class 2 contains 50715 members Entering Unmasked Estep Score: -5460912.000000 Penalty: 1044.936279 Iteration 55Q: 3 clusters Score -5460912 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46628 members Mstep: Class 2 contains 50406 members Entering Unmasked Estep Score: -5460937.000000 Penalty: 1044.936279 Iteration 56Q: 3 clusters Score -5460937 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46936 members Mstep: Class 2 contains 50098 members Entering Unmasked Estep Score: -5460958.000000 Penalty: 1044.936279 Iteration 57Q: 3 clusters Score -5460958 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47253 members Mstep: Class 2 contains 49781 members Entering Unmasked Estep Score: -5460985.500000 Penalty: 1044.936279 Iteration 58Q: 3 clusters Score -5460986 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47543 members Mstep: Class 2 contains 49491 members Entering Unmasked Estep Score: -5461024.500000 Penalty: 1044.936279 Iteration 59Q: 3 clusters Score -5461024 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47838 members Mstep: Class 2 contains 49196 members Entering Unmasked Estep Score: -5461040.500000 Penalty: 1044.936279 Iteration 60F: 3 clusters Score -5461040 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48144 members Mstep: Class 2 contains 48890 members Entering Unmasked Estep Score: -5461078.000000 Penalty: 1044.936279 Iteration 61Q: 3 clusters Score -5461078 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48452 members Mstep: Class 2 contains 48582 members Entering Unmasked Estep Score: -5461107.500000 Penalty: 1044.936279 Iteration 62Q: 3 clusters Score -5461108 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48774 members Mstep: Class 2 contains 48260 members Entering Unmasked Estep Score: -5461153.000000 Penalty: 1044.936279 Iteration 63Q: 3 clusters Score -5461153 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49089 members Mstep: Class 2 contains 47945 members Entering Unmasked Estep Score: -5461163.000000 Penalty: 1044.936279 Iteration 64Q: 3 clusters Score -5461163 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49389 members Mstep: Class 2 contains 47645 members Entering Unmasked Estep Score: -5461180.500000 Penalty: 1044.936279 Iteration 65Q: 3 clusters Score -5461180 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49671 members Mstep: Class 2 contains 47363 members Entering Unmasked Estep Score: -5461211.500000 Penalty: 1044.936279 Iteration 66Q: 3 clusters Score -5461212 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49947 members Mstep: Class 2 contains 47087 members Entering Unmasked Estep Score: -5461242.500000 Penalty: 1044.936279 Iteration 67Q: 3 clusters Score -5461242 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50221 members Mstep: Class 2 contains 46813 members Entering Unmasked Estep Score: -5461244.000000 Penalty: 1044.936279 Iteration 68Q: 3 clusters Score -5461244 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50482 members Mstep: Class 2 contains 46552 members Entering Unmasked Estep Score: -5461252.000000 Penalty: 1044.936279 Iteration 69Q: 3 clusters Score -5461252 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50740 members Mstep: Class 2 contains 46294 members Entering Unmasked Estep Score: -5461270.500000 Penalty: 1044.936279 Iteration 70Q: 3 clusters Score -5461270 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50992 members Mstep: Class 2 contains 46042 members Entering Unmasked Estep Score: -5461287.500000 Penalty: 1044.936279 Iteration 71Q: 3 clusters Score -5461288 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51246 members Mstep: Class 2 contains 45788 members Entering Unmasked Estep Score: -5461302.500000 Penalty: 1044.936279 Iteration 72Q: 3 clusters Score -5461302 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51474 members Mstep: Class 2 contains 45560 members Entering Unmasked Estep Score: -5461306.500000 Penalty: 1044.936279 Iteration 73Q: 3 clusters Score -5461306 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51684 members Mstep: Class 2 contains 45350 members Entering Unmasked Estep Score: -5461327.000000 Penalty: 1044.936279 Iteration 74Q: 3 clusters Score -5461327 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51883 members Mstep: Class 2 contains 45151 members Entering Unmasked Estep Score: -5461366.500000 Penalty: 1044.936279 Iteration 75Q: 3 clusters Score -5461366 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52098 members Mstep: Class 2 contains 44936 members Entering Unmasked Estep Score: -5461371.500000 Penalty: 1044.936279 Iteration 76Q: 3 clusters Score -5461372 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52317 members Mstep: Class 2 contains 44717 members Entering Unmasked Estep Score: -5461386.000000 Penalty: 1044.936279 Iteration 77Q: 3 clusters Score -5461386 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52524 members Mstep: Class 2 contains 44510 members Entering Unmasked Estep Score: -5461385.500000 Penalty: 1044.936279 Iteration 78Q: 3 clusters Score -5461386 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52743 members Mstep: Class 2 contains 44291 members Entering Unmasked Estep Score: -5461402.500000 Penalty: 1044.936279 Iteration 79Q: 3 clusters Score -5461402 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52947 members Mstep: Class 2 contains 44087 members Entering Unmasked Estep Score: -5461424.500000 Penalty: 1044.936279 Iteration 80F: 3 clusters Score -5461424 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53135 members Mstep: Class 2 contains 43899 members Entering Unmasked Estep Score: -5461412.000000 Penalty: 1044.936279 Iteration 81Q: 3 clusters Score -5461412 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53307 members Mstep: Class 2 contains 43727 members Entering Unmasked Estep Score: -5461409.500000 Penalty: 1044.936279 Iteration 82Q: 3 clusters Score -5461410 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53478 members Mstep: Class 2 contains 43556 members Entering Unmasked Estep Score: -5461403.500000 Penalty: 1044.936279 Iteration 83Q: 3 clusters Score -5461404 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53641 members Mstep: Class 2 contains 43393 members Entering Unmasked Estep Score: -5461433.000000 Penalty: 1044.936279 Iteration 84Q: 3 clusters Score -5461433 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53814 members Mstep: Class 2 contains 43220 members Entering Unmasked Estep Score: -5461435.500000 Penalty: 1044.936279 Iteration 85Q: 3 clusters Score -5461436 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53954 members Mstep: Class 2 contains 43080 members Entering Unmasked Estep Score: -5461429.500000 Penalty: 1044.936279 Iteration 86Q: 3 clusters Score -5461430 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54100 members Mstep: Class 2 contains 42934 members Entering Unmasked Estep Score: -5461427.500000 Penalty: 1044.936279 Iteration 87Q: 3 clusters Score -5461428 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54220 members Mstep: Class 2 contains 42814 members Entering Unmasked Estep Score: -5461439.000000 Penalty: 1044.936279 Iteration 88Q: 3 clusters Score -5461439 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54323 members Mstep: Class 2 contains 42711 members Entering Unmasked Estep Score: -5461449.000000 Penalty: 1044.936279 Iteration 89Q: 3 clusters Score -5461449 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54430 members Mstep: Class 2 contains 42604 members Entering Unmasked Estep Score: -5461450.500000 Penalty: 1044.936279 Iteration 90Q: 3 clusters Score -5461450 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54536 members Mstep: Class 2 contains 42498 members Entering Unmasked Estep Score: -5461441.000000 Penalty: 1044.936279 Iteration 91Q: 3 clusters Score -5461441 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54633 members Mstep: Class 2 contains 42401 members Entering Unmasked Estep Score: -5461455.000000 Penalty: 1044.936279 Iteration 92Q: 3 clusters Score -5461455 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54728 members Mstep: Class 2 contains 42306 members Entering Unmasked Estep Score: -5461445.000000 Penalty: 1044.936279 Iteration 93Q: 3 clusters Score -5461445 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54809 members Mstep: Class 2 contains 42225 members Entering Unmasked Estep Score: -5461443.000000 Penalty: 1044.936279 Iteration 94Q: 3 clusters Score -5461443 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54893 members Mstep: Class 2 contains 42141 members Entering Unmasked Estep Score: -5461449.500000 Penalty: 1044.936279 Iteration 95Q: 3 clusters Score -5461450 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54961 members Mstep: Class 2 contains 42073 members Entering Unmasked Estep Score: -5461450.500000 Penalty: 1044.936279 Iteration 96Q: 3 clusters Score -5461450 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55020 members Mstep: Class 2 contains 42014 members Entering Unmasked Estep Score: -5461451.500000 Penalty: 1044.936279 Iteration 97Q: 3 clusters Score -5461452 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55083 members Mstep: Class 2 contains 41951 members Entering Unmasked Estep Score: -5461448.500000 Penalty: 1044.936279 Iteration 98Q: 3 clusters Score -5461448 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55145 members Mstep: Class 2 contains 41889 members Entering Unmasked Estep Score: -5461443.500000 Penalty: 1044.936279 Iteration 99Q: 3 clusters Score -5461444 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55186 members Mstep: Class 2 contains 41848 members Entering Unmasked Estep Score: -5461449.500000 Penalty: 1044.936279 Iteration 100F: 3 clusters Score -5461450 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55225 members Mstep: Class 2 contains 41809 members Entering Unmasked Estep Score: -5461452.000000 Penalty: 1044.936279 Iteration 101Q: 3 clusters Score -5461452 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55266 members Mstep: Class 2 contains 41768 members Entering Unmasked Estep Score: -5461454.000000 Penalty: 1044.936279 Iteration 102Q: 3 clusters Score -5461454 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55298 members Mstep: Class 2 contains 41736 members Entering Unmasked Estep Score: -5461452.500000 Penalty: 1044.936279 Iteration 103Q: 3 clusters Score -5461452 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55332 members Mstep: Class 2 contains 41702 members Entering Unmasked Estep Score: -5461449.000000 Penalty: 1044.936279 Iteration 104Q: 3 clusters Score -5461449 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55368 members Mstep: Class 2 contains 41666 members Entering Unmasked Estep Score: -5461455.500000 Penalty: 1044.936279 Iteration 105Q: 3 clusters Score -5461456 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55408 members Mstep: Class 2 contains 41626 members Entering Unmasked Estep Score: -5461458.000000 Penalty: 1044.936279 Iteration 106Q: 3 clusters Score -5461458 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55445 members Mstep: Class 2 contains 41589 members Entering Unmasked Estep Score: -5461460.500000 Penalty: 1044.936279 Iteration 107Q: 3 clusters Score -5461460 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55482 members Mstep: Class 2 contains 41552 members Entering Unmasked Estep Score: -5461457.000000 Penalty: 1044.936279 Iteration 108Q: 3 clusters Score -5461457 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55517 members Mstep: Class 2 contains 41517 members Entering Unmasked Estep Score: -5461466.500000 Penalty: 1044.936279 Iteration 109Q: 3 clusters Score -5461466 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55541 members Mstep: Class 2 contains 41493 members Entering Unmasked Estep Score: -5461465.000000 Penalty: 1044.936279 Iteration 110Q: 3 clusters Score -5461465 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55559 members Mstep: Class 2 contains 41475 members Entering Unmasked Estep Score: -5461466.500000 Penalty: 1044.936279 Iteration 111Q: 3 clusters Score -5461466 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55575 members Mstep: Class 2 contains 41459 members Entering Unmasked Estep Score: -5461475.500000 Penalty: 1044.936279 Iteration 112Q: 3 clusters Score -5461476 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55580 members Mstep: Class 2 contains 41454 members Entering Unmasked Estep Score: -5461476.500000 Penalty: 1044.936279 Iteration 113Q: 3 clusters Score -5461476 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55584 members Mstep: Class 2 contains 41450 members Entering Unmasked Estep Score: -5461472.000000 Penalty: 1044.936279 Iteration 114Q: 3 clusters Score -5461472 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55585 members Mstep: Class 2 contains 41449 members Entering Unmasked Estep Score: -5461471.500000 Penalty: 1044.936279 Iteration 115Q: 3 clusters Score -5461472 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55585 members Mstep: Class 2 contains 41449 members Entering Unmasked Estep Score: -5461471.500000 Penalty: 1044.936279 Iteration 116F: 3 clusters Score -5461472 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1277 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Entering Unmasked Estep Score: -77907.179688 Penalty: 325.428223 Iteration 0F: 2 clusters Score -77907.18 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -76916.382812 Penalty: 650.856445 Iteration 0F: 3 clusters Score -76916.38 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -77235.523438 Penalty: 650.856445 Iteration 1F: 3 clusters Score -77235.52 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -77293.148438 Penalty: 650.856445 Iteration 2F: 3 clusters Score -77293.15 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -77330.570312 Penalty: 650.856445 Iteration 3Q: 3 clusters Score -77330.57 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -77365.843750 Penalty: 650.856445 Iteration 4Q: 3 clusters Score -77365.84 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -77409.125000 Penalty: 650.856445 Iteration 5Q: 3 clusters Score -77409.12 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -77441.625000 Penalty: 650.856445 Iteration 6Q: 3 clusters Score -77441.62 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -77465.523438 Penalty: 650.856445 Iteration 7Q: 3 clusters Score -77465.52 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -77487.476562 Penalty: 650.856445 Iteration 8Q: 3 clusters Score -77487.48 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -77499.726562 Penalty: 650.856445 Iteration 9Q: 3 clusters Score -77499.73 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -77512.531250 Penalty: 650.856445 Iteration 10Q: 3 clusters Score -77512.53 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -77517.382812 Penalty: 650.856445 Iteration 11Q: 3 clusters Score -77517.38 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -77518.570312 Penalty: 650.856445 Iteration 12Q: 3 clusters Score -77518.57 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -77519.335938 Penalty: 650.856445 Iteration 13Q: 3 clusters Score -77519.34 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -77521.031250 Penalty: 650.856445 Iteration 14Q: 3 clusters Score -77521.03 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -77523.867188 Penalty: 650.856445 Iteration 15Q: 3 clusters Score -77523.87 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -77524.804688 Penalty: 650.856445 Iteration 16Q: 3 clusters Score -77524.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -77525.609375 Penalty: 650.856445 Iteration 17Q: 3 clusters Score -77525.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -77526.718750 Penalty: 650.856445 Iteration 18Q: 3 clusters Score -77526.72 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -77528.046875 Penalty: 650.856445 Iteration 19Q: 3 clusters Score -77528.05 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -77530.078125 Penalty: 650.856445 Iteration 20F: 3 clusters Score -77530.08 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -77530.976562 Penalty: 650.856445 Iteration 21Q: 3 clusters Score -77530.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -77531.156250 Penalty: 650.856445 Iteration 22Q: 3 clusters Score -77531.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -77531.617188 Penalty: 650.856445 Iteration 23Q: 3 clusters Score -77531.62 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -77532.445312 Penalty: 650.856445 Iteration 24Q: 3 clusters Score -77532.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -77532.593750 Penalty: 650.856445 Iteration 25Q: 3 clusters Score -77532.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -77532.804688 Penalty: 650.856445 Iteration 26Q: 3 clusters Score -77532.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -77532.804688 Penalty: 650.856445 Iteration 27F: 3 clusters Score -77532.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (116 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Entering Unmasked Estep Score: -5813.430176 Penalty: 216.288345 Iteration 0F: 2 clusters Score -5813.43 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -5583.314941 Penalty: 432.576691 Iteration 0F: 3 clusters Score -5583.315 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -5640.727051 Penalty: 432.576691 Iteration 1F: 3 clusters Score -5640.727 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -5648.707520 Penalty: 432.576691 Iteration 2Q: 3 clusters Score -5648.708 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -5648.707520 Penalty: 432.576691 Iteration 3F: 3 clusters Score -5648.708 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (15081 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15081 members Entering Unmasked Estep Score: -911207.687500 Penalty: 437.764191 Iteration 0F: 2 clusters Score -911207.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7524 members Mstep: Class 2 contains 7557 members Entering Unmasked Estep Score: -901096.437500 Penalty: 875.528381 Iteration 0F: 3 clusters Score -901096.4 nChanged 7163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7277 members Mstep: Class 2 contains 7804 members Entering Unmasked Estep Score: -905145.000000 Penalty: 875.528381 Iteration 1F: 3 clusters Score -905145 nChanged 793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7174 members Mstep: Class 2 contains 7907 members Entering Unmasked Estep Score: -905477.625000 Penalty: 875.528381 Iteration 2F: 3 clusters Score -905477.6 nChanged 802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6986 members Mstep: Class 2 contains 8095 members Entering Unmasked Estep Score: -905859.187500 Penalty: 875.528381 Iteration 3F: 3 clusters Score -905859.2 nChanged 831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6757 members Mstep: Class 2 contains 8324 members Entering Unmasked Estep Score: -906359.625000 Penalty: 875.528381 Iteration 4F: 3 clusters Score -906359.6 nChanged 888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6507 members Mstep: Class 2 contains 8574 members Entering Unmasked Estep Score: -906973.812500 Penalty: 875.528381 Iteration 5F: 3 clusters Score -906973.8 nChanged 917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6272 members Mstep: Class 2 contains 8809 members Entering Unmasked Estep Score: -907642.500000 Penalty: 875.528381 Iteration 6F: 3 clusters Score -907642.5 nChanged 850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6064 members Mstep: Class 2 contains 9017 members Entering Unmasked Estep Score: -908193.437500 Penalty: 875.528381 Iteration 7F: 3 clusters Score -908193.4 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5878 members Mstep: Class 2 contains 9203 members Entering Unmasked Estep Score: -908536.562500 Penalty: 875.528381 Iteration 8Q: 3 clusters Score -908536.6 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5747 members Mstep: Class 2 contains 9334 members Entering Unmasked Estep Score: -908684.875000 Penalty: 875.528381 Iteration 9Q: 3 clusters Score -908684.9 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5640 members Mstep: Class 2 contains 9441 members Entering Unmasked Estep Score: -908748.875000 Penalty: 875.528381 Iteration 10Q: 3 clusters Score -908748.9 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5545 members Mstep: Class 2 contains 9536 members Entering Unmasked Estep Score: -908782.812500 Penalty: 875.528381 Iteration 11Q: 3 clusters Score -908782.8 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5452 members Mstep: Class 2 contains 9629 members Entering Unmasked Estep Score: -908814.562500 Penalty: 875.528381 Iteration 12Q: 3 clusters Score -908814.6 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5344 members Mstep: Class 2 contains 9737 members Entering Unmasked Estep Score: -908849.062500 Penalty: 875.528381 Iteration 13Q: 3 clusters Score -908849.1 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5223 members Mstep: Class 2 contains 9858 members Entering Unmasked Estep Score: -908879.500000 Penalty: 875.528381 Iteration 14Q: 3 clusters Score -908879.5 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5113 members Mstep: Class 2 contains 9968 members Entering Unmasked Estep Score: -908906.625000 Penalty: 875.528381 Iteration 15Q: 3 clusters Score -908906.6 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5012 members Mstep: Class 2 contains 10069 members Entering Unmasked Estep Score: -908930.687500 Penalty: 875.528381 Iteration 16Q: 3 clusters Score -908930.7 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4912 members Mstep: Class 2 contains 10169 members Entering Unmasked Estep Score: -908950.937500 Penalty: 875.528381 Iteration 17Q: 3 clusters Score -908950.9 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4810 members Mstep: Class 2 contains 10271 members Entering Unmasked Estep Score: -908972.125000 Penalty: 875.528381 Iteration 18Q: 3 clusters Score -908972.1 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4713 members Mstep: Class 2 contains 10368 members Entering Unmasked Estep Score: -908988.062500 Penalty: 875.528381 Iteration 19Q: 3 clusters Score -908988.1 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4596 members Mstep: Class 2 contains 10485 members Entering Unmasked Estep Score: -909010.250000 Penalty: 875.528381 Iteration 20F: 3 clusters Score -909010.2 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4465 members Mstep: Class 2 contains 10616 members Entering Unmasked Estep Score: -909036.750000 Penalty: 875.528381 Iteration 21Q: 3 clusters Score -909036.8 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4333 members Mstep: Class 2 contains 10748 members Entering Unmasked Estep Score: -909072.500000 Penalty: 875.528381 Iteration 22Q: 3 clusters Score -909072.5 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4176 members Mstep: Class 2 contains 10905 members Entering Unmasked Estep Score: -909114.187500 Penalty: 875.528381 Iteration 23Q: 3 clusters Score -909114.2 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4020 members Mstep: Class 2 contains 11061 members Entering Unmasked Estep Score: -909151.937500 Penalty: 875.528381 Iteration 24Q: 3 clusters Score -909151.9 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3862 members Mstep: Class 2 contains 11219 members Entering Unmasked Estep Score: -909195.500000 Penalty: 875.528381 Iteration 25Q: 3 clusters Score -909195.5 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3691 members Mstep: Class 2 contains 11390 members Entering Unmasked Estep Score: -909248.812500 Penalty: 875.528381 Iteration 26Q: 3 clusters Score -909248.8 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3516 members Mstep: Class 2 contains 11565 members Entering Unmasked Estep Score: -909300.062500 Penalty: 875.528381 Iteration 27Q: 3 clusters Score -909300.1 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3322 members Mstep: Class 2 contains 11759 members Entering Unmasked Estep Score: -909360.625000 Penalty: 875.528381 Iteration 28Q: 3 clusters Score -909360.6 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3128 members Mstep: Class 2 contains 11953 members Entering Unmasked Estep Score: -909416.687500 Penalty: 875.528381 Iteration 29Q: 3 clusters Score -909416.7 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2957 members Mstep: Class 2 contains 12124 members Entering Unmasked Estep Score: -909467.250000 Penalty: 875.528381 Iteration 30Q: 3 clusters Score -909467.2 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2789 members Mstep: Class 2 contains 12292 members Entering Unmasked Estep Score: -909520.312500 Penalty: 875.528381 Iteration 31Q: 3 clusters Score -909520.3 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 12462 members Entering Unmasked Estep Score: -909569.000000 Penalty: 875.528381 Iteration 32Q: 3 clusters Score -909569 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 12657 members Entering Unmasked Estep Score: -909637.187500 Penalty: 875.528381 Iteration 33Q: 3 clusters Score -909637.2 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2222 members Mstep: Class 2 contains 12859 members Entering Unmasked Estep Score: -909719.312500 Penalty: 875.528381 Iteration 34Q: 3 clusters Score -909719.3 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2002 members Mstep: Class 2 contains 13079 members Entering Unmasked Estep Score: -909812.000000 Penalty: 875.528381 Iteration 35Q: 3 clusters Score -909812 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 13281 members Entering Unmasked Estep Score: -909900.375000 Penalty: 875.528381 Iteration 36Q: 3 clusters Score -909900.4 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 13475 members Entering Unmasked Estep Score: -909984.437500 Penalty: 875.528381 Iteration 37Q: 3 clusters Score -909984.4 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 13646 members Entering Unmasked Estep Score: -910063.500000 Penalty: 875.528381 Iteration 38Q: 3 clusters Score -910063.5 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 13838 members Entering Unmasked Estep Score: -910157.500000 Penalty: 875.528381 Iteration 39Q: 3 clusters Score -910157.5 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 14024 members Entering Unmasked Estep Score: -910266.312500 Penalty: 875.528381 Iteration 40F: 3 clusters Score -910266.3 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 14191 members Entering Unmasked Estep Score: -910365.937500 Penalty: 875.528381 Iteration 41Q: 3 clusters Score -910365.9 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 14338 members Entering Unmasked Estep Score: -910448.312500 Penalty: 875.528381 Iteration 42Q: 3 clusters Score -910448.3 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 14462 members Entering Unmasked Estep Score: -910523.187500 Penalty: 875.528381 Iteration 43Q: 3 clusters Score -910523.2 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 14570 members Entering Unmasked Estep Score: -910589.687500 Penalty: 875.528381 Iteration 44Q: 3 clusters Score -910589.7 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 14668 members Entering Unmasked Estep Score: -910648.062500 Penalty: 875.528381 Iteration 45Q: 3 clusters Score -910648.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 14739 members Entering Unmasked Estep Score: -910691.312500 Penalty: 875.528381 Iteration 46Q: 3 clusters Score -910691.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 14790 members Entering Unmasked Estep Score: -910717.375000 Penalty: 875.528381 Iteration 47Q: 3 clusters Score -910717.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 14826 members Entering Unmasked Estep Score: -910737.625000 Penalty: 875.528381 Iteration 48Q: 3 clusters Score -910737.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 14857 members Entering Unmasked Estep Score: -910756.562500 Penalty: 875.528381 Iteration 49Q: 3 clusters Score -910756.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 14879 members Entering Unmasked Estep Score: -910764.875000 Penalty: 875.528381 Iteration 50Q: 3 clusters Score -910764.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 14893 members Entering Unmasked Estep Score: -910772.750000 Penalty: 875.528381 Iteration 51Q: 3 clusters Score -910772.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 14909 members Entering Unmasked Estep Score: -910782.812500 Penalty: 875.528381 Iteration 52Q: 3 clusters Score -910782.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 14919 members Entering Unmasked Estep Score: -910792.500000 Penalty: 875.528381 Iteration 53Q: 3 clusters Score -910792.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 14928 members Entering Unmasked Estep Score: -910800.562500 Penalty: 875.528381 Iteration 54Q: 3 clusters Score -910800.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 14935 members Entering Unmasked Estep Score: -910804.812500 Penalty: 875.528381 Iteration 55Q: 3 clusters Score -910804.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 14940 members Entering Unmasked Estep Score: -910808.375000 Penalty: 875.528381 Iteration 56Q: 3 clusters Score -910808.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 14943 members Entering Unmasked Estep Score: -910810.750000 Penalty: 875.528381 Iteration 57Q: 3 clusters Score -910810.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 14947 members Entering Unmasked Estep Score: -910813.750000 Penalty: 875.528381 Iteration 58Q: 3 clusters Score -910813.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 14949 members Entering Unmasked Estep Score: -910813.312500 Penalty: 875.528381 Iteration 59Q: 3 clusters Score -910813.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 14952 members Entering Unmasked Estep Score: -910812.937500 Penalty: 875.528381 Iteration 60F: 3 clusters Score -910812.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 14954 members Entering Unmasked Estep Score: -910814.250000 Penalty: 875.528381 Iteration 61Q: 3 clusters Score -910814.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 14956 members Entering Unmasked Estep Score: -910815.125000 Penalty: 875.528381 Iteration 62Q: 3 clusters Score -910815.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 14957 members Entering Unmasked Estep Score: -910816.500000 Penalty: 875.528381 Iteration 63Q: 3 clusters Score -910816.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 14958 members Entering Unmasked Estep Score: -910816.687500 Penalty: 875.528381 Iteration 64Q: 3 clusters Score -910816.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 14960 members Entering Unmasked Estep Score: -910817.375000 Penalty: 875.528381 Iteration 65Q: 3 clusters Score -910817.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 14962 members Entering Unmasked Estep Score: -910817.687500 Penalty: 875.528381 Iteration 66Q: 3 clusters Score -910817.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 14962 members Entering Unmasked Estep Score: -910817.687500 Penalty: 875.528381 Iteration 67F: 3 clusters Score -910817.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (485 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Entering Unmasked Estep Score: -27840.240234 Penalty: 281.378784 Iteration 0F: 2 clusters Score -27840.24 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -27345.976562 Penalty: 562.757568 Iteration 0F: 3 clusters Score -27345.98 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -27454.500000 Penalty: 562.757568 Iteration 1F: 3 clusters Score -27454.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -27492.960938 Penalty: 562.757568 Iteration 2F: 3 clusters Score -27492.96 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -27514.093750 Penalty: 562.757568 Iteration 3F: 3 clusters Score -27514.09 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -27526.539062 Penalty: 562.757568 Iteration 4Q: 3 clusters Score -27526.54 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -27537.882812 Penalty: 562.757568 Iteration 5Q: 3 clusters Score -27537.88 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -27545.070312 Penalty: 562.757568 Iteration 6Q: 3 clusters Score -27545.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -27547.308594 Penalty: 562.757568 Iteration 7Q: 3 clusters Score -27547.31 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -27555.589844 Penalty: 562.757568 Iteration 8Q: 3 clusters Score -27555.59 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -27561.044922 Penalty: 562.757568 Iteration 9Q: 3 clusters Score -27561.04 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -27565.431641 Penalty: 562.757568 Iteration 10Q: 3 clusters Score -27565.43 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -27570.351562 Penalty: 562.757568 Iteration 11Q: 3 clusters Score -27570.35 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -27572.941406 Penalty: 562.757568 Iteration 12Q: 3 clusters Score -27572.94 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -27574.892578 Penalty: 562.757568 Iteration 13Q: 3 clusters Score -27574.89 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -27574.892578 Penalty: 562.757568 Iteration 14F: 3 clusters Score -27574.89 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (269 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Entering Unmasked Estep Score: -13222.191406 Penalty: 254.559357 Iteration 0F: 2 clusters Score -13222.19 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -12889.066406 Penalty: 509.118713 Iteration 0F: 3 clusters Score -12889.07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -12971.304688 Penalty: 509.118713 Iteration 1F: 3 clusters Score -12971.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -13000.262695 Penalty: 509.118713 Iteration 2F: 3 clusters Score -13000.26 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -13021.138672 Penalty: 509.118713 Iteration 3F: 3 clusters Score -13021.14 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -13034.091797 Penalty: 509.118713 Iteration 4Q: 3 clusters Score -13034.09 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -13041.806641 Penalty: 509.118713 Iteration 5Q: 3 clusters Score -13041.81 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -13049.446289 Penalty: 509.118713 Iteration 6Q: 3 clusters Score -13049.45 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -13068.349609 Penalty: 509.118713 Iteration 7Q: 3 clusters Score -13068.35 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -13088.522461 Penalty: 509.118713 Iteration 8Q: 3 clusters Score -13088.52 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -13100.043945 Penalty: 509.118713 Iteration 9Q: 3 clusters Score -13100.04 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -13120.313477 Penalty: 509.118713 Iteration 10Q: 3 clusters Score -13120.31 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -13162.940430 Penalty: 509.118713 Iteration 11F: 3 clusters Score -13162.94 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -13185.689453 Penalty: 509.118713 Iteration 12Q: 3 clusters Score -13185.69 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -13203.155273 Penalty: 509.118713 Iteration 13Q: 3 clusters Score -13203.16 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -13223.537109 Penalty: 509.118713 Iteration 14Q: 3 clusters Score -13223.54 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -13231.733398 Penalty: 509.118713 Iteration 15Q: 3 clusters Score -13231.73 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -13240.732422 Penalty: 509.118713 Iteration 16Q: 3 clusters Score -13240.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -13242.251953 Penalty: 509.118713 Iteration 17Q: 3 clusters Score -13242.25 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -13242.251953 Penalty: 509.118713 Iteration 18F: 3 clusters Score -13242.25 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 471 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 770 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11051 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 97034 members Mstep: Class 17 contains 1277 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 15081 members Mstep: Class 20 contains 485 members Mstep: Class 21 contains 98 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1873 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5766 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1071 members Mstep: Class 31 contains 171 members Entering Unmasked Estep Score: -7912549.000000 Penalty: 16760.832031 Splitting cluster 21 changes total score from -7912813.000000 to -7912549.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 22 (93 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Entering Unmasked Estep Score: -3604.938965 Penalty: 206.233276 Iteration 0F: 2 clusters Score -3604.939 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -3411.776855 Penalty: 412.466553 Iteration 0F: 3 clusters Score -3411.777 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -3446.403076 Penalty: 412.466553 Iteration 1F: 3 clusters Score -3446.403 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -3451.754883 Penalty: 412.466553 Iteration 2Q: 3 clusters Score -3451.755 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -3455.002441 Penalty: 412.466553 Iteration 3Q: 3 clusters Score -3455.002 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -3455.002441 Penalty: 412.466553 Iteration 4F: 3 clusters Score -3455.002 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (1449 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Entering Unmasked Estep Score: -79010.750000 Penalty: 331.177612 Iteration 0F: 2 clusters Score -79010.75 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -77920.109375 Penalty: 662.355225 Iteration 0F: 3 clusters Score -77920.11 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -78246.828125 Penalty: 662.355225 Iteration 1F: 3 clusters Score -78246.83 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -78297.304688 Penalty: 662.355225 Iteration 2F: 3 clusters Score -78297.3 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -78341.250000 Penalty: 662.355225 Iteration 3F: 3 clusters Score -78341.25 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -78388.609375 Penalty: 662.355225 Iteration 4F: 3 clusters Score -78388.61 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -78446.851562 Penalty: 662.355225 Iteration 5F: 3 clusters Score -78446.85 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -78494.125000 Penalty: 662.355225 Iteration 6Q: 3 clusters Score -78494.12 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -78522.617188 Penalty: 662.355225 Iteration 7Q: 3 clusters Score -78522.62 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -78542.937500 Penalty: 662.355225 Iteration 8Q: 3 clusters Score -78542.94 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -78567.453125 Penalty: 662.355225 Iteration 9Q: 3 clusters Score -78567.45 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -78586.976562 Penalty: 662.355225 Iteration 10Q: 3 clusters Score -78586.98 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -78604.390625 Penalty: 662.355225 Iteration 11Q: 3 clusters Score -78604.39 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -78618.789062 Penalty: 662.355225 Iteration 12Q: 3 clusters Score -78618.79 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -78632.875000 Penalty: 662.355225 Iteration 13Q: 3 clusters Score -78632.88 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -78639.882812 Penalty: 662.355225 Iteration 14Q: 3 clusters Score -78639.88 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -78647.187500 Penalty: 662.355225 Iteration 15Q: 3 clusters Score -78647.19 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -78654.765625 Penalty: 662.355225 Iteration 16Q: 3 clusters Score -78654.77 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -78660.609375 Penalty: 662.355225 Iteration 17Q: 3 clusters Score -78660.61 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -78667.367188 Penalty: 662.355225 Iteration 18Q: 3 clusters Score -78667.37 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -78671.273438 Penalty: 662.355225 Iteration 19Q: 3 clusters Score -78671.27 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -78673.265625 Penalty: 662.355225 Iteration 20F: 3 clusters Score -78673.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -78674.031250 Penalty: 662.355225 Iteration 21Q: 3 clusters Score -78674.03 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -78675.875000 Penalty: 662.355225 Iteration 22Q: 3 clusters Score -78675.88 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -78678.031250 Penalty: 662.355225 Iteration 23Q: 3 clusters Score -78678.03 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -78681.296875 Penalty: 662.355225 Iteration 24Q: 3 clusters Score -78681.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -78681.773438 Penalty: 662.355225 Iteration 25Q: 3 clusters Score -78681.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -78682.468750 Penalty: 662.355225 Iteration 26Q: 3 clusters Score -78682.47 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -78683.468750 Penalty: 662.355225 Iteration 27Q: 3 clusters Score -78683.47 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -78683.937500 Penalty: 662.355225 Iteration 28Q: 3 clusters Score -78683.94 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -78683.976562 Penalty: 662.355225 Iteration 29Q: 3 clusters Score -78683.98 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -78683.976562 Penalty: 662.355225 Iteration 30F: 3 clusters Score -78683.98 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (199 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Entering Unmasked Estep Score: -9434.071289 Penalty: 240.845367 Iteration 0F: 2 clusters Score -9434.071 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -9172.618164 Penalty: 481.690735 Iteration 0F: 3 clusters Score -9172.618 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -9247.497070 Penalty: 481.690735 Iteration 1F: 3 clusters Score -9247.497 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -9260.631836 Penalty: 481.690735 Iteration 2Q: 3 clusters Score -9260.632 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -9273.833008 Penalty: 481.690735 Iteration 3Q: 3 clusters Score -9273.833 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -9282.763672 Penalty: 481.690735 Iteration 4Q: 3 clusters Score -9282.764 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -9290.710938 Penalty: 481.690735 Iteration 5Q: 3 clusters Score -9290.711 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -9293.443359 Penalty: 481.690735 Iteration 6Q: 3 clusters Score -9293.443 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -9293.443359 Penalty: 481.690735 Iteration 7F: 3 clusters Score -9293.443 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (1873 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Entering Unmasked Estep Score: -113260.414062 Penalty: 342.856018 Iteration 0F: 2 clusters Score -113260.4 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 931 members Entering Unmasked Estep Score: -111914.578125 Penalty: 685.712036 Iteration 0F: 3 clusters Score -111914.6 nChanged 789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -112324.609375 Penalty: 685.712036 Iteration 1F: 3 clusters Score -112324.6 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -112374.445312 Penalty: 685.712036 Iteration 2F: 3 clusters Score -112374.4 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -112420.078125 Penalty: 685.712036 Iteration 3F: 3 clusters Score -112420.1 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -112464.289062 Penalty: 685.712036 Iteration 4F: 3 clusters Score -112464.3 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -112494.992188 Penalty: 685.712036 Iteration 5Q: 3 clusters Score -112495 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -112523.578125 Penalty: 685.712036 Iteration 6Q: 3 clusters Score -112523.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -112551.960938 Penalty: 685.712036 Iteration 7Q: 3 clusters Score -112552 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -112585.828125 Penalty: 685.712036 Iteration 8Q: 3 clusters Score -112585.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -112638.765625 Penalty: 685.712036 Iteration 9Q: 3 clusters Score -112638.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -112700.070312 Penalty: 685.712036 Iteration 10Q: 3 clusters Score -112700.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -112764.679688 Penalty: 685.712036 Iteration 11Q: 3 clusters Score -112764.7 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -112819.796875 Penalty: 685.712036 Iteration 12Q: 3 clusters Score -112819.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -112865.820312 Penalty: 685.712036 Iteration 13Q: 3 clusters Score -112865.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -112888.945312 Penalty: 685.712036 Iteration 14Q: 3 clusters Score -112888.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -112918.757812 Penalty: 685.712036 Iteration 15Q: 3 clusters Score -112918.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -112931.890625 Penalty: 685.712036 Iteration 16Q: 3 clusters Score -112931.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -112945.023438 Penalty: 685.712036 Iteration 17Q: 3 clusters Score -112945 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -112956.507812 Penalty: 685.712036 Iteration 18Q: 3 clusters Score -112956.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -112966.718750 Penalty: 685.712036 Iteration 19Q: 3 clusters Score -112966.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -112975.648438 Penalty: 685.712036 Iteration 20F: 3 clusters Score -112975.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -112979.562500 Penalty: 685.712036 Iteration 21Q: 3 clusters Score -112979.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -112981.406250 Penalty: 685.712036 Iteration 22Q: 3 clusters Score -112981.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -112982.148438 Penalty: 685.712036 Iteration 23Q: 3 clusters Score -112982.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -112982.867188 Penalty: 685.712036 Iteration 24Q: 3 clusters Score -112982.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -112985.609375 Penalty: 685.712036 Iteration 25Q: 3 clusters Score -112985.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -112986.382812 Penalty: 685.712036 Iteration 26Q: 3 clusters Score -112986.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -112986.382812 Penalty: 685.712036 Iteration 27F: 3 clusters Score -112986.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (383 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Entering Unmasked Estep Score: -14466.620117 Penalty: 270.635590 Iteration 0F: 2 clusters Score -14466.62 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -14095.135742 Penalty: 541.271179 Iteration 0F: 3 clusters Score -14095.14 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -14237.840820 Penalty: 541.271179 Iteration 1F: 3 clusters Score -14237.84 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -14316.175781 Penalty: 541.271179 Iteration 2F: 3 clusters Score -14316.18 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -14369.641602 Penalty: 541.271179 Iteration 3Q: 3 clusters Score -14369.64 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -14408.817383 Penalty: 541.271179 Iteration 4Q: 3 clusters Score -14408.82 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -14421.846680 Penalty: 541.271179 Iteration 5Q: 3 clusters Score -14421.85 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -14448.472656 Penalty: 541.271179 Iteration 6Q: 3 clusters Score -14448.47 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -14473.625000 Penalty: 541.271179 Iteration 7Q: 3 clusters Score -14473.62 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -14488.004883 Penalty: 541.271179 Iteration 8Q: 3 clusters Score -14488 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -14499.565430 Penalty: 541.271179 Iteration 9Q: 3 clusters Score -14499.57 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -14533.364258 Penalty: 541.271179 Iteration 10Q: 3 clusters Score -14533.36 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -14547.110352 Penalty: 541.271179 Iteration 11Q: 3 clusters Score -14547.11 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -14569.982422 Penalty: 541.271179 Iteration 12Q: 3 clusters Score -14569.98 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -14613.890625 Penalty: 541.271179 Iteration 13Q: 3 clusters Score -14613.89 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -14625.027344 Penalty: 541.271179 Iteration 14Q: 3 clusters Score -14625.03 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -14628.704102 Penalty: 541.271179 Iteration 15Q: 3 clusters Score -14628.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -14629.416016 Penalty: 541.271179 Iteration 16Q: 3 clusters Score -14629.42 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -14631.849609 Penalty: 541.271179 Iteration 17F: 3 clusters Score -14631.85 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -14639.113281 Penalty: 541.271179 Iteration 18Q: 3 clusters Score -14639.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -14643.447266 Penalty: 541.271179 Iteration 19Q: 3 clusters Score -14643.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -14646.021484 Penalty: 541.271179 Iteration 20F: 3 clusters Score -14646.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -14655.273438 Penalty: 541.271179 Iteration 21Q: 3 clusters Score -14655.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -14672.142578 Penalty: 541.271179 Iteration 22Q: 3 clusters Score -14672.14 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -14693.398438 Penalty: 541.271179 Iteration 23Q: 3 clusters Score -14693.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -14704.435547 Penalty: 541.271179 Iteration 24Q: 3 clusters Score -14704.44 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -14706.303711 Penalty: 541.271179 Iteration 25Q: 3 clusters Score -14706.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -14708.283203 Penalty: 541.271179 Iteration 26Q: 3 clusters Score -14708.28 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -14715.533203 Penalty: 541.271179 Iteration 27Q: 3 clusters Score -14715.53 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -14717.126953 Penalty: 541.271179 Iteration 28Q: 3 clusters Score -14717.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -14717.126953 Penalty: 541.271179 Iteration 29F: 3 clusters Score -14717.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 471 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 770 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11051 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 97034 members Mstep: Class 17 contains 1277 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 15081 members Mstep: Class 20 contains 485 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1873 members Mstep: Class 26 contains 185 members Mstep: Class 27 contains 5766 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1071 members Mstep: Class 31 contains 198 members Entering Unmasked Estep Score: -7912788.000000 Penalty: 16760.832031 Splitting cluster 26 changes total score from -7912813.000000 to -7912788.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 27 (5766 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5766 members Entering Unmasked Estep Score: -349934.625000 Penalty: 394.017883 Iteration 0F: 2 clusters Score -349934.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2910 members Mstep: Class 2 contains 2856 members Entering Unmasked Estep Score: -346023.812500 Penalty: 788.035767 Iteration 0F: 3 clusters Score -346023.8 nChanged 2608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3096 members Mstep: Class 2 contains 2670 members Entering Unmasked Estep Score: -347583.531250 Penalty: 788.035767 Iteration 1F: 3 clusters Score -347583.5 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3136 members Mstep: Class 2 contains 2630 members Entering Unmasked Estep Score: -347876.281250 Penalty: 788.035767 Iteration 2F: 3 clusters Score -347876.3 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3114 members Mstep: Class 2 contains 2652 members Entering Unmasked Estep Score: -348170.843750 Penalty: 788.035767 Iteration 3F: 3 clusters Score -348170.8 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3048 members Mstep: Class 2 contains 2718 members Entering Unmasked Estep Score: -348453.843750 Penalty: 788.035767 Iteration 4F: 3 clusters Score -348453.8 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2957 members Mstep: Class 2 contains 2809 members Entering Unmasked Estep Score: -348712.031250 Penalty: 788.035767 Iteration 5F: 3 clusters Score -348712 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2887 members Mstep: Class 2 contains 2879 members Entering Unmasked Estep Score: -348918.562500 Penalty: 788.035767 Iteration 6F: 3 clusters Score -348918.6 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2823 members Mstep: Class 2 contains 2943 members Entering Unmasked Estep Score: -349039.812500 Penalty: 788.035767 Iteration 7Q: 3 clusters Score -349039.8 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2769 members Mstep: Class 2 contains 2997 members Entering Unmasked Estep Score: -349114.031250 Penalty: 788.035767 Iteration 8Q: 3 clusters Score -349114 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2705 members Mstep: Class 2 contains 3061 members Entering Unmasked Estep Score: -349157.250000 Penalty: 788.035767 Iteration 9Q: 3 clusters Score -349157.2 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2645 members Mstep: Class 2 contains 3121 members Entering Unmasked Estep Score: -349191.750000 Penalty: 788.035767 Iteration 10Q: 3 clusters Score -349191.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2576 members Mstep: Class 2 contains 3190 members Entering Unmasked Estep Score: -349224.562500 Penalty: 788.035767 Iteration 11Q: 3 clusters Score -349224.6 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 3259 members Entering Unmasked Estep Score: -349248.437500 Penalty: 788.035767 Iteration 12Q: 3 clusters Score -349248.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2449 members Mstep: Class 2 contains 3317 members Entering Unmasked Estep Score: -349265.375000 Penalty: 788.035767 Iteration 13Q: 3 clusters Score -349265.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2394 members Mstep: Class 2 contains 3372 members Entering Unmasked Estep Score: -349283.875000 Penalty: 788.035767 Iteration 14Q: 3 clusters Score -349283.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 3432 members Entering Unmasked Estep Score: -349304.593750 Penalty: 788.035767 Iteration 15Q: 3 clusters Score -349304.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 3486 members Entering Unmasked Estep Score: -349324.906250 Penalty: 788.035767 Iteration 16Q: 3 clusters Score -349324.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 3549 members Entering Unmasked Estep Score: -349342.437500 Penalty: 788.035767 Iteration 17Q: 3 clusters Score -349342.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 3612 members Entering Unmasked Estep Score: -349361.000000 Penalty: 788.035767 Iteration 18Q: 3 clusters Score -349361 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2101 members Mstep: Class 2 contains 3665 members Entering Unmasked Estep Score: -349374.750000 Penalty: 788.035767 Iteration 19Q: 3 clusters Score -349374.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 3718 members Entering Unmasked Estep Score: -349388.562500 Penalty: 788.035767 Iteration 20F: 3 clusters Score -349388.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Mstep: Class 2 contains 3761 members Entering Unmasked Estep Score: -349398.406250 Penalty: 788.035767 Iteration 21Q: 3 clusters Score -349398.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 3805 members Entering Unmasked Estep Score: -349409.125000 Penalty: 788.035767 Iteration 22Q: 3 clusters Score -349409.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 3849 members Entering Unmasked Estep Score: -349419.218750 Penalty: 788.035767 Iteration 23Q: 3 clusters Score -349419.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 3898 members Entering Unmasked Estep Score: -349430.468750 Penalty: 788.035767 Iteration 24Q: 3 clusters Score -349430.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 3947 members Entering Unmasked Estep Score: -349443.093750 Penalty: 788.035767 Iteration 25Q: 3 clusters Score -349443.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 3998 members Entering Unmasked Estep Score: -349462.968750 Penalty: 788.035767 Iteration 26Q: 3 clusters Score -349463 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 4062 members Entering Unmasked Estep Score: -349488.687500 Penalty: 788.035767 Iteration 27Q: 3 clusters Score -349488.7 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 4135 members Entering Unmasked Estep Score: -349515.562500 Penalty: 788.035767 Iteration 28Q: 3 clusters Score -349515.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 4187 members Entering Unmasked Estep Score: -349533.531250 Penalty: 788.035767 Iteration 29Q: 3 clusters Score -349533.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 4237 members Entering Unmasked Estep Score: -349555.343750 Penalty: 788.035767 Iteration 30Q: 3 clusters Score -349555.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 4298 members Entering Unmasked Estep Score: -349585.562500 Penalty: 788.035767 Iteration 31Q: 3 clusters Score -349585.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 4355 members Entering Unmasked Estep Score: -349610.125000 Penalty: 788.035767 Iteration 32Q: 3 clusters Score -349610.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 4406 members Entering Unmasked Estep Score: -349627.156250 Penalty: 788.035767 Iteration 33Q: 3 clusters Score -349627.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 4460 members Entering Unmasked Estep Score: -349647.750000 Penalty: 788.035767 Iteration 34Q: 3 clusters Score -349647.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 4501 members Entering Unmasked Estep Score: -349664.343750 Penalty: 788.035767 Iteration 35Q: 3 clusters Score -349664.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 4539 members Entering Unmasked Estep Score: -349676.656250 Penalty: 788.035767 Iteration 36Q: 3 clusters Score -349676.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 4573 members Entering Unmasked Estep Score: -349689.750000 Penalty: 788.035767 Iteration 37Q: 3 clusters Score -349689.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 4605 members Entering Unmasked Estep Score: -349699.187500 Penalty: 788.035767 Iteration 38Q: 3 clusters Score -349699.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 4635 members Entering Unmasked Estep Score: -349707.718750 Penalty: 788.035767 Iteration 39Q: 3 clusters Score -349707.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 4664 members Entering Unmasked Estep Score: -349714.187500 Penalty: 788.035767 Iteration 40F: 3 clusters Score -349714.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 4692 members Entering Unmasked Estep Score: -349720.687500 Penalty: 788.035767 Iteration 41Q: 3 clusters Score -349720.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 4711 members Entering Unmasked Estep Score: -349724.125000 Penalty: 788.035767 Iteration 42Q: 3 clusters Score -349724.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 4728 members Entering Unmasked Estep Score: -349728.062500 Penalty: 788.035767 Iteration 43Q: 3 clusters Score -349728.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 4737 members Entering Unmasked Estep Score: -349729.593750 Penalty: 788.035767 Iteration 44Q: 3 clusters Score -349729.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 4748 members Entering Unmasked Estep Score: -349730.406250 Penalty: 788.035767 Iteration 45Q: 3 clusters Score -349730.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 4755 members Entering Unmasked Estep Score: -349731.250000 Penalty: 788.035767 Iteration 46Q: 3 clusters Score -349731.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 4760 members Entering Unmasked Estep Score: -349732.468750 Penalty: 788.035767 Iteration 47Q: 3 clusters Score -349732.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 4767 members Entering Unmasked Estep Score: -349733.843750 Penalty: 788.035767 Iteration 48Q: 3 clusters Score -349733.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 4779 members Entering Unmasked Estep Score: -349735.875000 Penalty: 788.035767 Iteration 49Q: 3 clusters Score -349735.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 4789 members Entering Unmasked Estep Score: -349738.437500 Penalty: 788.035767 Iteration 50Q: 3 clusters Score -349738.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 4793 members Entering Unmasked Estep Score: -349738.750000 Penalty: 788.035767 Iteration 51Q: 3 clusters Score -349738.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 4798 members Entering Unmasked Estep Score: -349739.718750 Penalty: 788.035767 Iteration 52Q: 3 clusters Score -349739.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 4805 members Entering Unmasked Estep Score: -349740.250000 Penalty: 788.035767 Iteration 53Q: 3 clusters Score -349740.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 4810 members Entering Unmasked Estep Score: -349740.531250 Penalty: 788.035767 Iteration 54Q: 3 clusters Score -349740.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 4817 members Entering Unmasked Estep Score: -349741.781250 Penalty: 788.035767 Iteration 55Q: 3 clusters Score -349741.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 4826 members Entering Unmasked Estep Score: -349744.875000 Penalty: 788.035767 Iteration 56Q: 3 clusters Score -349744.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 4836 members Entering Unmasked Estep Score: -349746.062500 Penalty: 788.035767 Iteration 57Q: 3 clusters Score -349746.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 4842 members Entering Unmasked Estep Score: -349747.906250 Penalty: 788.035767 Iteration 58Q: 3 clusters Score -349747.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 4849 members Entering Unmasked Estep Score: -349749.937500 Penalty: 788.035767 Iteration 59Q: 3 clusters Score -349749.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 4858 members Entering Unmasked Estep Score: -349751.187500 Penalty: 788.035767 Iteration 60F: 3 clusters Score -349751.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 4862 members Entering Unmasked Estep Score: -349751.468750 Penalty: 788.035767 Iteration 61Q: 3 clusters Score -349751.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 4865 members Entering Unmasked Estep Score: -349750.781250 Penalty: 788.035767 Iteration 62Q: 3 clusters Score -349750.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 4870 members Entering Unmasked Estep Score: -349752.906250 Penalty: 788.035767 Iteration 63Q: 3 clusters Score -349752.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 4875 members Entering Unmasked Estep Score: -349752.093750 Penalty: 788.035767 Iteration 64Q: 3 clusters Score -349752.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 4876 members Entering Unmasked Estep Score: -349753.125000 Penalty: 788.035767 Iteration 65Q: 3 clusters Score -349753.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 4877 members Entering Unmasked Estep Score: -349752.281250 Penalty: 788.035767 Iteration 66Q: 3 clusters Score -349752.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 4877 members Entering Unmasked Estep Score: -349752.281250 Penalty: 788.035767 Iteration 67F: 3 clusters Score -349752.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (220 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Entering Unmasked Estep Score: -9494.155273 Penalty: 245.410065 Iteration 0F: 2 clusters Score -9494.155 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 110 members Entering Unmasked Estep Score: -9196.509766 Penalty: 490.820129 Iteration 0F: 3 clusters Score -9196.51 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -9267.627930 Penalty: 490.820129 Iteration 1F: 3 clusters Score -9267.628 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -9290.798828 Penalty: 490.820129 Iteration 2F: 3 clusters Score -9290.799 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -9313.077148 Penalty: 490.820129 Iteration 3Q: 3 clusters Score -9313.077 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -9321.097656 Penalty: 490.820129 Iteration 4Q: 3 clusters Score -9321.098 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -9327.588867 Penalty: 490.820129 Iteration 5Q: 3 clusters Score -9327.589 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -9331.290039 Penalty: 490.820129 Iteration 6Q: 3 clusters Score -9331.29 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -9335.920898 Penalty: 490.820129 Iteration 7Q: 3 clusters Score -9335.921 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -9338.285156 Penalty: 490.820129 Iteration 8Q: 3 clusters Score -9338.285 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -9343.749023 Penalty: 490.820129 Iteration 9Q: 3 clusters Score -9343.749 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -9345.244141 Penalty: 490.820129 Iteration 10Q: 3 clusters Score -9345.244 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -9350.779297 Penalty: 490.820129 Iteration 11Q: 3 clusters Score -9350.779 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -9352.381836 Penalty: 490.820129 Iteration 12Q: 3 clusters Score -9352.382 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -9355.069336 Penalty: 490.820129 Iteration 13Q: 3 clusters Score -9355.069 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -9359.774414 Penalty: 490.820129 Iteration 14Q: 3 clusters Score -9359.774 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -9363.852539 Penalty: 490.820129 Iteration 15Q: 3 clusters Score -9363.853 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -9365.543945 Penalty: 490.820129 Iteration 16Q: 3 clusters Score -9365.544 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -9365.543945 Penalty: 490.820129 Iteration 17F: 3 clusters Score -9365.544 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (217 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Entering Unmasked Estep Score: -9168.407227 Penalty: 244.785324 Iteration 0F: 2 clusters Score -9168.407 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -8862.125977 Penalty: 489.570648 Iteration 0F: 3 clusters Score -8862.126 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -8945.257812 Penalty: 489.570648 Iteration 1F: 3 clusters Score -8945.258 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -8981.411133 Penalty: 489.570648 Iteration 2F: 3 clusters Score -8981.411 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -9002.444336 Penalty: 489.570648 Iteration 3F: 3 clusters Score -9002.444 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -9038.491211 Penalty: 489.570648 Iteration 4Q: 3 clusters Score -9038.491 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -9052.079102 Penalty: 489.570648 Iteration 5Q: 3 clusters Score -9052.079 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -9071.407227 Penalty: 489.570648 Iteration 6Q: 3 clusters Score -9071.407 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -9079.973633 Penalty: 489.570648 Iteration 7Q: 3 clusters Score -9079.974 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -9085.969727 Penalty: 489.570648 Iteration 8Q: 3 clusters Score -9085.97 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -9087.409180 Penalty: 489.570648 Iteration 9Q: 3 clusters Score -9087.409 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -9087.409180 Penalty: 489.570648 Iteration 10F: 3 clusters Score -9087.409 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (1071 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Entering Unmasked Estep Score: -64925.156250 Penalty: 317.423828 Iteration 0F: 2 clusters Score -64925.16 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -64071.261719 Penalty: 634.847656 Iteration 0F: 3 clusters Score -64071.26 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -64296.410156 Penalty: 634.847656 Iteration 1F: 3 clusters Score -64296.41 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -64331.152344 Penalty: 634.847656 Iteration 2F: 3 clusters Score -64331.15 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -64365.269531 Penalty: 634.847656 Iteration 3Q: 3 clusters Score -64365.27 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -64399.941406 Penalty: 634.847656 Iteration 4Q: 3 clusters Score -64399.94 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -64428.777344 Penalty: 634.847656 Iteration 5Q: 3 clusters Score -64428.78 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -64453.738281 Penalty: 634.847656 Iteration 6Q: 3 clusters Score -64453.74 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -64480.652344 Penalty: 634.847656 Iteration 7Q: 3 clusters Score -64480.65 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -64507.187500 Penalty: 634.847656 Iteration 8Q: 3 clusters Score -64507.19 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -64527.949219 Penalty: 634.847656 Iteration 9Q: 3 clusters Score -64527.95 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -64547.269531 Penalty: 634.847656 Iteration 10Q: 3 clusters Score -64547.27 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -64566.464844 Penalty: 634.847656 Iteration 11Q: 3 clusters Score -64566.46 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -64591.218750 Penalty: 634.847656 Iteration 12Q: 3 clusters Score -64591.22 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -64606.101562 Penalty: 634.847656 Iteration 13Q: 3 clusters Score -64606.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -64611.710938 Penalty: 634.847656 Iteration 14Q: 3 clusters Score -64611.71 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -64615.769531 Penalty: 634.847656 Iteration 15Q: 3 clusters Score -64615.77 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -64618.242188 Penalty: 634.847656 Iteration 16Q: 3 clusters Score -64618.24 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -64619.328125 Penalty: 634.847656 Iteration 17Q: 3 clusters Score -64619.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -64619.796875 Penalty: 634.847656 Iteration 18Q: 3 clusters Score -64619.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -64620.757812 Penalty: 634.847656 Iteration 19Q: 3 clusters Score -64620.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -64620.757812 Penalty: 634.847656 Iteration 20F: 3 clusters Score -64620.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 471 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 770 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11051 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 97034 members Mstep: Class 17 contains 1277 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 15081 members Mstep: Class 20 contains 485 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1873 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5766 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1071 members Entering Unmasked Estep ConsiderDeletion Score: -7912809.500000 Penalty: 16220.160156 Iteration 199Q: 31 clusters Score -7912810 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 471 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 770 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11051 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 97026 members Mstep: Class 17 contains 1277 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 15091 members Mstep: Class 20 contains 485 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1872 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5765 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1071 members Entering Unmasked Estep ConsiderDeletion Score: -7912800.500000 Penalty: 16220.160156 Iteration 200F: 31 clusters Score -7912800 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 471 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 770 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11051 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 97019 members Mstep: Class 17 contains 1277 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 15098 members Mstep: Class 20 contains 485 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1872 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5765 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1071 members Entering Unmasked Estep ConsiderDeletion Score: -7912804.500000 Penalty: 16220.160156 Iteration 201Q: 31 clusters Score -7912804 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 471 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 770 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11051 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 97009 members Mstep: Class 17 contains 1277 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 15109 members Mstep: Class 20 contains 485 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1871 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5765 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1071 members Entering Unmasked Estep ConsiderDeletion Score: -7912811.500000 Penalty: 16220.160156 Iteration 202Q: 31 clusters Score -7912812 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 471 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 770 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11051 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 96999 members Mstep: Class 17 contains 1277 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 15120 members Mstep: Class 20 contains 485 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1870 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5765 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1071 members Entering Unmasked Estep ConsiderDeletion Score: -7912819.500000 Penalty: 16220.160156 Iteration 203Q: 31 clusters Score -7912820 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 471 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 770 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11049 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 96992 members Mstep: Class 17 contains 1277 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 15130 members Mstep: Class 20 contains 485 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1869 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5765 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1071 members Entering Unmasked Estep ConsiderDeletion Score: -7912806.500000 Penalty: 16220.160156 Iteration 204Q: 31 clusters Score -7912806 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 471 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 770 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11046 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 96984 members Mstep: Class 17 contains 1277 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 15142 members Mstep: Class 20 contains 485 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1869 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5764 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1071 members Entering Unmasked Estep ConsiderDeletion Score: -7912808.500000 Penalty: 16220.160156 Iteration 205Q: 31 clusters Score -7912808 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 471 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 770 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11044 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 96977 members Mstep: Class 17 contains 1277 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 15151 members Mstep: Class 20 contains 485 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1869 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5763 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1072 members Entering Unmasked Estep ConsiderDeletion Score: -7912812.000000 Penalty: 16220.160156 Iteration 206Q: 31 clusters Score -7912812 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 471 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 770 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11044 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 96968 members Mstep: Class 17 contains 1277 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 15161 members Mstep: Class 20 contains 485 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1869 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5762 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1072 members Entering Unmasked Estep ConsiderDeletion Score: -7912815.500000 Penalty: 16220.160156 Iteration 207Q: 31 clusters Score -7912816 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 471 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 770 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11044 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 96959 members Mstep: Class 17 contains 1277 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 15170 members Mstep: Class 20 contains 485 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1869 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5762 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1072 members Entering Unmasked Estep ConsiderDeletion Score: -7912815.000000 Penalty: 16220.160156 Iteration 208Q: 31 clusters Score -7912815 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 471 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 770 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11043 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 96949 members Mstep: Class 17 contains 1276 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 15183 members Mstep: Class 20 contains 485 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1868 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5762 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1072 members Entering Unmasked Estep ConsiderDeletion Score: -7912816.000000 Penalty: 16220.160156 Iteration 209Q: 31 clusters Score -7912816 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 472 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 770 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11040 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 96946 members Mstep: Class 17 contains 1275 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 15189 members Mstep: Class 20 contains 485 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1868 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5762 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1072 members Entering Unmasked Estep ConsiderDeletion Score: -7912814.000000 Penalty: 16220.160156 Iteration 210Q: 31 clusters Score -7912814 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 472 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 770 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11038 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 96939 members Mstep: Class 17 contains 1275 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 15193 members Mstep: Class 20 contains 485 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1868 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5767 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1072 members Entering Unmasked Estep ConsiderDeletion Score: -7912814.000000 Penalty: 16220.160156 Iteration 211Q: 31 clusters Score -7912814 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 472 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 770 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11036 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 96930 members Mstep: Class 17 contains 1274 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 15201 members Mstep: Class 20 contains 485 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1868 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5769 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1074 members Entering Unmasked Estep ConsiderDeletion Score: -7912817.000000 Penalty: 16220.160156 Iteration 212Q: 31 clusters Score -7912817 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 472 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 770 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11032 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 96927 members Mstep: Class 17 contains 1274 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 15206 members Mstep: Class 20 contains 485 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1868 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5770 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1075 members Entering Unmasked Estep ConsiderDeletion Score: -7912818.000000 Penalty: 16220.160156 Iteration 213Q: 31 clusters Score -7912818 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 472 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 770 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11031 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 96924 members Mstep: Class 17 contains 1274 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 15210 members Mstep: Class 20 contains 485 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1868 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5770 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1075 members Entering Unmasked Estep ConsiderDeletion Score: -7912821.000000 Penalty: 16220.160156 Iteration 214Q: 31 clusters Score -7912821 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 472 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 770 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11030 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 96922 members Mstep: Class 17 contains 1274 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 15213 members Mstep: Class 20 contains 485 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1868 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5770 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1075 members Entering Unmasked Estep ConsiderDeletion Score: -7912818.000000 Penalty: 16220.160156 Iteration 215Q: 31 clusters Score -7912818 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 472 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 770 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11028 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 96921 members Mstep: Class 17 contains 1274 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 15216 members Mstep: Class 20 contains 485 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1868 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5770 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1075 members Entering Unmasked Estep ConsiderDeletion Score: -7912822.500000 Penalty: 16220.160156 Iteration 216Q: 31 clusters Score -7912822 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 472 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 770 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11027 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 96921 members Mstep: Class 17 contains 1274 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 15217 members Mstep: Class 20 contains 485 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1868 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5770 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1075 members Entering Unmasked Estep ConsiderDeletion Score: -7912824.500000 Penalty: 16220.160156 Iteration 217Q: 31 clusters Score -7912824 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 472 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 770 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11026 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 96921 members Mstep: Class 17 contains 1274 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 15218 members Mstep: Class 20 contains 485 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1868 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5770 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1075 members Entering Unmasked Estep ConsiderDeletion Score: -7912825.000000 Penalty: 16220.160156 Iteration 218Q: 31 clusters Score -7912825 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 472 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 770 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11025 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 96921 members Mstep: Class 17 contains 1274 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 15218 members Mstep: Class 20 contains 485 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1868 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5771 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1075 members Entering Unmasked Estep ConsiderDeletion Score: -7912824.000000 Penalty: 16220.160156 Iteration 219Q: 31 clusters Score -7912824 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 472 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 770 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11023 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 96923 members Mstep: Class 17 contains 1274 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 15218 members Mstep: Class 20 contains 485 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1868 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5771 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1075 members Entering Unmasked Estep ConsiderDeletion Score: -7912826.000000 Penalty: 16220.160156 Iteration 220F: 31 clusters Score -7912826 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 472 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 770 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11021 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 96925 members Mstep: Class 17 contains 1274 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 15218 members Mstep: Class 20 contains 485 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1868 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5771 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1075 members Entering Unmasked Estep ConsiderDeletion Score: -7912829.500000 Penalty: 16220.160156 Iteration 221Q: 31 clusters Score -7912830 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 472 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 770 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11019 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 96927 members Mstep: Class 17 contains 1274 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 15218 members Mstep: Class 20 contains 485 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1868 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5771 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1075 members Entering Unmasked Estep ConsiderDeletion Score: -7912825.500000 Penalty: 16220.160156 Iteration 222Q: 31 clusters Score -7912826 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 472 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 770 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11016 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 96930 members Mstep: Class 17 contains 1274 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 15218 members Mstep: Class 20 contains 485 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1868 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5771 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1075 members Entering Unmasked Estep ConsiderDeletion Score: -7912819.500000 Penalty: 16220.160156 Iteration 223Q: 31 clusters Score -7912820 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 472 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 770 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11014 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 96932 members Mstep: Class 17 contains 1274 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 15218 members Mstep: Class 20 contains 485 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1868 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5771 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1075 members Entering Unmasked Estep ConsiderDeletion Score: -7912823.500000 Penalty: 16220.160156 Iteration 224Q: 31 clusters Score -7912824 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 472 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 770 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11012 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 96933 members Mstep: Class 17 contains 1275 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 15218 members Mstep: Class 20 contains 485 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1868 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5771 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1075 members Entering Unmasked Estep ConsiderDeletion Score: -7912825.500000 Penalty: 16220.160156 Iteration 225Q: 31 clusters Score -7912826 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 472 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 770 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11010 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 96935 members Mstep: Class 17 contains 1275 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 15218 members Mstep: Class 20 contains 485 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1868 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5771 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1075 members Entering Unmasked Estep ConsiderDeletion Score: -7912828.000000 Penalty: 16220.160156 Iteration 226Q: 31 clusters Score -7912828 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 472 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 770 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11009 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 96936 members Mstep: Class 17 contains 1275 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 15218 members Mstep: Class 20 contains 485 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1868 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5771 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1075 members Entering Unmasked Estep ConsiderDeletion Score: -7912829.000000 Penalty: 16220.160156 Iteration 227Q: 31 clusters Score -7912829 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 472 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 770 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11009 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 96936 members Mstep: Class 17 contains 1275 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 15218 members Mstep: Class 20 contains 485 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1868 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5771 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1075 members Entering Unmasked Estep ConsiderDeletion Score: -7912829.000000 Penalty: 16220.160156 Iteration 228F: 31 clusters Score -7912829 nChanged 0 Entering ConstructFrom: Score: -7912829.000000 Penalty: 16220.160156 Entering ConstructFrom: Trying to split cluster 1 (463 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Entering Unmasked Estep Score: -24410.390625 Penalty: 279.266602 Iteration 0F: 2 clusters Score -24410.39 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 252 members Entering Unmasked Estep Score: -23950.904297 Penalty: 558.533203 Iteration 0F: 3 clusters Score -23950.9 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -24113.925781 Penalty: 558.533203 Iteration 1F: 3 clusters Score -24113.93 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -24192.925781 Penalty: 558.533203 Iteration 2F: 3 clusters Score -24192.93 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -24262.015625 Penalty: 558.533203 Iteration 3F: 3 clusters Score -24262.02 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -24353.566406 Penalty: 558.533203 Iteration 4Q: 3 clusters Score -24353.57 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -24431.083984 Penalty: 558.533203 Iteration 5F: 3 clusters Score -24431.08 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -24469.656250 Penalty: 558.533203 Iteration 6Q: 3 clusters Score -24469.66 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -24503.841797 Penalty: 558.533203 Iteration 7Q: 3 clusters Score -24503.84 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -24516.781250 Penalty: 558.533203 Iteration 8Q: 3 clusters Score -24516.78 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -24529.218750 Penalty: 558.533203 Iteration 9Q: 3 clusters Score -24529.22 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -24537.667969 Penalty: 558.533203 Iteration 10Q: 3 clusters Score -24537.67 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -24540.150391 Penalty: 558.533203 Iteration 11Q: 3 clusters Score -24540.15 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -24544.443359 Penalty: 558.533203 Iteration 12Q: 3 clusters Score -24544.44 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -24545.791016 Penalty: 558.533203 Iteration 13Q: 3 clusters Score -24545.79 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -24547.226562 Penalty: 558.533203 Iteration 14Q: 3 clusters Score -24547.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -24553.328125 Penalty: 558.533203 Iteration 15Q: 3 clusters Score -24553.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -24554.529297 Penalty: 558.533203 Iteration 16Q: 3 clusters Score -24554.53 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -24554.619141 Penalty: 558.533203 Iteration 17F: 3 clusters Score -24554.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -24559.513672 Penalty: 558.533203 Iteration 18Q: 3 clusters Score -24559.51 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -24562.892578 Penalty: 558.533203 Iteration 19Q: 3 clusters Score -24562.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -24564.125000 Penalty: 558.533203 Iteration 20F: 3 clusters Score -24564.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 472 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 770 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11009 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 96936 members Mstep: Class 17 contains 1275 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 15218 members Mstep: Class 20 contains 485 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1868 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5771 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1075 members Mstep: Class 31 contains 203 members Entering Unmasked Estep Score: -7912719.500000 Penalty: 16760.832031 Splitting cluster 1 changes total score from -7912829.000000 to -7912719.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 2 (472 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Entering Unmasked Estep Score: -23372.550781 Penalty: 280.142548 Iteration 0F: 2 clusters Score -23372.55 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -22953.589844 Penalty: 560.285095 Iteration 0F: 3 clusters Score -22953.59 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -23115.207031 Penalty: 560.285095 Iteration 1F: 3 clusters Score -23115.21 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -23168.414062 Penalty: 560.285095 Iteration 2F: 3 clusters Score -23168.41 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -23230.597656 Penalty: 560.285095 Iteration 3F: 3 clusters Score -23230.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -23285.330078 Penalty: 560.285095 Iteration 4F: 3 clusters Score -23285.33 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -23328.046875 Penalty: 560.285095 Iteration 5F: 3 clusters Score -23328.05 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -23341.695312 Penalty: 560.285095 Iteration 6Q: 3 clusters Score -23341.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -23348.003906 Penalty: 560.285095 Iteration 7Q: 3 clusters Score -23348 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -23350.582031 Penalty: 560.285095 Iteration 8Q: 3 clusters Score -23350.58 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -23350.582031 Penalty: 560.285095 Iteration 9F: 3 clusters Score -23350.58 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (128 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Entering Unmasked Estep Score: -6341.765137 Penalty: 220.767380 Iteration 0F: 2 clusters Score -6341.765 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -6106.371582 Penalty: 441.534760 Iteration 0F: 3 clusters Score -6106.372 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -6136.870605 Penalty: 441.534760 Iteration 1F: 3 clusters Score -6136.871 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -6139.293457 Penalty: 441.534760 Iteration 2Q: 3 clusters Score -6139.293 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -6139.293457 Penalty: 441.534760 Iteration 3F: 3 clusters Score -6139.293 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (73 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Entering Unmasked Estep Score: -3473.765137 Penalty: 195.215912 Iteration 0F: 2 clusters Score -3473.765 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -3293.949463 Penalty: 390.431824 Iteration 0F: 3 clusters Score -3293.949 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39 members Mstep: Class 2 contains 34 members Entering Unmasked Estep Score: -3308.053467 Penalty: 390.431824 Iteration 1F: 3 clusters Score -3308.053 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39 members Mstep: Class 2 contains 34 members Entering Unmasked Estep Score: -3314.466309 Penalty: 390.431824 Iteration 2F: 3 clusters Score -3314.466 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 33 members Entering Unmasked Estep Score: -3316.361816 Penalty: 390.431824 Iteration 3Q: 3 clusters Score -3316.362 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 33 members Entering Unmasked Estep Score: -3316.361816 Penalty: 390.431824 Iteration 4F: 3 clusters Score -3316.362 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (62 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Entering Unmasked Estep Score: -2824.416748 Penalty: 187.784607 Iteration 0F: 2 clusters Score -2824.417 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30 members Mstep: Class 2 contains 32 members Entering Unmasked Estep Score: -2686.177979 Penalty: 375.569214 Iteration 0F: 3 clusters Score -2686.178 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27 members Mstep: Class 2 contains 35 members Entering Unmasked Estep Score: -2727.458008 Penalty: 375.569214 Iteration 1F: 3 clusters Score -2727.458 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -2736.788574 Penalty: 375.569214 Iteration 2Q: 3 clusters Score -2736.789 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -2736.788574 Penalty: 375.569214 Iteration 3F: 3 clusters Score -2736.789 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (70 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Entering Unmasked Estep Score: -2631.359131 Penalty: 193.306534 Iteration 0F: 2 clusters Score -2631.359 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36 members Mstep: Class 2 contains 34 members Entering Unmasked Estep Score: -2612.833252 Penalty: 386.613068 Iteration 0F: 3 clusters Score -2612.833 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -2699.675537 Penalty: 386.613068 Iteration 1F: 3 clusters Score -2699.676 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -2759.511719 Penalty: 386.613068 Iteration 2F: 3 clusters Score -2759.512 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 472 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 13 members Mstep: Class 7 contains 770 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11009 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 96936 members Mstep: Class 17 contains 1275 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 15218 members Mstep: Class 20 contains 485 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1868 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5771 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1075 members Mstep: Class 31 contains 57 members Entering Unmasked Estep Score: -7912609.500000 Penalty: 16760.832031 Splitting cluster 6 changes total score from -7912829.000000 to -7912609.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (770 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Entering Unmasked Estep Score: -39405.218750 Penalty: 302.410767 Iteration 0F: 2 clusters Score -39405.22 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -38754.640625 Penalty: 604.821533 Iteration 0F: 3 clusters Score -38754.64 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -38925.921875 Penalty: 604.821533 Iteration 1F: 3 clusters Score -38925.92 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -38987.414062 Penalty: 604.821533 Iteration 2F: 3 clusters Score -38987.41 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -39045.304688 Penalty: 604.821533 Iteration 3F: 3 clusters Score -39045.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -39093.730469 Penalty: 604.821533 Iteration 4F: 3 clusters Score -39093.73 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -39124.320312 Penalty: 604.821533 Iteration 5F: 3 clusters Score -39124.32 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -39141.300781 Penalty: 604.821533 Iteration 6Q: 3 clusters Score -39141.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -39154.648438 Penalty: 604.821533 Iteration 7Q: 3 clusters Score -39154.65 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -39167.894531 Penalty: 604.821533 Iteration 8Q: 3 clusters Score -39167.89 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -39177.757812 Penalty: 604.821533 Iteration 9Q: 3 clusters Score -39177.76 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -39186.296875 Penalty: 604.821533 Iteration 10Q: 3 clusters Score -39186.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -39191.960938 Penalty: 604.821533 Iteration 11Q: 3 clusters Score -39191.96 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -39200.687500 Penalty: 604.821533 Iteration 12Q: 3 clusters Score -39200.69 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -39210.386719 Penalty: 604.821533 Iteration 13Q: 3 clusters Score -39210.39 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -39217.753906 Penalty: 604.821533 Iteration 14Q: 3 clusters Score -39217.75 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -39220.195312 Penalty: 604.821533 Iteration 15Q: 3 clusters Score -39220.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -39224.250000 Penalty: 604.821533 Iteration 16Q: 3 clusters Score -39224.25 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -39226.093750 Penalty: 604.821533 Iteration 17Q: 3 clusters Score -39226.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -39229.570312 Penalty: 604.821533 Iteration 18Q: 3 clusters Score -39229.57 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -39231.519531 Penalty: 604.821533 Iteration 19Q: 3 clusters Score -39231.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -39232.449219 Penalty: 604.821533 Iteration 20F: 3 clusters Score -39232.45 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (71 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Entering Unmasked Estep Score: -3262.335205 Penalty: 193.951935 Iteration 0F: 2 clusters Score -3262.335 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37 members Mstep: Class 2 contains 34 members Entering Unmasked Estep Score: -3085.269287 Penalty: 387.903870 Iteration 0F: 3 clusters Score -3085.269 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -3116.949463 Penalty: 387.903870 Iteration 1F: 3 clusters Score -3116.949 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -3118.894043 Penalty: 387.903870 Iteration 2Q: 3 clusters Score -3118.894 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31 members Mstep: Class 2 contains 40 members Entering Unmasked Estep Score: -3124.398926 Penalty: 387.903870 Iteration 3Q: 3 clusters Score -3124.399 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29 members Mstep: Class 2 contains 42 members Entering Unmasked Estep Score: -3130.521973 Penalty: 387.903870 Iteration 4Q: 3 clusters Score -3130.522 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29 members Mstep: Class 2 contains 42 members Entering Unmasked Estep Score: -3130.521973 Penalty: 387.903870 Iteration 5F: 3 clusters Score -3130.522 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1134 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Entering Unmasked Estep Score: -62411.492188 Penalty: 320.024536 Iteration 0F: 2 clusters Score -62411.49 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -61525.019531 Penalty: 640.049072 Iteration 0F: 3 clusters Score -61525.02 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -61787.664062 Penalty: 640.049072 Iteration 1F: 3 clusters Score -61787.66 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -61822.355469 Penalty: 640.049072 Iteration 2F: 3 clusters Score -61822.36 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -61845.132812 Penalty: 640.049072 Iteration 3Q: 3 clusters Score -61845.13 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -61858.402344 Penalty: 640.049072 Iteration 4Q: 3 clusters Score -61858.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -61873.656250 Penalty: 640.049072 Iteration 5Q: 3 clusters Score -61873.66 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -61885.812500 Penalty: 640.049072 Iteration 6Q: 3 clusters Score -61885.81 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -61895.691406 Penalty: 640.049072 Iteration 7Q: 3 clusters Score -61895.69 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -61901.628906 Penalty: 640.049072 Iteration 8Q: 3 clusters Score -61901.63 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -61905.851562 Penalty: 640.049072 Iteration 9Q: 3 clusters Score -61905.85 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -61907.539062 Penalty: 640.049072 Iteration 10Q: 3 clusters Score -61907.54 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -61908.902344 Penalty: 640.049072 Iteration 11Q: 3 clusters Score -61908.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -61910.593750 Penalty: 640.049072 Iteration 12Q: 3 clusters Score -61910.59 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -61912.187500 Penalty: 640.049072 Iteration 13Q: 3 clusters Score -61912.19 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -61915.582031 Penalty: 640.049072 Iteration 14Q: 3 clusters Score -61915.58 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -61924.300781 Penalty: 640.049072 Iteration 15Q: 3 clusters Score -61924.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -61939.703125 Penalty: 640.049072 Iteration 16Q: 3 clusters Score -61939.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -61954.992188 Penalty: 640.049072 Iteration 17Q: 3 clusters Score -61954.99 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -61970.054688 Penalty: 640.049072 Iteration 18Q: 3 clusters Score -61970.05 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -61984.671875 Penalty: 640.049072 Iteration 19Q: 3 clusters Score -61984.67 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -62000.820312 Penalty: 640.049072 Iteration 20F: 3 clusters Score -62000.82 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -62020.746094 Penalty: 640.049072 Iteration 21Q: 3 clusters Score -62020.75 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -62036.121094 Penalty: 640.049072 Iteration 22Q: 3 clusters Score -62036.12 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -62041.281250 Penalty: 640.049072 Iteration 23Q: 3 clusters Score -62041.28 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -62043.933594 Penalty: 640.049072 Iteration 24Q: 3 clusters Score -62043.93 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -62045.191406 Penalty: 640.049072 Iteration 25Q: 3 clusters Score -62045.19 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -62045.191406 Penalty: 640.049072 Iteration 26F: 3 clusters Score -62045.19 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (379 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Entering Unmasked Estep Score: -18202.962891 Penalty: 270.157898 Iteration 0F: 2 clusters Score -18202.96 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -17788.296875 Penalty: 540.315796 Iteration 0F: 3 clusters Score -17788.3 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -17954.330078 Penalty: 540.315796 Iteration 1F: 3 clusters Score -17954.33 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -18045.748047 Penalty: 540.315796 Iteration 2F: 3 clusters Score -18045.75 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -18117.142578 Penalty: 540.315796 Iteration 3F: 3 clusters Score -18117.14 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -18140.269531 Penalty: 540.315796 Iteration 4Q: 3 clusters Score -18140.27 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -18147.535156 Penalty: 540.315796 Iteration 5Q: 3 clusters Score -18147.54 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -18151.562500 Penalty: 540.315796 Iteration 6Q: 3 clusters Score -18151.56 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -18157.109375 Penalty: 540.315796 Iteration 7Q: 3 clusters Score -18157.11 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -18164.949219 Penalty: 540.315796 Iteration 8Q: 3 clusters Score -18164.95 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -18173.656250 Penalty: 540.315796 Iteration 9Q: 3 clusters Score -18173.66 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -18191.353516 Penalty: 540.315796 Iteration 10Q: 3 clusters Score -18191.35 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -18205.740234 Penalty: 540.315796 Iteration 11Q: 3 clusters Score -18205.74 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -18214.003906 Penalty: 540.315796 Iteration 12Q: 3 clusters Score -18214 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -18221.152344 Penalty: 540.315796 Iteration 13Q: 3 clusters Score -18221.15 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -18224.396484 Penalty: 540.315796 Iteration 14Q: 3 clusters Score -18224.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -18238.433594 Penalty: 540.315796 Iteration 15Q: 3 clusters Score -18238.43 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -18281.548828 Penalty: 540.315796 Iteration 16Q: 3 clusters Score -18281.55 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -18324.726562 Penalty: 540.315796 Iteration 17Q: 3 clusters Score -18324.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -18338.486328 Penalty: 540.315796 Iteration 18Q: 3 clusters Score -18338.49 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -18343.347656 Penalty: 540.315796 Iteration 19Q: 3 clusters Score -18343.35 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -18347.875000 Penalty: 540.315796 Iteration 20F: 3 clusters Score -18347.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -18352.429688 Penalty: 540.315796 Iteration 21Q: 3 clusters Score -18352.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -18355.406250 Penalty: 540.315796 Iteration 22Q: 3 clusters Score -18355.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -18356.869141 Penalty: 540.315796 Iteration 23Q: 3 clusters Score -18356.87 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -18357.691406 Penalty: 540.315796 Iteration 24Q: 3 clusters Score -18357.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -18358.826172 Penalty: 540.315796 Iteration 25Q: 3 clusters Score -18358.83 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -18358.826172 Penalty: 540.315796 Iteration 26F: 3 clusters Score -18358.83 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 472 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 770 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 153 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11009 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 96936 members Mstep: Class 17 contains 1275 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 15218 members Mstep: Class 20 contains 485 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1868 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5771 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1075 members Mstep: Class 31 contains 226 members Entering Unmasked Estep Score: -7912712.000000 Penalty: 16760.832031 Splitting cluster 10 changes total score from -7912829.000000 to -7912712.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 11 (420 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Entering Unmasked Estep Score: -21663.154297 Penalty: 274.831573 Iteration 0F: 2 clusters Score -21663.15 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -21241.214844 Penalty: 549.663147 Iteration 0F: 3 clusters Score -21241.21 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -21346.291016 Penalty: 549.663147 Iteration 1F: 3 clusters Score -21346.29 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -21362.246094 Penalty: 549.663147 Iteration 2F: 3 clusters Score -21362.25 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -21372.720703 Penalty: 549.663147 Iteration 3Q: 3 clusters Score -21372.72 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -21380.105469 Penalty: 549.663147 Iteration 4Q: 3 clusters Score -21380.11 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -21383.240234 Penalty: 549.663147 Iteration 5Q: 3 clusters Score -21383.24 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -21386.173828 Penalty: 549.663147 Iteration 6Q: 3 clusters Score -21386.17 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -21390.144531 Penalty: 549.663147 Iteration 7Q: 3 clusters Score -21390.14 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -21391.794922 Penalty: 549.663147 Iteration 8Q: 3 clusters Score -21391.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -21392.070312 Penalty: 549.663147 Iteration 9Q: 3 clusters Score -21392.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -21393.583984 Penalty: 549.663147 Iteration 10Q: 3 clusters Score -21393.58 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -21394.599609 Penalty: 549.663147 Iteration 11Q: 3 clusters Score -21394.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -21396.421875 Penalty: 549.663147 Iteration 12Q: 3 clusters Score -21396.42 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -21396.794922 Penalty: 549.663147 Iteration 13Q: 3 clusters Score -21396.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -21396.939453 Penalty: 549.663147 Iteration 14Q: 3 clusters Score -21396.94 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -21396.939453 Penalty: 549.663147 Iteration 15F: 3 clusters Score -21396.94 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (193 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Entering Unmasked Estep Score: -8239.678711 Penalty: 239.452393 Iteration 0F: 2 clusters Score -8239.679 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 91 members Entering Unmasked Estep Score: -7946.538086 Penalty: 478.904785 Iteration 0F: 3 clusters Score -7946.538 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -8020.208008 Penalty: 478.904785 Iteration 1F: 3 clusters Score -8020.208 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -8044.874512 Penalty: 478.904785 Iteration 2F: 3 clusters Score -8044.875 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -8061.943359 Penalty: 478.904785 Iteration 3Q: 3 clusters Score -8061.943 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -8070.184082 Penalty: 478.904785 Iteration 4Q: 3 clusters Score -8070.184 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -8074.036621 Penalty: 478.904785 Iteration 5Q: 3 clusters Score -8074.037 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -8075.614746 Penalty: 478.904785 Iteration 6Q: 3 clusters Score -8075.615 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -8089.409180 Penalty: 478.904785 Iteration 7Q: 3 clusters Score -8089.409 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -8093.956543 Penalty: 478.904785 Iteration 8Q: 3 clusters Score -8093.957 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -8105.606934 Penalty: 478.904785 Iteration 9Q: 3 clusters Score -8105.607 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -8148.859375 Penalty: 478.904785 Iteration 10Q: 3 clusters Score -8148.859 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -8366.018555 Penalty: 478.904785 Iteration 11Q: 3 clusters Score -8366.019 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -8383.537109 Penalty: 478.904785 Iteration 12Q: 3 clusters Score -8383.537 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -8406.964844 Penalty: 478.904785 Iteration 13Q: 3 clusters Score -8406.965 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -8426.557617 Penalty: 478.904785 Iteration 14Q: 3 clusters Score -8426.558 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -8430.357422 Penalty: 478.904785 Iteration 15Q: 3 clusters Score -8430.357 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -8437.114258 Penalty: 478.904785 Iteration 16Q: 3 clusters Score -8437.114 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -8451.284180 Penalty: 478.904785 Iteration 17Q: 3 clusters Score -8451.284 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -8463.827148 Penalty: 478.904785 Iteration 18Q: 3 clusters Score -8463.827 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -8466.734375 Penalty: 478.904785 Iteration 19Q: 3 clusters Score -8466.734 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -8473.239258 Penalty: 478.904785 Iteration 20F: 3 clusters Score -8473.239 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -8495.975586 Penalty: 478.904785 Iteration 21Q: 3 clusters Score -8495.976 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -8535.979492 Penalty: 478.904785 Iteration 22Q: 3 clusters Score -8535.979 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -8535.979492 Penalty: 478.904785 Iteration 23F: 3 clusters Score -8535.979 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 472 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 770 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 136 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11009 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 96936 members Mstep: Class 17 contains 1275 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 15218 members Mstep: Class 20 contains 485 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1868 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5771 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1075 members Mstep: Class 31 contains 57 members Entering Unmasked Estep Score: -7912820.000000 Penalty: 16760.832031 Splitting cluster 12 changes total score from -7912829.000000 to -7912820.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 13 (145 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Entering Unmasked Estep Score: -6754.305176 Penalty: 226.441376 Iteration 0F: 2 clusters Score -6754.305 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 68 members Entering Unmasked Estep Score: -6529.125488 Penalty: 452.882751 Iteration 0F: 3 clusters Score -6529.125 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -6575.200195 Penalty: 452.882751 Iteration 1F: 3 clusters Score -6575.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -6591.323730 Penalty: 452.882751 Iteration 2F: 3 clusters Score -6591.324 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -6609.583008 Penalty: 452.882751 Iteration 3Q: 3 clusters Score -6609.583 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -6619.128418 Penalty: 452.882751 Iteration 4Q: 3 clusters Score -6619.128 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -6623.975098 Penalty: 452.882751 Iteration 5Q: 3 clusters Score -6623.975 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -6624.973145 Penalty: 452.882751 Iteration 6Q: 3 clusters Score -6624.973 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -6624.973145 Penalty: 452.882751 Iteration 7F: 3 clusters Score -6624.973 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (11009 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11009 members Entering Unmasked Estep Score: -591900.750000 Penalty: 423.444305 Iteration 0F: 2 clusters Score -591900.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5526 members Mstep: Class 2 contains 5483 members Entering Unmasked Estep Score: -584659.750000 Penalty: 846.888611 Iteration 0F: 3 clusters Score -584659.8 nChanged 5110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5832 members Mstep: Class 2 contains 5177 members Entering Unmasked Estep Score: -587706.687500 Penalty: 846.888611 Iteration 1F: 3 clusters Score -587706.7 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5998 members Mstep: Class 2 contains 5011 members Entering Unmasked Estep Score: -587959.750000 Penalty: 846.888611 Iteration 2F: 3 clusters Score -587959.8 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6207 members Mstep: Class 2 contains 4802 members Entering Unmasked Estep Score: -588236.187500 Penalty: 846.888611 Iteration 3F: 3 clusters Score -588236.2 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6402 members Mstep: Class 2 contains 4607 members Entering Unmasked Estep Score: -588529.000000 Penalty: 846.888611 Iteration 4F: 3 clusters Score -588529 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6600 members Mstep: Class 2 contains 4409 members Entering Unmasked Estep Score: -588842.437500 Penalty: 846.888611 Iteration 5F: 3 clusters Score -588842.4 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6833 members Mstep: Class 2 contains 4176 members Entering Unmasked Estep Score: -589154.500000 Penalty: 846.888611 Iteration 6Q: 3 clusters Score -589154.5 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7080 members Mstep: Class 2 contains 3929 members Entering Unmasked Estep Score: -589468.875000 Penalty: 846.888611 Iteration 7Q: 3 clusters Score -589468.9 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7357 members Mstep: Class 2 contains 3652 members Entering Unmasked Estep Score: -589774.687500 Penalty: 846.888611 Iteration 8Q: 3 clusters Score -589774.7 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7618 members Mstep: Class 2 contains 3391 members Entering Unmasked Estep Score: -590010.812500 Penalty: 846.888611 Iteration 9Q: 3 clusters Score -590010.8 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7862 members Mstep: Class 2 contains 3147 members Entering Unmasked Estep Score: -590175.437500 Penalty: 846.888611 Iteration 10Q: 3 clusters Score -590175.4 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8075 members Mstep: Class 2 contains 2934 members Entering Unmasked Estep Score: -590290.437500 Penalty: 846.888611 Iteration 11Q: 3 clusters Score -590290.4 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8257 members Mstep: Class 2 contains 2752 members Entering Unmasked Estep Score: -590375.812500 Penalty: 846.888611 Iteration 12Q: 3 clusters Score -590375.8 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8438 members Mstep: Class 2 contains 2571 members Entering Unmasked Estep Score: -590462.250000 Penalty: 846.888611 Iteration 13Q: 3 clusters Score -590462.2 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8615 members Mstep: Class 2 contains 2394 members Entering Unmasked Estep Score: -590562.000000 Penalty: 846.888611 Iteration 14Q: 3 clusters Score -590562 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8789 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -590647.750000 Penalty: 846.888611 Iteration 15Q: 3 clusters Score -590647.8 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8963 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -590728.000000 Penalty: 846.888611 Iteration 16Q: 3 clusters Score -590728 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9128 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -590806.125000 Penalty: 846.888611 Iteration 17Q: 3 clusters Score -590806.1 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9304 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -590898.687500 Penalty: 846.888611 Iteration 18Q: 3 clusters Score -590898.7 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9488 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -591018.500000 Penalty: 846.888611 Iteration 19Q: 3 clusters Score -591018.5 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9665 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -591145.250000 Penalty: 846.888611 Iteration 20F: 3 clusters Score -591145.2 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9807 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -591244.812500 Penalty: 846.888611 Iteration 21Q: 3 clusters Score -591244.8 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9939 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -591333.750000 Penalty: 846.888611 Iteration 22Q: 3 clusters Score -591333.8 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10047 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -591403.875000 Penalty: 846.888611 Iteration 23Q: 3 clusters Score -591403.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10128 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -591456.812500 Penalty: 846.888611 Iteration 24Q: 3 clusters Score -591456.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10198 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -591494.312500 Penalty: 846.888611 Iteration 25Q: 3 clusters Score -591494.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10252 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -591520.312500 Penalty: 846.888611 Iteration 26Q: 3 clusters Score -591520.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10288 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -591540.250000 Penalty: 846.888611 Iteration 27Q: 3 clusters Score -591540.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10316 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -591549.875000 Penalty: 846.888611 Iteration 28Q: 3 clusters Score -591549.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10342 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -591558.000000 Penalty: 846.888611 Iteration 29Q: 3 clusters Score -591558 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10360 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -591560.500000 Penalty: 846.888611 Iteration 30Q: 3 clusters Score -591560.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10378 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -591566.250000 Penalty: 846.888611 Iteration 31Q: 3 clusters Score -591566.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10399 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -591574.875000 Penalty: 846.888611 Iteration 32Q: 3 clusters Score -591574.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10408 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -591581.562500 Penalty: 846.888611 Iteration 33Q: 3 clusters Score -591581.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10426 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -591587.750000 Penalty: 846.888611 Iteration 34Q: 3 clusters Score -591587.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10446 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -591595.437500 Penalty: 846.888611 Iteration 35Q: 3 clusters Score -591595.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10464 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -591601.687500 Penalty: 846.888611 Iteration 36Q: 3 clusters Score -591601.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10481 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -591609.500000 Penalty: 846.888611 Iteration 37Q: 3 clusters Score -591609.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10496 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -591614.000000 Penalty: 846.888611 Iteration 38Q: 3 clusters Score -591614 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10505 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -591617.687500 Penalty: 846.888611 Iteration 39Q: 3 clusters Score -591617.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10516 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -591620.687500 Penalty: 846.888611 Iteration 40F: 3 clusters Score -591620.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10528 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -591623.375000 Penalty: 846.888611 Iteration 41Q: 3 clusters Score -591623.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10538 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -591627.687500 Penalty: 846.888611 Iteration 42Q: 3 clusters Score -591627.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10548 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -591630.562500 Penalty: 846.888611 Iteration 43Q: 3 clusters Score -591630.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10555 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -591634.875000 Penalty: 846.888611 Iteration 44Q: 3 clusters Score -591634.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10562 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -591636.250000 Penalty: 846.888611 Iteration 45Q: 3 clusters Score -591636.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10566 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -591639.000000 Penalty: 846.888611 Iteration 46Q: 3 clusters Score -591639 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10573 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -591643.375000 Penalty: 846.888611 Iteration 47Q: 3 clusters Score -591643.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10580 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -591647.812500 Penalty: 846.888611 Iteration 48Q: 3 clusters Score -591647.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10582 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -591648.375000 Penalty: 846.888611 Iteration 49Q: 3 clusters Score -591648.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10581 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -591648.375000 Penalty: 846.888611 Iteration 50Q: 3 clusters Score -591648.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10581 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -591649.250000 Penalty: 846.888611 Iteration 51Q: 3 clusters Score -591649.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10583 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -591651.000000 Penalty: 846.888611 Iteration 52Q: 3 clusters Score -591651 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10583 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -591651.000000 Penalty: 846.888611 Iteration 53F: 3 clusters Score -591651 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2623 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2623 members Entering Unmasked Estep Score: -143788.687500 Penalty: 358.179382 Iteration 0F: 2 clusters Score -143788.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -141959.359375 Penalty: 716.358765 Iteration 0F: 3 clusters Score -141959.4 nChanged 1118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -142606.140625 Penalty: 716.358765 Iteration 1F: 3 clusters Score -142606.1 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -142731.515625 Penalty: 716.358765 Iteration 2F: 3 clusters Score -142731.5 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -142834.171875 Penalty: 716.358765 Iteration 3F: 3 clusters Score -142834.2 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -142942.875000 Penalty: 716.358765 Iteration 4F: 3 clusters Score -142942.9 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -143031.468750 Penalty: 716.358765 Iteration 5Q: 3 clusters Score -143031.5 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -143153.734375 Penalty: 716.358765 Iteration 6Q: 3 clusters Score -143153.7 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -143273.546875 Penalty: 716.358765 Iteration 7Q: 3 clusters Score -143273.5 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -143356.234375 Penalty: 716.358765 Iteration 8Q: 3 clusters Score -143356.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2231 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -143389.734375 Penalty: 716.358765 Iteration 9Q: 3 clusters Score -143389.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -143415.687500 Penalty: 716.358765 Iteration 10Q: 3 clusters Score -143415.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -143436.171875 Penalty: 716.358765 Iteration 11Q: 3 clusters Score -143436.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -143455.265625 Penalty: 716.358765 Iteration 12Q: 3 clusters Score -143455.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -143463.343750 Penalty: 716.358765 Iteration 13Q: 3 clusters Score -143463.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -143470.109375 Penalty: 716.358765 Iteration 14Q: 3 clusters Score -143470.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -143477.765625 Penalty: 716.358765 Iteration 15Q: 3 clusters Score -143477.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2281 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -143482.765625 Penalty: 716.358765 Iteration 16Q: 3 clusters Score -143482.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2284 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -143486.250000 Penalty: 716.358765 Iteration 17Q: 3 clusters Score -143486.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -143490.625000 Penalty: 716.358765 Iteration 18Q: 3 clusters Score -143490.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -143493.000000 Penalty: 716.358765 Iteration 19Q: 3 clusters Score -143493 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -143495.531250 Penalty: 716.358765 Iteration 20F: 3 clusters Score -143495.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -143496.875000 Penalty: 716.358765 Iteration 21Q: 3 clusters Score -143496.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2308 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -143497.703125 Penalty: 716.358765 Iteration 22Q: 3 clusters Score -143497.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -143497.765625 Penalty: 716.358765 Iteration 23Q: 3 clusters Score -143497.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -143497.765625 Penalty: 716.358765 Iteration 24F: 3 clusters Score -143497.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (96936 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96936 members Entering Unmasked Estep Score: -5464011.500000 Penalty: 522.422180 Iteration 0F: 2 clusters Score -5464012 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48533 members Mstep: Class 2 contains 48403 members Entering Unmasked Estep Score: -5398610.500000 Penalty: 1044.844360 Iteration 0F: 3 clusters Score -5398610 nChanged 47457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49436 members Mstep: Class 2 contains 47500 members Entering Unmasked Estep Score: -5428156.500000 Penalty: 1044.844360 Iteration 1F: 3 clusters Score -5428156 nChanged 4405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49655 members Mstep: Class 2 contains 47281 members Entering Unmasked Estep Score: -5430175.000000 Penalty: 1044.844360 Iteration 2Q: 3 clusters Score -5430175 nChanged 5138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50065 members Mstep: Class 2 contains 46871 members Entering Unmasked Estep Score: -5433425.000000 Penalty: 1044.844360 Iteration 3F: 3 clusters Score -5433425 nChanged 6098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50603 members Mstep: Class 2 contains 46333 members Entering Unmasked Estep Score: -5438147.000000 Penalty: 1044.844360 Iteration 4F: 3 clusters Score -5438147 nChanged 6429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51070 members Mstep: Class 2 contains 45866 members Entering Unmasked Estep Score: -5443024.500000 Penalty: 1044.844360 Iteration 5F: 3 clusters Score -5443024 nChanged 5208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51418 members Mstep: Class 2 contains 45518 members Entering Unmasked Estep Score: -5445341.000000 Penalty: 1044.844360 Iteration 6F: 3 clusters Score -5445341 nChanged 2970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51618 members Mstep: Class 2 contains 45318 members Entering Unmasked Estep Score: -5445998.500000 Penalty: 1044.844360 Iteration 7Q: 3 clusters Score -5445998 nChanged 1336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51798 members Mstep: Class 2 contains 45138 members Entering Unmasked Estep Score: -5446105.000000 Penalty: 1044.844360 Iteration 8Q: 3 clusters Score -5446105 nChanged 742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52030 members Mstep: Class 2 contains 44906 members Entering Unmasked Estep Score: -5446176.000000 Penalty: 1044.844360 Iteration 9Q: 3 clusters Score -5446176 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52268 members Mstep: Class 2 contains 44668 members Entering Unmasked Estep Score: -5446251.500000 Penalty: 1044.844360 Iteration 10Q: 3 clusters Score -5446252 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52502 members Mstep: Class 2 contains 44434 members Entering Unmasked Estep Score: -5446324.000000 Penalty: 1044.844360 Iteration 11Q: 3 clusters Score -5446324 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52746 members Mstep: Class 2 contains 44190 members Entering Unmasked Estep Score: -5446363.500000 Penalty: 1044.844360 Iteration 12Q: 3 clusters Score -5446364 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52989 members Mstep: Class 2 contains 43947 members Entering Unmasked Estep Score: -5446394.500000 Penalty: 1044.844360 Iteration 13Q: 3 clusters Score -5446394 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53256 members Mstep: Class 2 contains 43680 members Entering Unmasked Estep Score: -5446481.500000 Penalty: 1044.844360 Iteration 14Q: 3 clusters Score -5446482 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53522 members Mstep: Class 2 contains 43414 members Entering Unmasked Estep Score: -5446556.000000 Penalty: 1044.844360 Iteration 15Q: 3 clusters Score -5446556 nChanged 661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53789 members Mstep: Class 2 contains 43147 members Entering Unmasked Estep Score: -5446623.000000 Penalty: 1044.844360 Iteration 16Q: 3 clusters Score -5446623 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54067 members Mstep: Class 2 contains 42869 members Entering Unmasked Estep Score: -5446703.000000 Penalty: 1044.844360 Iteration 17Q: 3 clusters Score -5446703 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54387 members Mstep: Class 2 contains 42549 members Entering Unmasked Estep Score: -5446812.500000 Penalty: 1044.844360 Iteration 18Q: 3 clusters Score -5446812 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54780 members Mstep: Class 2 contains 42156 members Entering Unmasked Estep Score: -5446899.000000 Penalty: 1044.844360 Iteration 19Q: 3 clusters Score -5446899 nChanged 706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55204 members Mstep: Class 2 contains 41732 members Entering Unmasked Estep Score: -5447000.000000 Penalty: 1044.844360 Iteration 20F: 3 clusters Score -5447000 nChanged 688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55680 members Mstep: Class 2 contains 41256 members Entering Unmasked Estep Score: -5447151.000000 Penalty: 1044.844360 Iteration 21Q: 3 clusters Score -5447151 nChanged 803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56261 members Mstep: Class 2 contains 40675 members Entering Unmasked Estep Score: -5447300.500000 Penalty: 1044.844360 Iteration 22Q: 3 clusters Score -5447300 nChanged 815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56892 members Mstep: Class 2 contains 40044 members Entering Unmasked Estep Score: -5447451.000000 Penalty: 1044.844360 Iteration 23Q: 3 clusters Score -5447451 nChanged 888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57530 members Mstep: Class 2 contains 39406 members Entering Unmasked Estep Score: -5447648.000000 Penalty: 1044.844360 Iteration 24Q: 3 clusters Score -5447648 nChanged 915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58217 members Mstep: Class 2 contains 38719 members Entering Unmasked Estep Score: -5447872.500000 Penalty: 1044.844360 Iteration 25Q: 3 clusters Score -5447872 nChanged 964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58963 members Mstep: Class 2 contains 37973 members Entering Unmasked Estep Score: -5448049.500000 Penalty: 1044.844360 Iteration 26Q: 3 clusters Score -5448050 nChanged 990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59717 members Mstep: Class 2 contains 37219 members Entering Unmasked Estep Score: -5448294.500000 Penalty: 1044.844360 Iteration 27Q: 3 clusters Score -5448294 nChanged 1028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60505 members Mstep: Class 2 contains 36431 members Entering Unmasked Estep Score: -5448531.500000 Penalty: 1044.844360 Iteration 28Q: 3 clusters Score -5448532 nChanged 1091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61342 members Mstep: Class 2 contains 35594 members Entering Unmasked Estep Score: -5448805.500000 Penalty: 1044.844360 Iteration 29Q: 3 clusters Score -5448806 nChanged 1110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62238 members Mstep: Class 2 contains 34698 members Entering Unmasked Estep Score: -5449115.500000 Penalty: 1044.844360 Iteration 30Q: 3 clusters Score -5449116 nChanged 1149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63215 members Mstep: Class 2 contains 33721 members Entering Unmasked Estep Score: -5449418.000000 Penalty: 1044.844360 Iteration 31Q: 3 clusters Score -5449418 nChanged 1209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64240 members Mstep: Class 2 contains 32696 members Entering Unmasked Estep Score: -5449761.500000 Penalty: 1044.844360 Iteration 32Q: 3 clusters Score -5449762 nChanged 1255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65297 members Mstep: Class 2 contains 31639 members Entering Unmasked Estep Score: -5450122.000000 Penalty: 1044.844360 Iteration 33Q: 3 clusters Score -5450122 nChanged 1282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66379 members Mstep: Class 2 contains 30557 members Entering Unmasked Estep Score: -5450496.000000 Penalty: 1044.844360 Iteration 34Q: 3 clusters Score -5450496 nChanged 1305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67484 members Mstep: Class 2 contains 29452 members Entering Unmasked Estep Score: -5450969.000000 Penalty: 1044.844360 Iteration 35Q: 3 clusters Score -5450969 nChanged 1288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68572 members Mstep: Class 2 contains 28364 members Entering Unmasked Estep Score: -5451417.000000 Penalty: 1044.844360 Iteration 36Q: 3 clusters Score -5451417 nChanged 1336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69710 members Mstep: Class 2 contains 27226 members Entering Unmasked Estep Score: -5451837.500000 Penalty: 1044.844360 Iteration 37Q: 3 clusters Score -5451838 nChanged 1302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70820 members Mstep: Class 2 contains 26116 members Entering Unmasked Estep Score: -5452265.000000 Penalty: 1044.844360 Iteration 38Q: 3 clusters Score -5452265 nChanged 1289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71957 members Mstep: Class 2 contains 24979 members Entering Unmasked Estep Score: -5452711.500000 Penalty: 1044.844360 Iteration 39Q: 3 clusters Score -5452712 nChanged 1277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73092 members Mstep: Class 2 contains 23844 members Entering Unmasked Estep Score: -5453210.000000 Penalty: 1044.844360 Iteration 40F: 3 clusters Score -5453210 nChanged 1285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74217 members Mstep: Class 2 contains 22719 members Entering Unmasked Estep Score: -5453739.000000 Penalty: 1044.844360 Iteration 41Q: 3 clusters Score -5453739 nChanged 1297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75370 members Mstep: Class 2 contains 21566 members Entering Unmasked Estep Score: -5454243.500000 Penalty: 1044.844360 Iteration 42Q: 3 clusters Score -5454244 nChanged 1357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76593 members Mstep: Class 2 contains 20343 members Entering Unmasked Estep Score: -5454804.500000 Penalty: 1044.844360 Iteration 43Q: 3 clusters Score -5454804 nChanged 1348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77801 members Mstep: Class 2 contains 19135 members Entering Unmasked Estep Score: -5455386.500000 Penalty: 1044.844360 Iteration 44Q: 3 clusters Score -5455386 nChanged 1195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78868 members Mstep: Class 2 contains 18068 members Entering Unmasked Estep Score: -5455771.500000 Penalty: 1044.844360 Iteration 45Q: 3 clusters Score -5455772 nChanged 1094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79882 members Mstep: Class 2 contains 17054 members Entering Unmasked Estep Score: -5456201.000000 Penalty: 1044.844360 Iteration 46Q: 3 clusters Score -5456201 nChanged 1065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80897 members Mstep: Class 2 contains 16039 members Entering Unmasked Estep Score: -5456563.000000 Penalty: 1044.844360 Iteration 47Q: 3 clusters Score -5456563 nChanged 1041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81920 members Mstep: Class 2 contains 15016 members Entering Unmasked Estep Score: -5456873.000000 Penalty: 1044.844360 Iteration 48Q: 3 clusters Score -5456873 nChanged 1022 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82934 members Mstep: Class 2 contains 14002 members Entering Unmasked Estep Score: -5457230.500000 Penalty: 1044.844360 Iteration 49Q: 3 clusters Score -5457230 nChanged 1102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84034 members Mstep: Class 2 contains 12902 members Entering Unmasked Estep Score: -5457618.000000 Penalty: 1044.844360 Iteration 50Q: 3 clusters Score -5457618 nChanged 1089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85123 members Mstep: Class 2 contains 11813 members Entering Unmasked Estep Score: -5458007.000000 Penalty: 1044.844360 Iteration 51Q: 3 clusters Score -5458007 nChanged 1159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86282 members Mstep: Class 2 contains 10654 members Entering Unmasked Estep Score: -5458423.000000 Penalty: 1044.844360 Iteration 52Q: 3 clusters Score -5458423 nChanged 1211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87493 members Mstep: Class 2 contains 9443 members Entering Unmasked Estep Score: -5458942.500000 Penalty: 1044.844360 Iteration 53Q: 3 clusters Score -5458942 nChanged 1259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88752 members Mstep: Class 2 contains 8184 members Entering Unmasked Estep Score: -5459553.500000 Penalty: 1044.844360 Iteration 54Q: 3 clusters Score -5459554 nChanged 1289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90041 members Mstep: Class 2 contains 6895 members Entering Unmasked Estep Score: -5460224.000000 Penalty: 1044.844360 Iteration 55Q: 3 clusters Score -5460224 nChanged 1254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91295 members Mstep: Class 2 contains 5641 members Entering Unmasked Estep Score: -5460921.000000 Penalty: 1044.844360 Iteration 56Q: 3 clusters Score -5460921 nChanged 1158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92453 members Mstep: Class 2 contains 4483 members Entering Unmasked Estep Score: -5461507.500000 Penalty: 1044.844360 Iteration 57Q: 3 clusters Score -5461508 nChanged 989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93442 members Mstep: Class 2 contains 3494 members Entering Unmasked Estep Score: -5462014.500000 Penalty: 1044.844360 Iteration 58Q: 3 clusters Score -5462014 nChanged 825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94267 members Mstep: Class 2 contains 2669 members Entering Unmasked Estep Score: -5462460.500000 Penalty: 1044.844360 Iteration 59Q: 3 clusters Score -5462460 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94901 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -5462819.500000 Penalty: 1044.844360 Iteration 60F: 3 clusters Score -5462820 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95399 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -5463093.000000 Penalty: 1044.844360 Iteration 61Q: 3 clusters Score -5463093 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95752 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -5463281.000000 Penalty: 1044.844360 Iteration 62Q: 3 clusters Score -5463281 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95979 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -5463380.500000 Penalty: 1044.844360 Iteration 63Q: 3 clusters Score -5463380 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96127 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -5463420.000000 Penalty: 1044.844360 Iteration 64Q: 3 clusters Score -5463420 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96225 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -5463463.500000 Penalty: 1044.844360 Iteration 65Q: 3 clusters Score -5463464 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96299 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -5463490.500000 Penalty: 1044.844360 Iteration 66Q: 3 clusters Score -5463490 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96356 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -5463505.000000 Penalty: 1044.844360 Iteration 67Q: 3 clusters Score -5463505 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96402 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -5463531.500000 Penalty: 1044.844360 Iteration 68Q: 3 clusters Score -5463532 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96431 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -5463544.000000 Penalty: 1044.844360 Iteration 69Q: 3 clusters Score -5463544 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96453 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -5463552.000000 Penalty: 1044.844360 Iteration 70Q: 3 clusters Score -5463552 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96476 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -5463561.000000 Penalty: 1044.844360 Iteration 71Q: 3 clusters Score -5463561 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96492 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -5463562.500000 Penalty: 1044.844360 Iteration 72Q: 3 clusters Score -5463562 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96512 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -5463566.500000 Penalty: 1044.844360 Iteration 73Q: 3 clusters Score -5463566 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96530 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -5463576.000000 Penalty: 1044.844360 Iteration 74Q: 3 clusters Score -5463576 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96546 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -5463582.500000 Penalty: 1044.844360 Iteration 75Q: 3 clusters Score -5463582 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96557 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -5463587.000000 Penalty: 1044.844360 Iteration 76Q: 3 clusters Score -5463587 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96568 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -5463588.500000 Penalty: 1044.844360 Iteration 77Q: 3 clusters Score -5463588 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96583 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -5463596.500000 Penalty: 1044.844360 Iteration 78Q: 3 clusters Score -5463596 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96595 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -5463598.500000 Penalty: 1044.844360 Iteration 79Q: 3 clusters Score -5463598 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96607 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -5463598.500000 Penalty: 1044.844360 Iteration 80F: 3 clusters Score -5463598 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96610 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -5463604.500000 Penalty: 1044.844360 Iteration 81Q: 3 clusters Score -5463604 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96618 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -5463607.500000 Penalty: 1044.844360 Iteration 82Q: 3 clusters Score -5463608 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96627 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -5463607.500000 Penalty: 1044.844360 Iteration 83Q: 3 clusters Score -5463608 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96633 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -5463612.500000 Penalty: 1044.844360 Iteration 84Q: 3 clusters Score -5463612 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96639 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -5463613.000000 Penalty: 1044.844360 Iteration 85Q: 3 clusters Score -5463613 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96647 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -5463613.500000 Penalty: 1044.844360 Iteration 86Q: 3 clusters Score -5463614 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96651 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -5463618.000000 Penalty: 1044.844360 Iteration 87Q: 3 clusters Score -5463618 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96653 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -5463618.500000 Penalty: 1044.844360 Iteration 88Q: 3 clusters Score -5463618 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96656 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -5463621.500000 Penalty: 1044.844360 Iteration 89Q: 3 clusters Score -5463622 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96657 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -5463623.000000 Penalty: 1044.844360 Iteration 90Q: 3 clusters Score -5463623 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96658 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -5463626.000000 Penalty: 1044.844360 Iteration 91Q: 3 clusters Score -5463626 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96660 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -5463625.500000 Penalty: 1044.844360 Iteration 92Q: 3 clusters Score -5463626 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96657 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -5463624.000000 Penalty: 1044.844360 Iteration 93Q: 3 clusters Score -5463624 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96656 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -5463626.000000 Penalty: 1044.844360 Iteration 94Q: 3 clusters Score -5463626 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96653 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -5463630.000000 Penalty: 1044.844360 Iteration 95Q: 3 clusters Score -5463630 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96655 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -5463631.000000 Penalty: 1044.844360 Iteration 96Q: 3 clusters Score -5463631 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96656 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -5463630.500000 Penalty: 1044.844360 Iteration 97Q: 3 clusters Score -5463630 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96659 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -5463635.000000 Penalty: 1044.844360 Iteration 98Q: 3 clusters Score -5463635 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96661 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -5463636.500000 Penalty: 1044.844360 Iteration 99Q: 3 clusters Score -5463636 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96662 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -5463633.500000 Penalty: 1044.844360 Iteration 100F: 3 clusters Score -5463634 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96663 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -5463636.500000 Penalty: 1044.844360 Iteration 101Q: 3 clusters Score -5463636 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96664 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -5463636.000000 Penalty: 1044.844360 Iteration 102Q: 3 clusters Score -5463636 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96664 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -5463636.000000 Penalty: 1044.844360 Iteration 103F: 3 clusters Score -5463636 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1275 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Entering Unmasked Estep Score: -77782.179688 Penalty: 325.356934 Iteration 0F: 2 clusters Score -77782.18 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -76783.210938 Penalty: 650.713867 Iteration 0F: 3 clusters Score -76783.21 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -77054.015625 Penalty: 650.713867 Iteration 1F: 3 clusters Score -77054.02 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -77105.203125 Penalty: 650.713867 Iteration 2F: 3 clusters Score -77105.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -77156.156250 Penalty: 650.713867 Iteration 3F: 3 clusters Score -77156.16 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -77213.632812 Penalty: 650.713867 Iteration 4F: 3 clusters Score -77213.63 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -77257.890625 Penalty: 650.713867 Iteration 5Q: 3 clusters Score -77257.89 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -77297.882812 Penalty: 650.713867 Iteration 6Q: 3 clusters Score -77297.88 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -77339.765625 Penalty: 650.713867 Iteration 7Q: 3 clusters Score -77339.77 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -77375.476562 Penalty: 650.713867 Iteration 8Q: 3 clusters Score -77375.48 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -77411.812500 Penalty: 650.713867 Iteration 9Q: 3 clusters Score -77411.81 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -77434.851562 Penalty: 650.713867 Iteration 10Q: 3 clusters Score -77434.85 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -77464.218750 Penalty: 650.713867 Iteration 11Q: 3 clusters Score -77464.22 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -77480.023438 Penalty: 650.713867 Iteration 12Q: 3 clusters Score -77480.02 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -77490.828125 Penalty: 650.713867 Iteration 13Q: 3 clusters Score -77490.83 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -77496.257812 Penalty: 650.713867 Iteration 14Q: 3 clusters Score -77496.26 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -77502.296875 Penalty: 650.713867 Iteration 15Q: 3 clusters Score -77502.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -77505.523438 Penalty: 650.713867 Iteration 16Q: 3 clusters Score -77505.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -77507.460938 Penalty: 650.713867 Iteration 17Q: 3 clusters Score -77507.46 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -77509.742188 Penalty: 650.713867 Iteration 18Q: 3 clusters Score -77509.74 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -77511.257812 Penalty: 650.713867 Iteration 19Q: 3 clusters Score -77511.26 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -77513.359375 Penalty: 650.713867 Iteration 20F: 3 clusters Score -77513.36 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (116 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Entering Unmasked Estep Score: -5813.430176 Penalty: 216.288345 Iteration 0F: 2 clusters Score -5813.43 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -5583.308105 Penalty: 432.576691 Iteration 0F: 3 clusters Score -5583.308 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -5613.468262 Penalty: 432.576691 Iteration 1F: 3 clusters Score -5613.468 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -5625.736816 Penalty: 432.576691 Iteration 2F: 3 clusters Score -5625.737 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -5633.752441 Penalty: 432.576691 Iteration 3Q: 3 clusters Score -5633.752 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -5635.527344 Penalty: 432.576691 Iteration 4Q: 3 clusters Score -5635.527 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -5635.527344 Penalty: 432.576691 Iteration 5F: 3 clusters Score -5635.527 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (15218 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15218 members Entering Unmasked Estep Score: -919341.750000 Penalty: 438.175629 Iteration 0F: 2 clusters Score -919341.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7665 members Mstep: Class 2 contains 7553 members Entering Unmasked Estep Score: -909230.875000 Penalty: 876.351257 Iteration 0F: 3 clusters Score -909230.9 nChanged 7166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8193 members Mstep: Class 2 contains 7025 members Entering Unmasked Estep Score: -913263.250000 Penalty: 876.351257 Iteration 1F: 3 clusters Score -913263.2 nChanged 773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8468 members Mstep: Class 2 contains 6750 members Entering Unmasked Estep Score: -913584.000000 Penalty: 876.351257 Iteration 2F: 3 clusters Score -913584 nChanged 835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8845 members Mstep: Class 2 contains 6373 members Entering Unmasked Estep Score: -914001.250000 Penalty: 876.351257 Iteration 3F: 3 clusters Score -914001.2 nChanged 877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9338 members Mstep: Class 2 contains 5880 members Entering Unmasked Estep Score: -914579.437500 Penalty: 876.351257 Iteration 4F: 3 clusters Score -914579.4 nChanged 906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9888 members Mstep: Class 2 contains 5330 members Entering Unmasked Estep Score: -915309.687500 Penalty: 876.351257 Iteration 5F: 3 clusters Score -915309.7 nChanged 955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10455 members Mstep: Class 2 contains 4763 members Entering Unmasked Estep Score: -916076.062500 Penalty: 876.351257 Iteration 6F: 3 clusters Score -916076.1 nChanged 819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10922 members Mstep: Class 2 contains 4296 members Entering Unmasked Estep Score: -916618.125000 Penalty: 876.351257 Iteration 7F: 3 clusters Score -916618.1 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11271 members Mstep: Class 2 contains 3947 members Entering Unmasked Estep Score: -916856.187500 Penalty: 876.351257 Iteration 8Q: 3 clusters Score -916856.2 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11587 members Mstep: Class 2 contains 3631 members Entering Unmasked Estep Score: -917003.000000 Penalty: 876.351257 Iteration 9Q: 3 clusters Score -917003 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11888 members Mstep: Class 2 contains 3330 members Entering Unmasked Estep Score: -917123.187500 Penalty: 876.351257 Iteration 10Q: 3 clusters Score -917123.2 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12170 members Mstep: Class 2 contains 3048 members Entering Unmasked Estep Score: -917233.875000 Penalty: 876.351257 Iteration 11Q: 3 clusters Score -917233.9 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12458 members Mstep: Class 2 contains 2760 members Entering Unmasked Estep Score: -917353.375000 Penalty: 876.351257 Iteration 12Q: 3 clusters Score -917353.4 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12777 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -917502.937500 Penalty: 876.351257 Iteration 13Q: 3 clusters Score -917502.9 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13085 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -917662.187500 Penalty: 876.351257 Iteration 14Q: 3 clusters Score -917662.2 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13391 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -917845.187500 Penalty: 876.351257 Iteration 15Q: 3 clusters Score -917845.2 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13688 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -918027.250000 Penalty: 876.351257 Iteration 16Q: 3 clusters Score -918027.2 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13961 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -918210.125000 Penalty: 876.351257 Iteration 17Q: 3 clusters Score -918210.1 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14207 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -918387.750000 Penalty: 876.351257 Iteration 18Q: 3 clusters Score -918387.8 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14429 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -918539.375000 Penalty: 876.351257 Iteration 19Q: 3 clusters Score -918539.4 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14606 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -918662.062500 Penalty: 876.351257 Iteration 20F: 3 clusters Score -918662.1 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14740 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -918750.687500 Penalty: 876.351257 Iteration 21Q: 3 clusters Score -918750.7 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14844 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -918819.125000 Penalty: 876.351257 Iteration 22Q: 3 clusters Score -918819.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14917 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -918861.062500 Penalty: 876.351257 Iteration 23Q: 3 clusters Score -918861.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14966 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -918888.187500 Penalty: 876.351257 Iteration 24Q: 3 clusters Score -918888.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15008 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -918921.625000 Penalty: 876.351257 Iteration 25Q: 3 clusters Score -918921.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15030 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -918938.125000 Penalty: 876.351257 Iteration 26Q: 3 clusters Score -918938.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15048 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -918953.062500 Penalty: 876.351257 Iteration 27Q: 3 clusters Score -918953.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15059 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -918961.687500 Penalty: 876.351257 Iteration 28Q: 3 clusters Score -918961.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15067 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -918966.250000 Penalty: 876.351257 Iteration 29Q: 3 clusters Score -918966.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15072 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -918969.687500 Penalty: 876.351257 Iteration 30Q: 3 clusters Score -918969.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15075 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -918971.875000 Penalty: 876.351257 Iteration 31Q: 3 clusters Score -918971.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15078 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -918973.812500 Penalty: 876.351257 Iteration 32Q: 3 clusters Score -918973.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15078 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -918973.812500 Penalty: 876.351257 Iteration 33F: 3 clusters Score -918973.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (485 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Entering Unmasked Estep Score: -27840.240234 Penalty: 281.378784 Iteration 0F: 2 clusters Score -27840.24 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -27353.107422 Penalty: 562.757568 Iteration 0F: 3 clusters Score -27353.11 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -27458.289062 Penalty: 562.757568 Iteration 1F: 3 clusters Score -27458.29 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -27480.570312 Penalty: 562.757568 Iteration 2F: 3 clusters Score -27480.57 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -27503.525391 Penalty: 562.757568 Iteration 3Q: 3 clusters Score -27503.53 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -27531.361328 Penalty: 562.757568 Iteration 4Q: 3 clusters Score -27531.36 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -27548.423828 Penalty: 562.757568 Iteration 5Q: 3 clusters Score -27548.42 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -27556.832031 Penalty: 562.757568 Iteration 6Q: 3 clusters Score -27556.83 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -27565.451172 Penalty: 562.757568 Iteration 7Q: 3 clusters Score -27565.45 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -27569.673828 Penalty: 562.757568 Iteration 8Q: 3 clusters Score -27569.67 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -27572.267578 Penalty: 562.757568 Iteration 9Q: 3 clusters Score -27572.27 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -27578.761719 Penalty: 562.757568 Iteration 10Q: 3 clusters Score -27578.76 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -27581.404297 Penalty: 562.757568 Iteration 11Q: 3 clusters Score -27581.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -27583.648438 Penalty: 562.757568 Iteration 12Q: 3 clusters Score -27583.65 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -27586.214844 Penalty: 562.757568 Iteration 13Q: 3 clusters Score -27586.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -27590.042969 Penalty: 562.757568 Iteration 14Q: 3 clusters Score -27590.04 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -27592.085938 Penalty: 562.757568 Iteration 15Q: 3 clusters Score -27592.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -27593.158203 Penalty: 562.757568 Iteration 16Q: 3 clusters Score -27593.16 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -27593.158203 Penalty: 562.757568 Iteration 17F: 3 clusters Score -27593.16 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (269 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Entering Unmasked Estep Score: -13222.191406 Penalty: 254.559357 Iteration 0F: 2 clusters Score -13222.19 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -12897.348633 Penalty: 509.118713 Iteration 0F: 3 clusters Score -12897.35 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -13009.453125 Penalty: 509.118713 Iteration 1F: 3 clusters Score -13009.45 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -13038.950195 Penalty: 509.118713 Iteration 2F: 3 clusters Score -13038.95 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -13054.060547 Penalty: 509.118713 Iteration 3F: 3 clusters Score -13054.06 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -13059.239258 Penalty: 509.118713 Iteration 4Q: 3 clusters Score -13059.24 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -13060.235352 Penalty: 509.118713 Iteration 5Q: 3 clusters Score -13060.24 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -13061.836914 Penalty: 509.118713 Iteration 6Q: 3 clusters Score -13061.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -13061.836914 Penalty: 509.118713 Iteration 7F: 3 clusters Score -13061.84 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (93 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Entering Unmasked Estep Score: -3604.938965 Penalty: 206.233276 Iteration 0F: 2 clusters Score -3604.939 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -3430.183350 Penalty: 412.466553 Iteration 0F: 3 clusters Score -3430.183 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -3449.012451 Penalty: 412.466553 Iteration 1F: 3 clusters Score -3449.012 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 42 members Entering Unmasked Estep Score: -3456.192139 Penalty: 412.466553 Iteration 2Q: 3 clusters Score -3456.192 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 40 members Entering Unmasked Estep Score: -3462.531250 Penalty: 412.466553 Iteration 3Q: 3 clusters Score -3462.531 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -3466.385498 Penalty: 412.466553 Iteration 4Q: 3 clusters Score -3466.385 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 43 members Entering Unmasked Estep Score: -3470.448730 Penalty: 412.466553 Iteration 5Q: 3 clusters Score -3470.449 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 43 members Entering Unmasked Estep Score: -3470.448730 Penalty: 412.466553 Iteration 6F: 3 clusters Score -3470.449 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (1449 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Entering Unmasked Estep Score: -79010.750000 Penalty: 331.177612 Iteration 0F: 2 clusters Score -79010.75 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -77906.453125 Penalty: 662.355225 Iteration 0F: 3 clusters Score -77906.45 nChanged 595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -78235.585938 Penalty: 662.355225 Iteration 1F: 3 clusters Score -78235.59 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -78290.023438 Penalty: 662.355225 Iteration 2F: 3 clusters Score -78290.02 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -78314.171875 Penalty: 662.355225 Iteration 3Q: 3 clusters Score -78314.17 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -78334.429688 Penalty: 662.355225 Iteration 4Q: 3 clusters Score -78334.43 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -78357.335938 Penalty: 662.355225 Iteration 5Q: 3 clusters Score -78357.34 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -78376.062500 Penalty: 662.355225 Iteration 6Q: 3 clusters Score -78376.06 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -78389.937500 Penalty: 662.355225 Iteration 7Q: 3 clusters Score -78389.94 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -78400.343750 Penalty: 662.355225 Iteration 8Q: 3 clusters Score -78400.34 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -78412.875000 Penalty: 662.355225 Iteration 9Q: 3 clusters Score -78412.88 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -78435.250000 Penalty: 662.355225 Iteration 10Q: 3 clusters Score -78435.25 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -78466.460938 Penalty: 662.355225 Iteration 11Q: 3 clusters Score -78466.46 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -78496.007812 Penalty: 662.355225 Iteration 12Q: 3 clusters Score -78496.01 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -78530.289062 Penalty: 662.355225 Iteration 13Q: 3 clusters Score -78530.29 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -78565.781250 Penalty: 662.355225 Iteration 14Q: 3 clusters Score -78565.78 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -78592.359375 Penalty: 662.355225 Iteration 15Q: 3 clusters Score -78592.36 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -78620.484375 Penalty: 662.355225 Iteration 16Q: 3 clusters Score -78620.48 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -78658.570312 Penalty: 662.355225 Iteration 17Q: 3 clusters Score -78658.57 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -78696.523438 Penalty: 662.355225 Iteration 18Q: 3 clusters Score -78696.52 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -78737.242188 Penalty: 662.355225 Iteration 19Q: 3 clusters Score -78737.24 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -78763.890625 Penalty: 662.355225 Iteration 20F: 3 clusters Score -78763.89 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -78796.796875 Penalty: 662.355225 Iteration 21Q: 3 clusters Score -78796.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -78853.804688 Penalty: 662.355225 Iteration 22Q: 3 clusters Score -78853.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -78886.468750 Penalty: 662.355225 Iteration 23Q: 3 clusters Score -78886.47 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -78906.210938 Penalty: 662.355225 Iteration 24Q: 3 clusters Score -78906.21 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -78922.250000 Penalty: 662.355225 Iteration 25Q: 3 clusters Score -78922.25 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -78927.882812 Penalty: 662.355225 Iteration 26Q: 3 clusters Score -78927.88 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -78931.437500 Penalty: 662.355225 Iteration 27Q: 3 clusters Score -78931.44 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -78933.023438 Penalty: 662.355225 Iteration 28Q: 3 clusters Score -78933.02 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -78934.906250 Penalty: 662.355225 Iteration 29Q: 3 clusters Score -78934.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -78934.906250 Penalty: 662.355225 Iteration 30F: 3 clusters Score -78934.91 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (199 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Entering Unmasked Estep Score: -9434.071289 Penalty: 240.845367 Iteration 0F: 2 clusters Score -9434.071 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -9162.066406 Penalty: 481.690735 Iteration 0F: 3 clusters Score -9162.066 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -9242.866211 Penalty: 481.690735 Iteration 1F: 3 clusters Score -9242.866 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -9255.786133 Penalty: 481.690735 Iteration 2F: 3 clusters Score -9255.786 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -9266.726562 Penalty: 481.690735 Iteration 3Q: 3 clusters Score -9266.727 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -9273.950195 Penalty: 481.690735 Iteration 4Q: 3 clusters Score -9273.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -9277.145508 Penalty: 481.690735 Iteration 5Q: 3 clusters Score -9277.146 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -9280.767578 Penalty: 481.690735 Iteration 6Q: 3 clusters Score -9280.768 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -9281.438477 Penalty: 481.690735 Iteration 7Q: 3 clusters Score -9281.438 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -9281.907227 Penalty: 481.690735 Iteration 8Q: 3 clusters Score -9281.907 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -9281.907227 Penalty: 481.690735 Iteration 9F: 3 clusters Score -9281.907 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (1868 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Entering Unmasked Estep Score: -112953.328125 Penalty: 342.734375 Iteration 0F: 2 clusters Score -112953.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -111565.335938 Penalty: 685.468750 Iteration 0F: 3 clusters Score -111565.3 nChanged 785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -112010.171875 Penalty: 685.468750 Iteration 1F: 3 clusters Score -112010.2 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -112119.398438 Penalty: 685.468750 Iteration 2F: 3 clusters Score -112119.4 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -112215.562500 Penalty: 685.468750 Iteration 3F: 3 clusters Score -112215.6 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -112316.773438 Penalty: 685.468750 Iteration 4F: 3 clusters Score -112316.8 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -112432.664062 Penalty: 685.468750 Iteration 5F: 3 clusters Score -112432.7 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -112506.406250 Penalty: 685.468750 Iteration 6F: 3 clusters Score -112506.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -112557.906250 Penalty: 685.468750 Iteration 7Q: 3 clusters Score -112557.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -112577.664062 Penalty: 685.468750 Iteration 8Q: 3 clusters Score -112577.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -112587.437500 Penalty: 685.468750 Iteration 9Q: 3 clusters Score -112587.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -112600.195312 Penalty: 685.468750 Iteration 10Q: 3 clusters Score -112600.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -112608.867188 Penalty: 685.468750 Iteration 11Q: 3 clusters Score -112608.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -112618.562500 Penalty: 685.468750 Iteration 12Q: 3 clusters Score -112618.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -112621.843750 Penalty: 685.468750 Iteration 13Q: 3 clusters Score -112621.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -112623.703125 Penalty: 685.468750 Iteration 14Q: 3 clusters Score -112623.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -112625.929688 Penalty: 685.468750 Iteration 15Q: 3 clusters Score -112625.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -112626.898438 Penalty: 685.468750 Iteration 16Q: 3 clusters Score -112626.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -112627.945312 Penalty: 685.468750 Iteration 17Q: 3 clusters Score -112627.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -112629.476562 Penalty: 685.468750 Iteration 18Q: 3 clusters Score -112629.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -112630.617188 Penalty: 685.468750 Iteration 19Q: 3 clusters Score -112630.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -112631.687500 Penalty: 685.468750 Iteration 20F: 3 clusters Score -112631.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -112633.015625 Penalty: 685.468750 Iteration 21Q: 3 clusters Score -112633 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -112634.601562 Penalty: 685.468750 Iteration 22Q: 3 clusters Score -112634.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -112638.179688 Penalty: 685.468750 Iteration 23Q: 3 clusters Score -112638.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -112642.648438 Penalty: 685.468750 Iteration 24Q: 3 clusters Score -112642.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -112643.734375 Penalty: 685.468750 Iteration 25Q: 3 clusters Score -112643.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -112645.335938 Penalty: 685.468750 Iteration 26Q: 3 clusters Score -112645.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -112647.351562 Penalty: 685.468750 Iteration 27Q: 3 clusters Score -112647.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -112648.453125 Penalty: 685.468750 Iteration 28Q: 3 clusters Score -112648.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -112649.828125 Penalty: 685.468750 Iteration 29Q: 3 clusters Score -112649.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -112650.906250 Penalty: 685.468750 Iteration 30Q: 3 clusters Score -112650.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -112651.945312 Penalty: 685.468750 Iteration 31Q: 3 clusters Score -112651.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -112652.460938 Penalty: 685.468750 Iteration 32Q: 3 clusters Score -112652.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -112653.210938 Penalty: 685.468750 Iteration 33Q: 3 clusters Score -112653.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -112653.210938 Penalty: 685.468750 Iteration 34F: 3 clusters Score -112653.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (383 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Entering Unmasked Estep Score: -14466.620117 Penalty: 270.635590 Iteration 0F: 2 clusters Score -14466.62 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -14081.711914 Penalty: 541.271179 Iteration 0F: 3 clusters Score -14081.71 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -14309.080078 Penalty: 541.271179 Iteration 1F: 3 clusters Score -14309.08 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -14414.950195 Penalty: 541.271179 Iteration 2F: 3 clusters Score -14414.95 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -14477.227539 Penalty: 541.271179 Iteration 3F: 3 clusters Score -14477.23 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -14498.674805 Penalty: 541.271179 Iteration 4F: 3 clusters Score -14498.67 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -14506.694336 Penalty: 541.271179 Iteration 5Q: 3 clusters Score -14506.69 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -14516.812500 Penalty: 541.271179 Iteration 6Q: 3 clusters Score -14516.81 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -14525.060547 Penalty: 541.271179 Iteration 7Q: 3 clusters Score -14525.06 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -14527.178711 Penalty: 541.271179 Iteration 8Q: 3 clusters Score -14527.18 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -14527.781250 Penalty: 541.271179 Iteration 9Q: 3 clusters Score -14527.78 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -14529.122070 Penalty: 541.271179 Iteration 10Q: 3 clusters Score -14529.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -14529.122070 Penalty: 541.271179 Iteration 11F: 3 clusters Score -14529.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 472 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 770 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11009 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 96936 members Mstep: Class 17 contains 1275 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 15218 members Mstep: Class 20 contains 485 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1868 members Mstep: Class 26 contains 252 members Mstep: Class 27 contains 5771 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 217 members Mstep: Class 30 contains 1075 members Mstep: Class 31 contains 131 members Entering Unmasked Estep Score: -7912620.000000 Penalty: 16760.832031 Splitting cluster 26 changes total score from -7912829.000000 to -7912620.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 27 (5771 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5771 members Entering Unmasked Estep Score: -350215.843750 Penalty: 394.057343 Iteration 0F: 2 clusters Score -350215.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2850 members Mstep: Class 2 contains 2921 members Entering Unmasked Estep Score: -346379.250000 Penalty: 788.114685 Iteration 0F: 3 clusters Score -346379.2 nChanged 2631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2845 members Mstep: Class 2 contains 2926 members Entering Unmasked Estep Score: -348217.031250 Penalty: 788.114685 Iteration 1F: 3 clusters Score -348217 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2860 members Mstep: Class 2 contains 2911 members Entering Unmasked Estep Score: -348584.687500 Penalty: 788.114685 Iteration 2F: 3 clusters Score -348584.7 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2955 members Mstep: Class 2 contains 2816 members Entering Unmasked Estep Score: -348977.093750 Penalty: 788.114685 Iteration 3F: 3 clusters Score -348977.1 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3045 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -349278.062500 Penalty: 788.114685 Iteration 4F: 3 clusters Score -349278.1 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3106 members Mstep: Class 2 contains 2665 members Entering Unmasked Estep Score: -349412.500000 Penalty: 788.114685 Iteration 5F: 3 clusters Score -349412.5 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3132 members Mstep: Class 2 contains 2639 members Entering Unmasked Estep Score: -349462.437500 Penalty: 788.114685 Iteration 6Q: 3 clusters Score -349462.4 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3159 members Mstep: Class 2 contains 2612 members Entering Unmasked Estep Score: -349488.500000 Penalty: 788.114685 Iteration 7Q: 3 clusters Score -349488.5 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3169 members Mstep: Class 2 contains 2602 members Entering Unmasked Estep Score: -349507.125000 Penalty: 788.114685 Iteration 8Q: 3 clusters Score -349507.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3190 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -349521.093750 Penalty: 788.114685 Iteration 9Q: 3 clusters Score -349521.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3208 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -349534.656250 Penalty: 788.114685 Iteration 10Q: 3 clusters Score -349534.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3240 members Mstep: Class 2 contains 2531 members Entering Unmasked Estep Score: -349544.937500 Penalty: 788.114685 Iteration 11Q: 3 clusters Score -349544.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3273 members Mstep: Class 2 contains 2498 members Entering Unmasked Estep Score: -349553.781250 Penalty: 788.114685 Iteration 12Q: 3 clusters Score -349553.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3295 members Mstep: Class 2 contains 2476 members Entering Unmasked Estep Score: -349558.562500 Penalty: 788.114685 Iteration 13Q: 3 clusters Score -349558.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3316 members Mstep: Class 2 contains 2455 members Entering Unmasked Estep Score: -349563.312500 Penalty: 788.114685 Iteration 14Q: 3 clusters Score -349563.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3343 members Mstep: Class 2 contains 2428 members Entering Unmasked Estep Score: -349569.125000 Penalty: 788.114685 Iteration 15Q: 3 clusters Score -349569.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3370 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -349576.156250 Penalty: 788.114685 Iteration 16Q: 3 clusters Score -349576.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3397 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -349578.781250 Penalty: 788.114685 Iteration 17Q: 3 clusters Score -349578.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3424 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -349583.218750 Penalty: 788.114685 Iteration 18Q: 3 clusters Score -349583.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3453 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -349590.031250 Penalty: 788.114685 Iteration 19Q: 3 clusters Score -349590 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3478 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -349595.281250 Penalty: 788.114685 Iteration 20F: 3 clusters Score -349595.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3508 members Mstep: Class 2 contains 2263 members Entering Unmasked Estep Score: -349602.718750 Penalty: 788.114685 Iteration 21Q: 3 clusters Score -349602.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3535 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -349609.031250 Penalty: 788.114685 Iteration 22Q: 3 clusters Score -349609 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3566 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -349618.843750 Penalty: 788.114685 Iteration 23Q: 3 clusters Score -349618.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3601 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -349629.312500 Penalty: 788.114685 Iteration 24Q: 3 clusters Score -349629.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3633 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -349638.343750 Penalty: 788.114685 Iteration 25Q: 3 clusters Score -349638.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3677 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -349651.656250 Penalty: 788.114685 Iteration 26Q: 3 clusters Score -349651.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3726 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -349663.437500 Penalty: 788.114685 Iteration 27Q: 3 clusters Score -349663.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3779 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -349675.750000 Penalty: 788.114685 Iteration 28Q: 3 clusters Score -349675.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3817 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -349687.156250 Penalty: 788.114685 Iteration 29Q: 3 clusters Score -349687.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -349699.187500 Penalty: 788.114685 Iteration 30Q: 3 clusters Score -349699.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3910 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -349711.343750 Penalty: 788.114685 Iteration 31Q: 3 clusters Score -349711.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3975 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -349730.468750 Penalty: 788.114685 Iteration 32Q: 3 clusters Score -349730.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4036 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -349746.593750 Penalty: 788.114685 Iteration 33Q: 3 clusters Score -349746.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4088 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -349766.500000 Penalty: 788.114685 Iteration 34Q: 3 clusters Score -349766.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4136 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -349785.750000 Penalty: 788.114685 Iteration 35Q: 3 clusters Score -349785.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4179 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -349799.031250 Penalty: 788.114685 Iteration 36Q: 3 clusters Score -349799 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4227 members Mstep: Class 2 contains 1544 members Entering Unmasked Estep Score: -349819.718750 Penalty: 788.114685 Iteration 37Q: 3 clusters Score -349819.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4274 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -349837.875000 Penalty: 788.114685 Iteration 38Q: 3 clusters Score -349837.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4323 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -349863.843750 Penalty: 788.114685 Iteration 39Q: 3 clusters Score -349863.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4388 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -349890.125000 Penalty: 788.114685 Iteration 40F: 3 clusters Score -349890.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4438 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -349908.625000 Penalty: 788.114685 Iteration 41Q: 3 clusters Score -349908.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4492 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -349929.531250 Penalty: 788.114685 Iteration 42Q: 3 clusters Score -349929.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4540 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -349948.687500 Penalty: 788.114685 Iteration 43Q: 3 clusters Score -349948.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4577 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -349961.937500 Penalty: 788.114685 Iteration 44Q: 3 clusters Score -349961.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4611 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -349976.125000 Penalty: 788.114685 Iteration 45Q: 3 clusters Score -349976.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4650 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -349990.843750 Penalty: 788.114685 Iteration 46Q: 3 clusters Score -349990.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4684 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -349999.031250 Penalty: 788.114685 Iteration 47Q: 3 clusters Score -349999 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4715 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -350006.593750 Penalty: 788.114685 Iteration 48Q: 3 clusters Score -350006.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4732 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -350009.625000 Penalty: 788.114685 Iteration 49Q: 3 clusters Score -350009.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4745 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -350011.875000 Penalty: 788.114685 Iteration 50Q: 3 clusters Score -350011.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4752 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -350012.406250 Penalty: 788.114685 Iteration 51Q: 3 clusters Score -350012.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4757 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -350013.281250 Penalty: 788.114685 Iteration 52Q: 3 clusters Score -350013.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4762 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -350013.562500 Penalty: 788.114685 Iteration 53Q: 3 clusters Score -350013.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4768 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -350014.343750 Penalty: 788.114685 Iteration 54Q: 3 clusters Score -350014.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4776 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -350016.187500 Penalty: 788.114685 Iteration 55Q: 3 clusters Score -350016.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4787 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -350018.625000 Penalty: 788.114685 Iteration 56Q: 3 clusters Score -350018.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4795 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -350020.000000 Penalty: 788.114685 Iteration 57Q: 3 clusters Score -350020 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4801 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -350020.968750 Penalty: 788.114685 Iteration 58Q: 3 clusters Score -350021 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4806 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -350021.406250 Penalty: 788.114685 Iteration 59Q: 3 clusters Score -350021.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4810 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -350021.875000 Penalty: 788.114685 Iteration 60F: 3 clusters Score -350021.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4814 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -350021.968750 Penalty: 788.114685 Iteration 61Q: 3 clusters Score -350022 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4820 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -350023.375000 Penalty: 788.114685 Iteration 62Q: 3 clusters Score -350023.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4827 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -350025.218750 Penalty: 788.114685 Iteration 63Q: 3 clusters Score -350025.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4832 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -350025.406250 Penalty: 788.114685 Iteration 64Q: 3 clusters Score -350025.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4839 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -350028.812500 Penalty: 788.114685 Iteration 65Q: 3 clusters Score -350028.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4848 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -350030.937500 Penalty: 788.114685 Iteration 66Q: 3 clusters Score -350030.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4856 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -350031.812500 Penalty: 788.114685 Iteration 67Q: 3 clusters Score -350031.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4858 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -350032.500000 Penalty: 788.114685 Iteration 68Q: 3 clusters Score -350032.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4860 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -350031.875000 Penalty: 788.114685 Iteration 69Q: 3 clusters Score -350031.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4863 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -350032.687500 Penalty: 788.114685 Iteration 70Q: 3 clusters Score -350032.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4866 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -350033.656250 Penalty: 788.114685 Iteration 71Q: 3 clusters Score -350033.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4870 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -350034.000000 Penalty: 788.114685 Iteration 72Q: 3 clusters Score -350034 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4873 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -350034.343750 Penalty: 788.114685 Iteration 73Q: 3 clusters Score -350034.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4874 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -350034.000000 Penalty: 788.114685 Iteration 74Q: 3 clusters Score -350034 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4875 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -350034.656250 Penalty: 788.114685 Iteration 75Q: 3 clusters Score -350034.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4876 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -350033.906250 Penalty: 788.114685 Iteration 76Q: 3 clusters Score -350033.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4878 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -350035.000000 Penalty: 788.114685 Iteration 77Q: 3 clusters Score -350035 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4883 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -350034.593750 Penalty: 788.114685 Iteration 78Q: 3 clusters Score -350034.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4887 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -350035.000000 Penalty: 788.114685 Iteration 79Q: 3 clusters Score -350035 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4888 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -350035.406250 Penalty: 788.114685 Iteration 80F: 3 clusters Score -350035.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (220 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Entering Unmasked Estep Score: -9494.155273 Penalty: 245.410065 Iteration 0F: 2 clusters Score -9494.155 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -9202.174805 Penalty: 490.820129 Iteration 0F: 3 clusters Score -9202.175 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -9284.773438 Penalty: 490.820129 Iteration 1F: 3 clusters Score -9284.773 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -9311.466797 Penalty: 490.820129 Iteration 2F: 3 clusters Score -9311.467 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -9321.726562 Penalty: 490.820129 Iteration 3Q: 3 clusters Score -9321.727 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -9329.274414 Penalty: 490.820129 Iteration 4Q: 3 clusters Score -9329.274 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -9334.673828 Penalty: 490.820129 Iteration 5Q: 3 clusters Score -9334.674 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -9336.221680 Penalty: 490.820129 Iteration 6Q: 3 clusters Score -9336.222 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -9336.221680 Penalty: 490.820129 Iteration 7F: 3 clusters Score -9336.222 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (217 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Entering Unmasked Estep Score: -9168.407227 Penalty: 244.785324 Iteration 0F: 2 clusters Score -9168.407 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -8869.724609 Penalty: 489.570648 Iteration 0F: 3 clusters Score -8869.725 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -8986.323242 Penalty: 489.570648 Iteration 1F: 3 clusters Score -8986.323 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -9075.448242 Penalty: 489.570648 Iteration 2F: 3 clusters Score -9075.448 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -9123.125977 Penalty: 489.570648 Iteration 3F: 3 clusters Score -9123.126 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -9158.214844 Penalty: 489.570648 Iteration 4Q: 3 clusters Score -9158.215 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -9160.674805 Penalty: 489.570648 Iteration 5Q: 3 clusters Score -9160.675 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -9164.814453 Penalty: 489.570648 Iteration 6Q: 3 clusters Score -9164.814 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -9169.792969 Penalty: 489.570648 Iteration 7Q: 3 clusters Score -9169.793 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -9170.732422 Penalty: 489.570648 Iteration 8Q: 3 clusters Score -9170.732 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -9170.732422 Penalty: 489.570648 Iteration 9F: 3 clusters Score -9170.732 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 472 members Mstep: Class 3 contains 128 members Mstep: Class 4 contains 73 members Mstep: Class 5 contains 62 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 770 members Mstep: Class 8 contains 71 members Mstep: Class 9 contains 1134 members Mstep: Class 10 contains 379 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 193 members Mstep: Class 13 contains 145 members Mstep: Class 14 contains 11009 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 96936 members Mstep: Class 17 contains 1275 members Mstep: Class 18 contains 116 members Mstep: Class 19 contains 15218 members Mstep: Class 20 contains 485 members Mstep: Class 21 contains 269 members Mstep: Class 22 contains 93 members Mstep: Class 23 contains 1449 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 1868 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 5771 members Mstep: Class 28 contains 220 members Mstep: Class 29 contains 161 members Mstep: Class 30 contains 1075 members Mstep: Class 31 contains 56 members Entering Unmasked Estep Score: -7912534.000000 Penalty: 16760.832031 Splitting cluster 29 changes total score from -7912829.000000 to -7912534.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 30 (1075 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Entering Unmasked Estep Score: -65168.339844 Penalty: 317.593445 Iteration 0F: 2 clusters Score -65168.34 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -64308.312500 Penalty: 635.186890 Iteration 0F: 3 clusters Score -64308.31 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -64552.964844 Penalty: 635.186890 Iteration 1F: 3 clusters Score -64552.96 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -64611.769531 Penalty: 635.186890 Iteration 2F: 3 clusters Score -64611.77 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -64642.406250 Penalty: 635.186890 Iteration 3F: 3 clusters Score -64642.41 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -64661.167969 Penalty: 635.186890 Iteration 4Q: 3 clusters Score -64661.17 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -64675.671875 Penalty: 635.186890 Iteration 5Q: 3 clusters Score -64675.67 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -64692.292969 Penalty: 635.186890 Iteration 6Q: 3 clusters Score -64692.29 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -64714.082031 Penalty: 635.186890 Iteration 7Q: 3 clusters Score -64714.08 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -64734.851562 Penalty: 635.186890 Iteration 8Q: 3 clusters Score -64734.85 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -64758.949219 Penalty: 635.186890 Iteration 9Q: 3 clusters Score -64758.95 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -64775.066406 Penalty: 635.186890 Iteration 10Q: 3 clusters Score -64775.07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -64790.566406 Penalty: 635.186890 Iteration 11Q: 3 clusters Score -64790.57 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -64805.914062 Penalty: 635.186890 Iteration 12Q: 3 clusters Score -64805.91 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -64825.753906 Penalty: 635.186890 Iteration 13Q: 3 clusters Score -64825.75 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -64836.214844 Penalty: 635.186890 Iteration 14Q: 3 clusters Score -64836.21 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -64845.527344 Penalty: 635.186890 Iteration 15Q: 3 clusters Score -64845.53 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -64849.097656 Penalty: 635.186890 Iteration 16Q: 3 clusters Score -64849.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -64849.593750 Penalty: 635.186890 Iteration 17Q: 3 clusters Score -64849.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -64849.593750 Penalty: 635.186890 Iteration 18F: 3 clusters Score -64849.59 nChanged 0 --- Evaluating fit on full set of 434311 points --- Entering Unmasked Estep Score: -23762794.000000 Penalty: 17719.769531 20->31 Clusters: Score -23762794.000000, best is 100000003318135351409612647563264.000000 THE BEST YET! Starting from 21 clusters... Entering ConstructFrom: --- Running on subset of 144770 points --- Entering CEM Assigned 21 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7208 members Mstep: Class 2 contains 7097 members Mstep: Class 3 contains 7337 members Mstep: Class 4 contains 7258 members Mstep: Class 5 contains 7131 members Mstep: Class 6 contains 7284 members Mstep: Class 7 contains 7207 members Mstep: Class 8 contains 7290 members Mstep: Class 9 contains 7233 members Mstep: Class 10 contains 7293 members Mstep: Class 11 contains 7305 members Mstep: Class 12 contains 7100 members Mstep: Class 13 contains 7156 members Mstep: Class 14 contains 7298 members Mstep: Class 15 contains 7296 members Mstep: Class 16 contains 7332 members Mstep: Class 17 contains 7277 members Mstep: Class 18 contains 7279 members Mstep: Class 19 contains 7232 members Mstep: Class 20 contains 7157 members Entering Unmasked Estep ConsiderDeletion Deleting Class 8. Lose 0.000000 but Gain 540.671875 Score: -5445273.000000 Penalty: 10272.768555 Iteration 0F: 20 clusters Score -5445273 nChanged 137685 Entering Unmasked Mstep Mstep: Class 0 contains 2661 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 118528 members Mstep: Class 3 contains 72 members Mstep: Class 4 contains 111 members Mstep: Class 5 contains 1482 members Mstep: Class 6 contains 315 members Mstep: Class 7 contains 94 members Mstep: Class 9 contains 522 members Mstep: Class 10 contains 1653 members Mstep: Class 11 contains 151 members Mstep: Class 12 contains 2 members Deleted class 12: not enough members Mstep: Class 13 contains 127 members Mstep: Class 14 contains 399 members Mstep: Class 15 contains 791 members Mstep: Class 16 contains 1526 members Mstep: Class 17 contains 175 members Mstep: Class 18 contains 6080 members Mstep: Class 19 contains 606 members Mstep: Class 20 contains 7022 members Entering Unmasked Estep ConsiderDeletion Deleting Class 7. Lose 129.399719 but Gain 540.671875 Score: -7488564.000000 Penalty: 9191.423828 Iteration 1F: 18 clusters Score -7488564 nChanged 21567 Entering Unmasked Mstep Mstep: Class 0 contains 2420 members Mstep: Class 1 contains 5332 members Mstep: Class 2 contains 116023 members Mstep: Class 3 contains 1217 members Mstep: Class 4 contains 138 members Mstep: Class 5 contains 797 members Mstep: Class 6 contains 139 members Mstep: Class 9 contains 489 members Mstep: Class 10 contains 296 members Mstep: Class 11 contains 217 members Mstep: Class 13 contains 1911 members Mstep: Class 14 contains 110 members Mstep: Class 15 contains 392 members Mstep: Class 16 contains 2101 members Mstep: Class 17 contains 361 members Mstep: Class 18 contains 9231 members Mstep: Class 19 contains 724 members Mstep: Class 20 contains 2872 members Entering Unmasked Estep ConsiderDeletion Deleting Class 10. Lose 183.232315 but Gain 540.671875 Score: -7695930.500000 Penalty: 8650.751953 Iteration 2F: 17 clusters Score -7695930 nChanged 12169 Entering Unmasked Mstep Mstep: Class 0 contains 2284 members Mstep: Class 1 contains 8381 members Mstep: Class 2 contains 110939 members Mstep: Class 3 contains 1469 members Mstep: Class 4 contains 210 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 206 members Mstep: Class 9 contains 358 members Mstep: Class 11 contains 398 members Mstep: Class 13 contains 3074 members Mstep: Class 14 contains 101 members Mstep: Class 15 contains 198 members Mstep: Class 16 contains 2242 members Mstep: Class 17 contains 479 members Mstep: Class 18 contains 10163 members Mstep: Class 19 contains 845 members Mstep: Class 20 contains 2805 members Entering Unmasked Estep ConsiderDeletion Deleting Class 15. Lose 57.512897 but Gain 540.671875 Score: -7835905.000000 Penalty: 8110.080078 Iteration 3F: 16 clusters Score -7835905 nChanged 9052 Entering Unmasked Mstep Mstep: Class 0 contains 2156 members Mstep: Class 1 contains 9695 members Mstep: Class 2 contains 116101 members Mstep: Class 3 contains 1600 members Mstep: Class 4 contains 302 members Mstep: Class 5 contains 544 members Mstep: Class 6 contains 203 members Mstep: Class 9 contains 299 members Mstep: Class 11 contains 365 members Mstep: Class 13 contains 3228 members Mstep: Class 14 contains 132 members Mstep: Class 16 contains 1415 members Mstep: Class 17 contains 609 members Mstep: Class 18 contains 5105 members Mstep: Class 19 contains 903 members Mstep: Class 20 contains 2113 members Entering Unmasked Estep ConsiderDeletion Score: -7854968.000000 Penalty: 8110.080078 Iteration 4F: 16 clusters Score -7854968 nChanged 4749 Entering Unmasked Mstep Mstep: Class 0 contains 2100 members Mstep: Class 1 contains 10785 members Mstep: Class 2 contains 118284 members Mstep: Class 3 contains 1673 members Mstep: Class 4 contains 353 members Mstep: Class 5 contains 473 members Mstep: Class 6 contains 203 members Mstep: Class 9 contains 258 members Mstep: Class 11 contains 335 members Mstep: Class 13 contains 3232 members Mstep: Class 14 contains 124 members Mstep: Class 16 contains 886 members Mstep: Class 17 contains 731 members Mstep: Class 18 contains 2708 members Mstep: Class 19 contains 912 members Mstep: Class 20 contains 1713 members Entering Unmasked Estep ConsiderDeletion Deleting Class 14. Lose 505.372894 but Gain 540.671875 Score: -7861570.000000 Penalty: 7569.408203 Iteration 5Q: 15 clusters Score -7861570 nChanged 2292 Entering Unmasked Mstep Mstep: Class 0 contains 2090 members Mstep: Class 1 contains 11645 members Mstep: Class 2 contains 118731 members Mstep: Class 3 contains 1728 members Mstep: Class 4 contains 396 members Mstep: Class 5 contains 469 members Mstep: Class 6 contains 203 members Mstep: Class 9 contains 225 members Mstep: Class 11 contains 332 members Mstep: Class 13 contains 3195 members Mstep: Class 16 contains 612 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 1993 members Mstep: Class 19 contains 913 members Mstep: Class 20 contains 1435 members Entering Unmasked Estep ConsiderDeletion Deleting Class 16. Lose 469.985413 but Gain 540.672363 Score: -7864021.000000 Penalty: 7028.735840 Iteration 6Q: 14 clusters Score -7864021 nChanged 1851 Entering Unmasked Mstep Mstep: Class 0 contains 2091 members Mstep: Class 1 contains 12624 members Mstep: Class 2 contains 118863 members Mstep: Class 3 contains 1771 members Mstep: Class 4 contains 402 members Mstep: Class 5 contains 463 members Mstep: Class 6 contains 203 members Mstep: Class 9 contains 215 members Mstep: Class 11 contains 336 members Mstep: Class 13 contains 3146 members Mstep: Class 17 contains 811 members Mstep: Class 18 contains 1757 members Mstep: Class 19 contains 914 members Mstep: Class 20 contains 1174 members Entering Unmasked Estep ConsiderDeletion Score: -7865810.000000 Penalty: 7028.735840 Iteration 7Q: 14 clusters Score -7865810 nChanged 1032 Entering Unmasked Mstep Mstep: Class 0 contains 2091 members Mstep: Class 1 contains 13173 members Mstep: Class 2 contains 118625 members Mstep: Class 3 contains 1802 members Mstep: Class 4 contains 405 members Mstep: Class 5 contains 463 members Mstep: Class 6 contains 203 members Mstep: Class 9 contains 196 members Mstep: Class 11 contains 390 members Mstep: Class 13 contains 3065 members Mstep: Class 17 contains 817 members Mstep: Class 18 contains 1646 members Mstep: Class 19 contains 914 members Mstep: Class 20 contains 980 members Entering Unmasked Estep ConsiderDeletion Score: -7866303.500000 Penalty: 7028.735840 Iteration 8Q: 14 clusters Score -7866304 nChanged 844 Entering Unmasked Mstep Mstep: Class 0 contains 2091 members Mstep: Class 1 contains 13652 members Mstep: Class 2 contains 118354 members Mstep: Class 3 contains 1833 members Mstep: Class 4 contains 406 members Mstep: Class 5 contains 463 members Mstep: Class 6 contains 203 members Mstep: Class 9 contains 182 members Mstep: Class 11 contains 450 members Mstep: Class 13 contains 2976 members Mstep: Class 17 contains 826 members Mstep: Class 18 contains 1587 members Mstep: Class 19 contains 914 members Mstep: Class 20 contains 833 members Entering Unmasked Estep ConsiderDeletion Score: -7866721.000000 Penalty: 7028.735840 Iteration 9Q: 14 clusters Score -7866721 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 2091 members Mstep: Class 1 contains 14016 members Mstep: Class 2 contains 118172 members Mstep: Class 3 contains 1876 members Mstep: Class 4 contains 407 members Mstep: Class 5 contains 463 members Mstep: Class 6 contains 203 members Mstep: Class 9 contains 168 members Mstep: Class 11 contains 520 members Mstep: Class 13 contains 2865 members Mstep: Class 17 contains 834 members Mstep: Class 18 contains 1519 members Mstep: Class 19 contains 914 members Mstep: Class 20 contains 722 members Entering Unmasked Estep ConsiderDeletion Score: -7867177.000000 Penalty: 7028.735840 Iteration 10Q: 14 clusters Score -7867177 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 2091 members Mstep: Class 1 contains 14297 members Mstep: Class 2 contains 118017 members Mstep: Class 3 contains 1921 members Mstep: Class 4 contains 413 members Mstep: Class 5 contains 463 members Mstep: Class 6 contains 203 members Mstep: Class 9 contains 161 members Mstep: Class 11 contains 613 members Mstep: Class 13 contains 2728 members Mstep: Class 17 contains 834 members Mstep: Class 18 contains 1464 members Mstep: Class 19 contains 914 members Mstep: Class 20 contains 651 members Entering Unmasked Estep ConsiderDeletion Score: -7867788.000000 Penalty: 7028.735840 Iteration 11Q: 14 clusters Score -7867788 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 2091 members Mstep: Class 1 contains 14530 members Mstep: Class 2 contains 117865 members Mstep: Class 3 contains 1947 members Mstep: Class 4 contains 416 members Mstep: Class 5 contains 463 members Mstep: Class 6 contains 203 members Mstep: Class 9 contains 157 members Mstep: Class 11 contains 692 members Mstep: Class 13 contains 2626 members Mstep: Class 17 contains 832 members Mstep: Class 18 contains 1433 members Mstep: Class 19 contains 914 members Mstep: Class 20 contains 601 members Entering Unmasked Estep ConsiderDeletion Score: -7868226.500000 Penalty: 7028.735840 Iteration 12Q: 14 clusters Score -7868226 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 2091 members Mstep: Class 1 contains 14707 members Mstep: Class 2 contains 117745 members Mstep: Class 3 contains 1937 members Mstep: Class 4 contains 420 members Mstep: Class 5 contains 463 members Mstep: Class 6 contains 203 members Mstep: Class 9 contains 156 members Mstep: Class 11 contains 753 members Mstep: Class 13 contains 2573 members Mstep: Class 17 contains 831 members Mstep: Class 18 contains 1407 members Mstep: Class 19 contains 914 members Mstep: Class 20 contains 570 members Entering Unmasked Estep ConsiderDeletion Score: -7868522.000000 Penalty: 7028.735840 Iteration 13Q: 14 clusters Score -7868522 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 2091 members Mstep: Class 1 contains 14855 members Mstep: Class 2 contains 117623 members Mstep: Class 3 contains 1916 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 463 members Mstep: Class 6 contains 203 members Mstep: Class 9 contains 156 members Mstep: Class 11 contains 801 members Mstep: Class 13 contains 2542 members Mstep: Class 17 contains 830 members Mstep: Class 18 contains 1388 members Mstep: Class 19 contains 914 members Mstep: Class 20 contains 560 members Entering Unmasked Estep ConsiderDeletion Score: -7868733.500000 Penalty: 7028.735840 Iteration 14Q: 14 clusters Score -7868734 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 2091 members Mstep: Class 1 contains 14971 members Mstep: Class 2 contains 117507 members Mstep: Class 3 contains 1903 members Mstep: Class 4 contains 439 members Mstep: Class 5 contains 463 members Mstep: Class 6 contains 203 members Mstep: Class 9 contains 153 members Mstep: Class 11 contains 836 members Mstep: Class 13 contains 2518 members Mstep: Class 17 contains 828 members Mstep: Class 18 contains 1379 members Mstep: Class 19 contains 914 members Mstep: Class 20 contains 565 members Entering Unmasked Estep ConsiderDeletion Score: -7868901.500000 Penalty: 7028.735840 Iteration 15Q: 14 clusters Score -7868902 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 2091 members Mstep: Class 1 contains 15064 members Mstep: Class 2 contains 117393 members Mstep: Class 3 contains 1896 members Mstep: Class 4 contains 445 members Mstep: Class 5 contains 463 members Mstep: Class 6 contains 203 members Mstep: Class 9 contains 151 members Mstep: Class 11 contains 854 members Mstep: Class 13 contains 2507 members Mstep: Class 17 contains 829 members Mstep: Class 18 contains 1372 members Mstep: Class 19 contains 914 members Mstep: Class 20 contains 588 members Entering Unmasked Estep ConsiderDeletion Score: -7869039.000000 Penalty: 7028.735840 Iteration 16Q: 14 clusters Score -7869039 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 2091 members Mstep: Class 1 contains 15134 members Mstep: Class 2 contains 117291 members Mstep: Class 3 contains 1891 members Mstep: Class 4 contains 451 members Mstep: Class 5 contains 463 members Mstep: Class 6 contains 203 members Mstep: Class 9 contains 151 members Mstep: Class 11 contains 866 members Mstep: Class 13 contains 2498 members Mstep: Class 17 contains 830 members Mstep: Class 18 contains 1357 members Mstep: Class 19 contains 914 members Mstep: Class 20 contains 630 members Entering Unmasked Estep ConsiderDeletion Score: -7869118.000000 Penalty: 7028.735840 Iteration 17Q: 14 clusters Score -7869118 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 2091 members Mstep: Class 1 contains 15182 members Mstep: Class 2 contains 117222 members Mstep: Class 3 contains 1886 members Mstep: Class 4 contains 452 members Mstep: Class 5 contains 463 members Mstep: Class 6 contains 203 members Mstep: Class 9 contains 152 members Mstep: Class 11 contains 878 members Mstep: Class 13 contains 2491 members Mstep: Class 17 contains 829 members Mstep: Class 18 contains 1349 members Mstep: Class 19 contains 914 members Mstep: Class 20 contains 658 members Entering Unmasked Estep ConsiderDeletion Score: -7869138.000000 Penalty: 7028.735840 Iteration 18Q: 14 clusters Score -7869138 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 2091 members Mstep: Class 1 contains 15225 members Mstep: Class 2 contains 117172 members Mstep: Class 3 contains 1882 members Mstep: Class 4 contains 455 members Mstep: Class 5 contains 463 members Mstep: Class 6 contains 203 members Mstep: Class 9 contains 152 members Mstep: Class 11 contains 884 members Mstep: Class 13 contains 2489 members Mstep: Class 17 contains 829 members Mstep: Class 18 contains 1344 members Mstep: Class 19 contains 914 members Mstep: Class 20 contains 667 members Entering Unmasked Estep ConsiderDeletion Score: -7869154.500000 Penalty: 7028.735840 Iteration 19Q: 14 clusters Score -7869154 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 2091 members Mstep: Class 1 contains 15256 members Mstep: Class 2 contains 117137 members Mstep: Class 3 contains 1877 members Mstep: Class 4 contains 457 members Mstep: Class 5 contains 463 members Mstep: Class 6 contains 203 members Mstep: Class 9 contains 154 members Mstep: Class 11 contains 893 members Mstep: Class 13 contains 2484 members Mstep: Class 17 contains 829 members Mstep: Class 18 contains 1341 members Mstep: Class 19 contains 914 members Mstep: Class 20 contains 671 members Entering Unmasked Estep ConsiderDeletion Score: -7872280.000000 Penalty: 7028.735840 Iteration 20F: 14 clusters Score -7872280 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 1924 members Mstep: Class 1 contains 15276 members Mstep: Class 2 contains 117074 members Mstep: Class 3 contains 1857 members Mstep: Class 4 contains 459 members Mstep: Class 5 contains 612 members Mstep: Class 6 contains 203 members Mstep: Class 9 contains 161 members Mstep: Class 11 contains 916 members Mstep: Class 13 contains 2477 members Mstep: Class 17 contains 844 members Mstep: Class 18 contains 1338 members Mstep: Class 19 contains 914 members Mstep: Class 20 contains 715 members Entering Unmasked Estep ConsiderDeletion Score: -7875151.500000 Penalty: 7028.735840 Iteration 21Q: 14 clusters Score -7875152 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 1893 members Mstep: Class 1 contains 15290 members Mstep: Class 2 contains 117016 members Mstep: Class 3 contains 1840 members Mstep: Class 4 contains 461 members Mstep: Class 5 contains 626 members Mstep: Class 6 contains 203 members Mstep: Class 9 contains 162 members Mstep: Class 11 contains 932 members Mstep: Class 13 contains 2477 members Mstep: Class 17 contains 862 members Mstep: Class 18 contains 1336 members Mstep: Class 19 contains 914 members Mstep: Class 20 contains 758 members Entering Unmasked Estep ConsiderDeletion Score: -7875570.500000 Penalty: 7028.735840 Iteration 22Q: 14 clusters Score -7875570 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 1893 members Mstep: Class 1 contains 15300 members Mstep: Class 2 contains 116951 members Mstep: Class 3 contains 1829 members Mstep: Class 4 contains 463 members Mstep: Class 5 contains 625 members Mstep: Class 6 contains 203 members Mstep: Class 9 contains 161 members Mstep: Class 11 contains 945 members Mstep: Class 13 contains 2474 members Mstep: Class 17 contains 864 members Mstep: Class 18 contains 1336 members Mstep: Class 19 contains 914 members Mstep: Class 20 contains 812 members Entering Unmasked Estep ConsiderDeletion Score: -7875593.000000 Penalty: 7028.735840 Iteration 23Q: 14 clusters Score -7875593 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 1893 members Mstep: Class 1 contains 15304 members Mstep: Class 2 contains 116875 members Mstep: Class 3 contains 1815 members Mstep: Class 4 contains 463 members Mstep: Class 5 contains 625 members Mstep: Class 6 contains 203 members Mstep: Class 9 contains 163 members Mstep: Class 11 contains 961 members Mstep: Class 13 contains 2473 members Mstep: Class 17 contains 864 members Mstep: Class 18 contains 1336 members Mstep: Class 19 contains 914 members Mstep: Class 20 contains 881 members Entering Unmasked Estep ConsiderDeletion Score: -7875665.500000 Penalty: 7028.735840 Iteration 24Q: 14 clusters Score -7875666 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 1893 members Mstep: Class 1 contains 15309 members Mstep: Class 2 contains 116788 members Mstep: Class 3 contains 1802 members Mstep: Class 4 contains 465 members Mstep: Class 5 contains 625 members Mstep: Class 6 contains 203 members Mstep: Class 9 contains 163 members Mstep: Class 11 contains 975 members Mstep: Class 13 contains 2472 members Mstep: Class 17 contains 865 members Mstep: Class 18 contains 1335 members Mstep: Class 19 contains 914 members Mstep: Class 20 contains 961 members Entering Unmasked Estep ConsiderDeletion Score: -7875726.000000 Penalty: 7028.735840 Iteration 25Q: 14 clusters Score -7875726 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 1893 members Mstep: Class 1 contains 15316 members Mstep: Class 2 contains 116664 members Mstep: Class 3 contains 1790 members Mstep: Class 4 contains 465 members Mstep: Class 5 contains 625 members Mstep: Class 6 contains 203 members Mstep: Class 9 contains 165 members Mstep: Class 11 contains 987 members Mstep: Class 13 contains 2472 members Mstep: Class 17 contains 865 members Mstep: Class 18 contains 1334 members Mstep: Class 19 contains 914 members Mstep: Class 20 contains 1077 members Entering Unmasked Estep ConsiderDeletion Score: -7875821.500000 Penalty: 7028.735840 Iteration 26Q: 14 clusters Score -7875822 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 1893 members Mstep: Class 1 contains 15317 members Mstep: Class 2 contains 116485 members Mstep: Class 3 contains 1778 members Mstep: Class 4 contains 466 members Mstep: Class 5 contains 625 members Mstep: Class 6 contains 203 members Mstep: Class 9 contains 165 members Mstep: Class 11 contains 1001 members Mstep: Class 13 contains 2471 members Mstep: Class 17 contains 866 members Mstep: Class 18 contains 1333 members Mstep: Class 19 contains 914 members Mstep: Class 20 contains 1253 members Entering Unmasked Estep ConsiderDeletion Score: -7875969.500000 Penalty: 7028.735840 Iteration 27Q: 14 clusters Score -7875970 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 1893 members Mstep: Class 1 contains 15307 members Mstep: Class 2 contains 116257 members Mstep: Class 3 contains 1767 members Mstep: Class 4 contains 468 members Mstep: Class 5 contains 625 members Mstep: Class 6 contains 203 members Mstep: Class 9 contains 167 members Mstep: Class 11 contains 1015 members Mstep: Class 13 contains 2469 members Mstep: Class 17 contains 868 members Mstep: Class 18 contains 1332 members Mstep: Class 19 contains 914 members Mstep: Class 20 contains 1485 members Entering Unmasked Estep ConsiderDeletion Score: -7876207.000000 Penalty: 7028.735840 Iteration 28Q: 14 clusters Score -7876207 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 1893 members Mstep: Class 1 contains 15293 members Mstep: Class 2 contains 115989 members Mstep: Class 3 contains 1746 members Mstep: Class 4 contains 470 members Mstep: Class 5 contains 625 members Mstep: Class 6 contains 203 members Mstep: Class 9 contains 169 members Mstep: Class 11 contains 1038 members Mstep: Class 13 contains 2467 members Mstep: Class 17 contains 872 members Mstep: Class 18 contains 1332 members Mstep: Class 19 contains 914 members Mstep: Class 20 contains 1759 members Entering Unmasked Estep ConsiderDeletion Score: -7876441.500000 Penalty: 7028.735840 Iteration 29Q: 14 clusters Score -7876442 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 1893 members Mstep: Class 1 contains 15270 members Mstep: Class 2 contains 115690 members Mstep: Class 3 contains 1720 members Mstep: Class 4 contains 471 members Mstep: Class 5 contains 625 members Mstep: Class 6 contains 203 members Mstep: Class 9 contains 174 members Mstep: Class 11 contains 1065 members Mstep: Class 13 contains 2467 members Mstep: Class 17 contains 875 members Mstep: Class 18 contains 1332 members Mstep: Class 19 contains 914 members Mstep: Class 20 contains 2071 members Entering Unmasked Estep ConsiderDeletion Score: -7876673.000000 Penalty: 7028.735840 Iteration 30Q: 14 clusters Score -7876673 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 1893 members Mstep: Class 1 contains 15228 members Mstep: Class 2 contains 115382 members Mstep: Class 3 contains 1695 members Mstep: Class 4 contains 475 members Mstep: Class 5 contains 625 members Mstep: Class 6 contains 203 members Mstep: Class 9 contains 177 members Mstep: Class 11 contains 1091 members Mstep: Class 13 contains 2467 members Mstep: Class 17 contains 877 members Mstep: Class 18 contains 1330 members Mstep: Class 19 contains 914 members Mstep: Class 20 contains 2413 members Entering Unmasked Estep ConsiderDeletion Score: -7876896.000000 Penalty: 7028.735840 Iteration 31Q: 14 clusters Score -7876896 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 1893 members Mstep: Class 1 contains 15176 members Mstep: Class 2 contains 115124 members Mstep: Class 3 contains 1667 members Mstep: Class 4 contains 479 members Mstep: Class 5 contains 625 members Mstep: Class 6 contains 203 members Mstep: Class 9 contains 180 members Mstep: Class 11 contains 1119 members Mstep: Class 13 contains 2466 members Mstep: Class 17 contains 879 members Mstep: Class 18 contains 1330 members Mstep: Class 19 contains 914 members Mstep: Class 20 contains 2715 members Entering Unmasked Estep ConsiderDeletion Score: -7877012.500000 Penalty: 7028.735840 Iteration 32Q: 14 clusters Score -7877012 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 1893 members Mstep: Class 1 contains 15112 members Mstep: Class 2 contains 114919 members Mstep: Class 3 contains 1633 members Mstep: Class 4 contains 483 members Mstep: Class 5 contains 625 members Mstep: Class 6 contains 203 members Mstep: Class 9 contains 184 members Mstep: Class 11 contains 1152 members Mstep: Class 13 contains 2466 members Mstep: Class 17 contains 882 members Mstep: Class 18 contains 1332 members Mstep: Class 19 contains 914 members Mstep: Class 20 contains 2972 members Entering Unmasked Estep ConsiderDeletion Score: -7877093.000000 Penalty: 7028.735840 Iteration 33Q: 14 clusters Score -7877093 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 1892 members Mstep: Class 1 contains 15046 members Mstep: Class 2 contains 114772 members Mstep: Class 3 contains 1609 members Mstep: Class 4 contains 484 members Mstep: Class 5 contains 625 members Mstep: Class 6 contains 203 members Mstep: Class 9 contains 187 members Mstep: Class 11 contains 1176 members Mstep: Class 13 contains 2466 members Mstep: Class 17 contains 886 members Mstep: Class 18 contains 1334 members Mstep: Class 19 contains 914 members Mstep: Class 20 contains 3176 members Entering Unmasked Estep ConsiderDeletion Score: -7877141.000000 Penalty: 7028.735840 Iteration 34Q: 14 clusters Score -7877141 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 1892 members Mstep: Class 1 contains 14976 members Mstep: Class 2 contains 114668 members Mstep: Class 3 contains 1592 members Mstep: Class 4 contains 485 members Mstep: Class 5 contains 625 members Mstep: Class 6 contains 203 members Mstep: Class 9 contains 191 members Mstep: Class 11 contains 1194 members Mstep: Class 13 contains 2465 members Mstep: Class 17 contains 887 members Mstep: Class 18 contains 1337 members Mstep: Class 19 contains 914 members Mstep: Class 20 contains 3341 members Entering Unmasked Estep ConsiderDeletion Score: -7877184.000000 Penalty: 7028.735840 Iteration 35Q: 14 clusters Score -7877184 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 1892 members Mstep: Class 1 contains 14908 members Mstep: Class 2 contains 114598 members Mstep: Class 3 contains 1581 members Mstep: Class 4 contains 485 members Mstep: Class 5 contains 625 members Mstep: Class 6 contains 203 members Mstep: Class 9 contains 194 members Mstep: Class 11 contains 1205 members Mstep: Class 13 contains 2464 members Mstep: Class 17 contains 886 members Mstep: Class 18 contains 1337 members Mstep: Class 19 contains 914 members Mstep: Class 20 contains 3478 members Entering Unmasked Estep ConsiderDeletion Score: -7877204.000000 Penalty: 7028.735840 Iteration 36Q: 14 clusters Score -7877204 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 1892 members Mstep: Class 1 contains 14859 members Mstep: Class 2 contains 114540 members Mstep: Class 3 contains 1574 members Mstep: Class 4 contains 486 members Mstep: Class 5 contains 625 members Mstep: Class 6 contains 203 members Mstep: Class 9 contains 197 members Mstep: Class 11 contains 1213 members Mstep: Class 13 contains 2463 members Mstep: Class 17 contains 885 members Mstep: Class 18 contains 1339 members Mstep: Class 19 contains 914 members Mstep: Class 20 contains 3580 members Entering Unmasked Estep ConsiderDeletion Score: -7877240.000000 Penalty: 7028.735840 Iteration 37Q: 14 clusters Score -7877240 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 1892 members Mstep: Class 1 contains 14813 members Mstep: Class 2 contains 114482 members Mstep: Class 3 contains 1569 members Mstep: Class 4 contains 489 members Mstep: Class 5 contains 625 members Mstep: Class 6 contains 203 members Mstep: Class 9 contains 198 members Mstep: Class 11 contains 1218 members Mstep: Class 13 contains 2463 members Mstep: Class 17 contains 885 members Mstep: Class 18 contains 1344 members Mstep: Class 19 contains 914 members Mstep: Class 20 contains 3675 members Entering Unmasked Estep ConsiderDeletion Score: -7877224.000000 Penalty: 7028.735840 Iteration 38Q: 14 clusters Score -7877224 nChanged 119 Entering ConstructFrom: Score: -7877224.000000 Penalty: 7028.735840 Entering ConstructFrom: Trying to split cluster 1 (14783 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14783 members Entering Unmasked Estep Score: -787321.250000 Penalty: 436.856110 Iteration 0F: 2 clusters Score -787321.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7375 members Mstep: Class 2 contains 7408 members Entering Unmasked Estep Score: -777545.187500 Penalty: 873.712219 Iteration 0F: 3 clusters Score -777545.2 nChanged 6929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7912 members Mstep: Class 2 contains 6871 members Entering Unmasked Estep Score: -782531.000000 Penalty: 873.712219 Iteration 1F: 3 clusters Score -782531 nChanged 1338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8604 members Mstep: Class 2 contains 6179 members Entering Unmasked Estep Score: -783692.500000 Penalty: 873.712219 Iteration 2F: 3 clusters Score -783692.5 nChanged 1455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9497 members Mstep: Class 2 contains 5286 members Entering Unmasked Estep Score: -784801.437500 Penalty: 873.712219 Iteration 3F: 3 clusters Score -784801.4 nChanged 1170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10331 members Mstep: Class 2 contains 4452 members Entering Unmasked Estep Score: -785576.562500 Penalty: 873.712219 Iteration 4F: 3 clusters Score -785576.6 nChanged 871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11058 members Mstep: Class 2 contains 3725 members Entering Unmasked Estep Score: -786104.625000 Penalty: 873.712219 Iteration 5F: 3 clusters Score -786104.6 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11674 members Mstep: Class 2 contains 3109 members Entering Unmasked Estep Score: -786468.437500 Penalty: 873.712219 Iteration 6Q: 3 clusters Score -786468.4 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12180 members Mstep: Class 2 contains 2603 members Entering Unmasked Estep Score: -786766.062500 Penalty: 873.712219 Iteration 7Q: 3 clusters Score -786766.1 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12632 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -787062.062500 Penalty: 873.712219 Iteration 8Q: 3 clusters Score -787062.1 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13034 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -787351.500000 Penalty: 873.712219 Iteration 9Q: 3 clusters Score -787351.5 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13365 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -787633.562500 Penalty: 873.712219 Iteration 10Q: 3 clusters Score -787633.6 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13643 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -787884.125000 Penalty: 873.712219 Iteration 11Q: 3 clusters Score -787884.1 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13799 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -788014.937500 Penalty: 873.712219 Iteration 12Q: 3 clusters Score -788014.9 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13895 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -788091.312500 Penalty: 873.712219 Iteration 13Q: 3 clusters Score -788091.3 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13963 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -788114.250000 Penalty: 873.712219 Iteration 14Q: 3 clusters Score -788114.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14005 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -788126.187500 Penalty: 873.712219 Iteration 15Q: 3 clusters Score -788126.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14037 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -788131.187500 Penalty: 873.712219 Iteration 16Q: 3 clusters Score -788131.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14059 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -788138.437500 Penalty: 873.712219 Iteration 17Q: 3 clusters Score -788138.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14078 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -788141.812500 Penalty: 873.712219 Iteration 18Q: 3 clusters Score -788141.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14091 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -788145.375000 Penalty: 873.712219 Iteration 19Q: 3 clusters Score -788145.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14103 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -788149.312500 Penalty: 873.712219 Iteration 20F: 3 clusters Score -788149.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14108 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -788148.312500 Penalty: 873.712219 Iteration 21Q: 3 clusters Score -788148.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14109 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -788148.312500 Penalty: 873.712219 Iteration 22Q: 3 clusters Score -788148.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14110 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -788148.250000 Penalty: 873.712219 Iteration 23Q: 3 clusters Score -788148.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14112 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -788146.437500 Penalty: 873.712219 Iteration 24Q: 3 clusters Score -788146.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14114 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -788147.437500 Penalty: 873.712219 Iteration 25Q: 3 clusters Score -788147.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14115 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -788147.750000 Penalty: 873.712219 Iteration 26Q: 3 clusters Score -788147.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14116 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -788146.625000 Penalty: 873.712219 Iteration 27Q: 3 clusters Score -788146.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14117 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -788146.937500 Penalty: 873.712219 Iteration 28Q: 3 clusters Score -788146.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14118 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -788147.000000 Penalty: 873.712219 Iteration 29Q: 3 clusters Score -788147 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14118 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -788147.000000 Penalty: 873.712219 Iteration 30F: 3 clusters Score -788147 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1892 members Mstep: Class 1 contains 14118 members Mstep: Class 2 contains 114438 members Mstep: Class 3 contains 1564 members Mstep: Class 4 contains 491 members Mstep: Class 5 contains 625 members Mstep: Class 6 contains 203 members Mstep: Class 7 contains 665 members Mstep: Class 9 contains 199 members Mstep: Class 11 contains 1223 members Mstep: Class 13 contains 2463 members Mstep: Class 17 contains 884 members Mstep: Class 18 contains 1348 members Mstep: Class 19 contains 914 members Mstep: Class 20 contains 3743 members Entering Unmasked Estep Score: -7877965.000000 Penalty: 7569.408203 Splitting cluster 1 changes total score from -7877224.000000 to -7877965.000000 So it's getting split into cluster 7. Entering ConstructFrom: Trying to split cluster 2 (114438 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114438 members Entering Unmasked Estep Score: -6473965.500000 Penalty: 529.974365 Iteration 0F: 2 clusters Score -6473966 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57399 members Mstep: Class 2 contains 57039 members Entering Unmasked Estep Score: -6396561.000000 Penalty: 1059.948730 Iteration 0F: 3 clusters Score -6396561 nChanged 56296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64867 members Mstep: Class 2 contains 49571 members Entering Unmasked Estep Score: -6434438.500000 Penalty: 1059.948730 Iteration 1F: 3 clusters Score -6434438 nChanged 8104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69271 members Mstep: Class 2 contains 45167 members Entering Unmasked Estep Score: -6440314.500000 Penalty: 1059.948730 Iteration 2F: 3 clusters Score -6440314 nChanged 9013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73558 members Mstep: Class 2 contains 40880 members Entering Unmasked Estep Score: -6447447.000000 Penalty: 1059.948730 Iteration 3F: 3 clusters Score -6447447 nChanged 8494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76558 members Mstep: Class 2 contains 37880 members Entering Unmasked Estep Score: -6454099.000000 Penalty: 1059.948730 Iteration 4F: 3 clusters Score -6454099 nChanged 7016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77836 members Mstep: Class 2 contains 36602 members Entering Unmasked Estep Score: -6458985.000000 Penalty: 1059.948730 Iteration 5F: 3 clusters Score -6458985 nChanged 5278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78058 members Mstep: Class 2 contains 36380 members Entering Unmasked Estep Score: -6461855.500000 Penalty: 1059.948730 Iteration 6Q: 3 clusters Score -6461856 nChanged 3485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78155 members Mstep: Class 2 contains 36283 members Entering Unmasked Estep Score: -6463230.000000 Penalty: 1059.948730 Iteration 7Q: 3 clusters Score -6463230 nChanged 2340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78377 members Mstep: Class 2 contains 36061 members Entering Unmasked Estep Score: -6463952.000000 Penalty: 1059.948730 Iteration 8Q: 3 clusters Score -6463952 nChanged 1602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78777 members Mstep: Class 2 contains 35661 members Entering Unmasked Estep Score: -6464448.500000 Penalty: 1059.948730 Iteration 9Q: 3 clusters Score -6464448 nChanged 1211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79230 members Mstep: Class 2 contains 35208 members Entering Unmasked Estep Score: -6464731.500000 Penalty: 1059.948730 Iteration 10Q: 3 clusters Score -6464732 nChanged 1026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79718 members Mstep: Class 2 contains 34720 members Entering Unmasked Estep Score: -6464950.500000 Penalty: 1059.948730 Iteration 11Q: 3 clusters Score -6464950 nChanged 945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80231 members Mstep: Class 2 contains 34207 members Entering Unmasked Estep Score: -6465199.000000 Penalty: 1059.948730 Iteration 12Q: 3 clusters Score -6465199 nChanged 842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80715 members Mstep: Class 2 contains 33723 members Entering Unmasked Estep Score: -6465369.500000 Penalty: 1059.948730 Iteration 13Q: 3 clusters Score -6465370 nChanged 779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81196 members Mstep: Class 2 contains 33242 members Entering Unmasked Estep Score: -6465507.500000 Penalty: 1059.948730 Iteration 14Q: 3 clusters Score -6465508 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81703 members Mstep: Class 2 contains 32735 members Entering Unmasked Estep Score: -6465680.000000 Penalty: 1059.948730 Iteration 15Q: 3 clusters Score -6465680 nChanged 741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82244 members Mstep: Class 2 contains 32194 members Entering Unmasked Estep Score: -6465817.000000 Penalty: 1059.948730 Iteration 16Q: 3 clusters Score -6465817 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82851 members Mstep: Class 2 contains 31587 members Entering Unmasked Estep Score: -6465954.500000 Penalty: 1059.948730 Iteration 17Q: 3 clusters Score -6465954 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83472 members Mstep: Class 2 contains 30966 members Entering Unmasked Estep Score: -6466073.500000 Penalty: 1059.948730 Iteration 18Q: 3 clusters Score -6466074 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84096 members Mstep: Class 2 contains 30342 members Entering Unmasked Estep Score: -6466219.000000 Penalty: 1059.948730 Iteration 19Q: 3 clusters Score -6466219 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84751 members Mstep: Class 2 contains 29687 members Entering Unmasked Estep Score: -6466359.500000 Penalty: 1059.948730 Iteration 20F: 3 clusters Score -6466360 nChanged 777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85478 members Mstep: Class 2 contains 28960 members Entering Unmasked Estep Score: -6466521.500000 Penalty: 1059.948730 Iteration 21Q: 3 clusters Score -6466522 nChanged 791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86235 members Mstep: Class 2 contains 28203 members Entering Unmasked Estep Score: -6466709.000000 Penalty: 1059.948730 Iteration 22Q: 3 clusters Score -6466709 nChanged 885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87064 members Mstep: Class 2 contains 27374 members Entering Unmasked Estep Score: -6466895.500000 Penalty: 1059.948730 Iteration 23Q: 3 clusters Score -6466896 nChanged 937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87955 members Mstep: Class 2 contains 26483 members Entering Unmasked Estep Score: -6467116.000000 Penalty: 1059.948730 Iteration 24Q: 3 clusters Score -6467116 nChanged 921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88846 members Mstep: Class 2 contains 25592 members Entering Unmasked Estep Score: -6467358.000000 Penalty: 1059.948730 Iteration 25Q: 3 clusters Score -6467358 nChanged 908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89728 members Mstep: Class 2 contains 24710 members Entering Unmasked Estep Score: -6467639.000000 Penalty: 1059.948730 Iteration 26Q: 3 clusters Score -6467639 nChanged 903 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90615 members Mstep: Class 2 contains 23823 members Entering Unmasked Estep Score: -6467866.000000 Penalty: 1059.948730 Iteration 27Q: 3 clusters Score -6467866 nChanged 947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91538 members Mstep: Class 2 contains 22900 members Entering Unmasked Estep Score: -6468145.500000 Penalty: 1059.948730 Iteration 28Q: 3 clusters Score -6468146 nChanged 949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92477 members Mstep: Class 2 contains 21961 members Entering Unmasked Estep Score: -6468401.000000 Penalty: 1059.948730 Iteration 29Q: 3 clusters Score -6468401 nChanged 945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93410 members Mstep: Class 2 contains 21028 members Entering Unmasked Estep Score: -6468702.000000 Penalty: 1059.948730 Iteration 30Q: 3 clusters Score -6468702 nChanged 999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94393 members Mstep: Class 2 contains 20045 members Entering Unmasked Estep Score: -6468967.000000 Penalty: 1059.948730 Iteration 31Q: 3 clusters Score -6468967 nChanged 984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95371 members Mstep: Class 2 contains 19067 members Entering Unmasked Estep Score: -6469280.000000 Penalty: 1059.948730 Iteration 32Q: 3 clusters Score -6469280 nChanged 987 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96354 members Mstep: Class 2 contains 18084 members Entering Unmasked Estep Score: -6469545.000000 Penalty: 1059.948730 Iteration 33Q: 3 clusters Score -6469545 nChanged 920 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97272 members Mstep: Class 2 contains 17166 members Entering Unmasked Estep Score: -6469792.500000 Penalty: 1059.948730 Iteration 34Q: 3 clusters Score -6469792 nChanged 845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98117 members Mstep: Class 2 contains 16321 members Entering Unmasked Estep Score: -6469973.500000 Penalty: 1059.948730 Iteration 35Q: 3 clusters Score -6469974 nChanged 836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98953 members Mstep: Class 2 contains 15485 members Entering Unmasked Estep Score: -6470200.500000 Penalty: 1059.948730 Iteration 36Q: 3 clusters Score -6470200 nChanged 851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99804 members Mstep: Class 2 contains 14634 members Entering Unmasked Estep Score: -6470456.500000 Penalty: 1059.948730 Iteration 37Q: 3 clusters Score -6470456 nChanged 774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100578 members Mstep: Class 2 contains 13860 members Entering Unmasked Estep Score: -6470654.000000 Penalty: 1059.948730 Iteration 38Q: 3 clusters Score -6470654 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101324 members Mstep: Class 2 contains 13114 members Entering Unmasked Estep Score: -6470883.000000 Penalty: 1059.948730 Iteration 39Q: 3 clusters Score -6470883 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102018 members Mstep: Class 2 contains 12420 members Entering Unmasked Estep Score: -6471036.000000 Penalty: 1059.948730 Iteration 40F: 3 clusters Score -6471036 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102686 members Mstep: Class 2 contains 11752 members Entering Unmasked Estep Score: -6471238.000000 Penalty: 1059.948730 Iteration 41Q: 3 clusters Score -6471238 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103315 members Mstep: Class 2 contains 11123 members Entering Unmasked Estep Score: -6471422.500000 Penalty: 1059.948730 Iteration 42Q: 3 clusters Score -6471422 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103919 members Mstep: Class 2 contains 10519 members Entering Unmasked Estep Score: -6471582.000000 Penalty: 1059.948730 Iteration 43Q: 3 clusters Score -6471582 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104461 members Mstep: Class 2 contains 9977 members Entering Unmasked Estep Score: -6471721.000000 Penalty: 1059.948730 Iteration 44Q: 3 clusters Score -6471721 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105011 members Mstep: Class 2 contains 9427 members Entering Unmasked Estep Score: -6471855.500000 Penalty: 1059.948730 Iteration 45Q: 3 clusters Score -6471856 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105532 members Mstep: Class 2 contains 8906 members Entering Unmasked Estep Score: -6471972.000000 Penalty: 1059.948730 Iteration 46Q: 3 clusters Score -6471972 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106053 members Mstep: Class 2 contains 8385 members Entering Unmasked Estep Score: -6472102.000000 Penalty: 1059.948730 Iteration 47Q: 3 clusters Score -6472102 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106515 members Mstep: Class 2 contains 7923 members Entering Unmasked Estep Score: -6472201.000000 Penalty: 1059.948730 Iteration 48Q: 3 clusters Score -6472201 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106966 members Mstep: Class 2 contains 7472 members Entering Unmasked Estep Score: -6472322.000000 Penalty: 1059.948730 Iteration 49Q: 3 clusters Score -6472322 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107404 members Mstep: Class 2 contains 7034 members Entering Unmasked Estep Score: -6472407.000000 Penalty: 1059.948730 Iteration 50Q: 3 clusters Score -6472407 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107810 members Mstep: Class 2 contains 6628 members Entering Unmasked Estep Score: -6472514.500000 Penalty: 1059.948730 Iteration 51Q: 3 clusters Score -6472514 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108173 members Mstep: Class 2 contains 6265 members Entering Unmasked Estep Score: -6472605.500000 Penalty: 1059.948730 Iteration 52Q: 3 clusters Score -6472606 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108522 members Mstep: Class 2 contains 5916 members Entering Unmasked Estep Score: -6472675.500000 Penalty: 1059.948730 Iteration 53Q: 3 clusters Score -6472676 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108864 members Mstep: Class 2 contains 5574 members Entering Unmasked Estep Score: -6472776.000000 Penalty: 1059.948730 Iteration 54Q: 3 clusters Score -6472776 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109170 members Mstep: Class 2 contains 5268 members Entering Unmasked Estep Score: -6472860.000000 Penalty: 1059.948730 Iteration 55Q: 3 clusters Score -6472860 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109456 members Mstep: Class 2 contains 4982 members Entering Unmasked Estep Score: -6472928.000000 Penalty: 1059.948730 Iteration 56Q: 3 clusters Score -6472928 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109734 members Mstep: Class 2 contains 4704 members Entering Unmasked Estep Score: -6473024.000000 Penalty: 1059.948730 Iteration 57Q: 3 clusters Score -6473024 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109978 members Mstep: Class 2 contains 4460 members Entering Unmasked Estep Score: -6473079.000000 Penalty: 1059.948730 Iteration 58Q: 3 clusters Score -6473079 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110176 members Mstep: Class 2 contains 4262 members Entering Unmasked Estep Score: -6473149.500000 Penalty: 1059.948730 Iteration 59Q: 3 clusters Score -6473150 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110363 members Mstep: Class 2 contains 4075 members Entering Unmasked Estep Score: -6473189.000000 Penalty: 1059.948730 Iteration 60F: 3 clusters Score -6473189 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110541 members Mstep: Class 2 contains 3897 members Entering Unmasked Estep Score: -6473216.500000 Penalty: 1059.948730 Iteration 61Q: 3 clusters Score -6473216 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110712 members Mstep: Class 2 contains 3726 members Entering Unmasked Estep Score: -6473225.500000 Penalty: 1059.948730 Iteration 62Q: 3 clusters Score -6473226 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110863 members Mstep: Class 2 contains 3575 members Entering Unmasked Estep Score: -6473260.000000 Penalty: 1059.948730 Iteration 63Q: 3 clusters Score -6473260 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111007 members Mstep: Class 2 contains 3431 members Entering Unmasked Estep Score: -6473269.000000 Penalty: 1059.948730 Iteration 64Q: 3 clusters Score -6473269 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111142 members Mstep: Class 2 contains 3296 members Entering Unmasked Estep Score: -6473308.000000 Penalty: 1059.948730 Iteration 65Q: 3 clusters Score -6473308 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111251 members Mstep: Class 2 contains 3187 members Entering Unmasked Estep Score: -6473315.000000 Penalty: 1059.948730 Iteration 66Q: 3 clusters Score -6473315 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111363 members Mstep: Class 2 contains 3075 members Entering Unmasked Estep Score: -6473326.500000 Penalty: 1059.948730 Iteration 67Q: 3 clusters Score -6473326 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111474 members Mstep: Class 2 contains 2964 members Entering Unmasked Estep Score: -6473343.500000 Penalty: 1059.948730 Iteration 68Q: 3 clusters Score -6473344 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111584 members Mstep: Class 2 contains 2854 members Entering Unmasked Estep Score: -6473357.500000 Penalty: 1059.948730 Iteration 69Q: 3 clusters Score -6473358 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111678 members Mstep: Class 2 contains 2760 members Entering Unmasked Estep Score: -6473355.500000 Penalty: 1059.948730 Iteration 70Q: 3 clusters Score -6473356 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111765 members Mstep: Class 2 contains 2673 members Entering Unmasked Estep Score: -6473366.000000 Penalty: 1059.948730 Iteration 71Q: 3 clusters Score -6473366 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111857 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -6473380.500000 Penalty: 1059.948730 Iteration 72Q: 3 clusters Score -6473380 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111945 members Mstep: Class 2 contains 2493 members Entering Unmasked Estep Score: -6473385.000000 Penalty: 1059.948730 Iteration 73Q: 3 clusters Score -6473385 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112017 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -6473410.000000 Penalty: 1059.948730 Iteration 74Q: 3 clusters Score -6473410 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112090 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -6473427.500000 Penalty: 1059.948730 Iteration 75Q: 3 clusters Score -6473428 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112176 members Mstep: Class 2 contains 2262 members Entering Unmasked Estep Score: -6473426.500000 Penalty: 1059.948730 Iteration 76Q: 3 clusters Score -6473426 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112246 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -6473436.500000 Penalty: 1059.948730 Iteration 77Q: 3 clusters Score -6473436 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112314 members Mstep: Class 2 contains 2124 members Entering Unmasked Estep Score: -6473447.000000 Penalty: 1059.948730 Iteration 78Q: 3 clusters Score -6473447 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112372 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -6473460.500000 Penalty: 1059.948730 Iteration 79Q: 3 clusters Score -6473460 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112417 members Mstep: Class 2 contains 2021 members Entering Unmasked Estep Score: -6473456.500000 Penalty: 1059.948730 Iteration 80F: 3 clusters Score -6473456 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112460 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -6473449.500000 Penalty: 1059.948730 Iteration 81Q: 3 clusters Score -6473450 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112503 members Mstep: Class 2 contains 1935 members Entering Unmasked Estep Score: -6473460.500000 Penalty: 1059.948730 Iteration 82Q: 3 clusters Score -6473460 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112557 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -6473474.000000 Penalty: 1059.948730 Iteration 83Q: 3 clusters Score -6473474 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112598 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -6473478.500000 Penalty: 1059.948730 Iteration 84Q: 3 clusters Score -6473478 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112632 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -6473478.500000 Penalty: 1059.948730 Iteration 85Q: 3 clusters Score -6473478 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112672 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -6473481.500000 Penalty: 1059.948730 Iteration 86Q: 3 clusters Score -6473482 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112708 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -6473496.500000 Penalty: 1059.948730 Iteration 87Q: 3 clusters Score -6473496 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112739 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -6473508.000000 Penalty: 1059.948730 Iteration 88Q: 3 clusters Score -6473508 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112760 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -6473512.000000 Penalty: 1059.948730 Iteration 89Q: 3 clusters Score -6473512 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112779 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -6473517.000000 Penalty: 1059.948730 Iteration 90Q: 3 clusters Score -6473517 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112796 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -6473516.000000 Penalty: 1059.948730 Iteration 91Q: 3 clusters Score -6473516 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112816 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -6473510.000000 Penalty: 1059.948730 Iteration 92Q: 3 clusters Score -6473510 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112831 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -6473515.500000 Penalty: 1059.948730 Iteration 93Q: 3 clusters Score -6473516 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112846 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -6473517.500000 Penalty: 1059.948730 Iteration 94Q: 3 clusters Score -6473518 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112858 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -6473515.000000 Penalty: 1059.948730 Iteration 95Q: 3 clusters Score -6473515 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112870 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -6473512.000000 Penalty: 1059.948730 Iteration 96Q: 3 clusters Score -6473512 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112880 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -6473511.500000 Penalty: 1059.948730 Iteration 97Q: 3 clusters Score -6473512 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112895 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -6473519.000000 Penalty: 1059.948730 Iteration 98Q: 3 clusters Score -6473519 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112915 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -6473524.000000 Penalty: 1059.948730 Iteration 99Q: 3 clusters Score -6473524 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112939 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -6473524.000000 Penalty: 1059.948730 Iteration 100F: 3 clusters Score -6473524 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112962 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -6473535.000000 Penalty: 1059.948730 Iteration 101Q: 3 clusters Score -6473535 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112980 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -6473533.000000 Penalty: 1059.948730 Iteration 102Q: 3 clusters Score -6473533 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113000 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -6473533.500000 Penalty: 1059.948730 Iteration 103Q: 3 clusters Score -6473534 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113026 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -6473541.500000 Penalty: 1059.948730 Iteration 104Q: 3 clusters Score -6473542 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113046 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -6473542.500000 Penalty: 1059.948730 Iteration 105Q: 3 clusters Score -6473542 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113066 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -6473551.000000 Penalty: 1059.948730 Iteration 106Q: 3 clusters Score -6473551 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113093 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -6473552.500000 Penalty: 1059.948730 Iteration 107Q: 3 clusters Score -6473552 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113120 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -6473563.000000 Penalty: 1059.948730 Iteration 108Q: 3 clusters Score -6473563 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113146 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -6473564.500000 Penalty: 1059.948730 Iteration 109Q: 3 clusters Score -6473564 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113176 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -6473562.000000 Penalty: 1059.948730 Iteration 110Q: 3 clusters Score -6473562 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113206 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -6473573.000000 Penalty: 1059.948730 Iteration 111Q: 3 clusters Score -6473573 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113228 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -6473575.500000 Penalty: 1059.948730 Iteration 112Q: 3 clusters Score -6473576 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113253 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -6473571.000000 Penalty: 1059.948730 Iteration 113Q: 3 clusters Score -6473571 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113277 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -6473578.500000 Penalty: 1059.948730 Iteration 114Q: 3 clusters Score -6473578 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113296 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -6473586.500000 Penalty: 1059.948730 Iteration 115Q: 3 clusters Score -6473586 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113311 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -6473594.000000 Penalty: 1059.948730 Iteration 116Q: 3 clusters Score -6473594 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113326 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -6473593.000000 Penalty: 1059.948730 Iteration 117Q: 3 clusters Score -6473593 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113333 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -6473586.500000 Penalty: 1059.948730 Iteration 118Q: 3 clusters Score -6473586 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113338 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -6473581.500000 Penalty: 1059.948730 Iteration 119Q: 3 clusters Score -6473582 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113340 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -6473586.000000 Penalty: 1059.948730 Iteration 120F: 3 clusters Score -6473586 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113342 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -6473587.500000 Penalty: 1059.948730 Iteration 121Q: 3 clusters Score -6473588 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113345 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -6473586.000000 Penalty: 1059.948730 Iteration 122Q: 3 clusters Score -6473586 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113348 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -6473582.500000 Penalty: 1059.948730 Iteration 123Q: 3 clusters Score -6473582 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113351 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -6473581.000000 Penalty: 1059.948730 Iteration 124Q: 3 clusters Score -6473581 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113353 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -6473579.000000 Penalty: 1059.948730 Iteration 125Q: 3 clusters Score -6473579 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113356 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -6473580.000000 Penalty: 1059.948730 Iteration 126Q: 3 clusters Score -6473580 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113358 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -6473581.500000 Penalty: 1059.948730 Iteration 127Q: 3 clusters Score -6473582 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113360 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -6473583.000000 Penalty: 1059.948730 Iteration 128Q: 3 clusters Score -6473583 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113364 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -6473585.500000 Penalty: 1059.948730 Iteration 129Q: 3 clusters Score -6473586 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113366 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -6473587.000000 Penalty: 1059.948730 Iteration 130Q: 3 clusters Score -6473587 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113367 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -6473585.500000 Penalty: 1059.948730 Iteration 131Q: 3 clusters Score -6473586 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113368 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -6473582.500000 Penalty: 1059.948730 Iteration 132Q: 3 clusters Score -6473582 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113369 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -6473586.500000 Penalty: 1059.948730 Iteration 133Q: 3 clusters Score -6473586 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113371 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -6473581.500000 Penalty: 1059.948730 Iteration 134Q: 3 clusters Score -6473582 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113372 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -6473581.000000 Penalty: 1059.948730 Iteration 135Q: 3 clusters Score -6473581 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113372 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -6473581.000000 Penalty: 1059.948730 Iteration 136F: 3 clusters Score -6473581 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1564 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Entering Unmasked Estep Score: -84798.421875 Penalty: 334.652588 Iteration 0F: 2 clusters Score -84798.42 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -83633.429688 Penalty: 669.305176 Iteration 0F: 3 clusters Score -83633.43 nChanged 670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -84138.835938 Penalty: 669.305176 Iteration 1F: 3 clusters Score -84138.84 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -84316.757812 Penalty: 669.305176 Iteration 2F: 3 clusters Score -84316.76 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -84456.648438 Penalty: 669.305176 Iteration 3F: 3 clusters Score -84456.65 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -84571.117188 Penalty: 669.305176 Iteration 4F: 3 clusters Score -84571.12 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -84664.585938 Penalty: 669.305176 Iteration 5F: 3 clusters Score -84664.59 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -84733.500000 Penalty: 669.305176 Iteration 6Q: 3 clusters Score -84733.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -84795.312500 Penalty: 669.305176 Iteration 7Q: 3 clusters Score -84795.31 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -84832.296875 Penalty: 669.305176 Iteration 8Q: 3 clusters Score -84832.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -84851.312500 Penalty: 669.305176 Iteration 9Q: 3 clusters Score -84851.31 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -84860.171875 Penalty: 669.305176 Iteration 10Q: 3 clusters Score -84860.17 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -84867.671875 Penalty: 669.305176 Iteration 11Q: 3 clusters Score -84867.67 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -84874.726562 Penalty: 669.305176 Iteration 12Q: 3 clusters Score -84874.73 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -84877.421875 Penalty: 669.305176 Iteration 13Q: 3 clusters Score -84877.42 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -84878.609375 Penalty: 669.305176 Iteration 14Q: 3 clusters Score -84878.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -84878.609375 Penalty: 669.305176 Iteration 15F: 3 clusters Score -84878.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1892 members Mstep: Class 1 contains 14118 members Mstep: Class 2 contains 114438 members Mstep: Class 3 contains 1430 members Mstep: Class 4 contains 491 members Mstep: Class 5 contains 625 members Mstep: Class 6 contains 203 members Mstep: Class 7 contains 665 members Mstep: Class 8 contains 134 members Mstep: Class 9 contains 199 members Mstep: Class 11 contains 1223 members Mstep: Class 13 contains 2463 members Mstep: Class 17 contains 884 members Mstep: Class 18 contains 1348 members Mstep: Class 19 contains 914 members Mstep: Class 20 contains 3743 members Entering Unmasked Estep Score: -7877841.500000 Penalty: 8110.080078 Splitting cluster 3 changes total score from -7877224.000000 to -7877841.500000 So it's getting split into cluster 8. Entering ConstructFrom: Trying to split cluster 4 (491 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Entering Unmasked Estep Score: -24076.722656 Penalty: 281.938202 Iteration 0F: 2 clusters Score -24076.72 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -23612.193359 Penalty: 563.876404 Iteration 0F: 3 clusters Score -23612.19 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -23828.851562 Penalty: 563.876404 Iteration 1F: 3 clusters Score -23828.85 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -23924.617188 Penalty: 563.876404 Iteration 2F: 3 clusters Score -23924.62 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -23975.228516 Penalty: 563.876404 Iteration 3F: 3 clusters Score -23975.23 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -24025.822266 Penalty: 563.876404 Iteration 4F: 3 clusters Score -24025.82 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -24047.224609 Penalty: 563.876404 Iteration 5Q: 3 clusters Score -24047.22 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -24059.908203 Penalty: 563.876404 Iteration 6Q: 3 clusters Score -24059.91 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -24065.386719 Penalty: 563.876404 Iteration 7Q: 3 clusters Score -24065.39 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -24067.052734 Penalty: 563.876404 Iteration 8Q: 3 clusters Score -24067.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -24067.453125 Penalty: 563.876404 Iteration 9Q: 3 clusters Score -24067.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -24067.890625 Penalty: 563.876404 Iteration 10Q: 3 clusters Score -24067.89 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -24067.890625 Penalty: 563.876404 Iteration 11F: 3 clusters Score -24067.89 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (625 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Entering Unmasked Estep Score: -23081.925781 Penalty: 292.917694 Iteration 0F: 2 clusters Score -23081.93 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -22619.919922 Penalty: 585.835388 Iteration 0F: 3 clusters Score -22619.92 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -23318.800781 Penalty: 585.835388 Iteration 1F: 3 clusters Score -23318.8 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -23593.162109 Penalty: 585.835388 Iteration 2F: 3 clusters Score -23593.16 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -23708.320312 Penalty: 585.835388 Iteration 3F: 3 clusters Score -23708.32 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -23764.457031 Penalty: 585.835388 Iteration 4Q: 3 clusters Score -23764.46 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -23771.542969 Penalty: 585.835388 Iteration 5Q: 3 clusters Score -23771.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -23771.542969 Penalty: 585.835388 Iteration 6F: 3 clusters Score -23771.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1892 members Mstep: Class 1 contains 14118 members Mstep: Class 2 contains 114438 members Mstep: Class 3 contains 1430 members Mstep: Class 4 contains 491 members Mstep: Class 5 contains 564 members Mstep: Class 6 contains 203 members Mstep: Class 7 contains 665 members Mstep: Class 8 contains 134 members Mstep: Class 9 contains 199 members Mstep: Class 10 contains 61 members Mstep: Class 11 contains 1223 members Mstep: Class 13 contains 2463 members Mstep: Class 17 contains 884 members Mstep: Class 18 contains 1348 members Mstep: Class 19 contains 914 members Mstep: Class 20 contains 3743 members Entering Unmasked Estep Score: -7878292.500000 Penalty: 8650.751953 Splitting cluster 5 changes total score from -7877224.000000 to -7878292.500000 So it's getting split into cluster 10. Entering ConstructFrom: Trying to split cluster 6 (203 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Entering Unmasked Estep Score: -9370.566406 Penalty: 241.750885 Iteration 0F: 2 clusters Score -9370.566 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -9109.408203 Penalty: 483.501770 Iteration 0F: 3 clusters Score -9109.408 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -9210.622070 Penalty: 483.501770 Iteration 1F: 3 clusters Score -9210.622 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -9232.030273 Penalty: 483.501770 Iteration 2F: 3 clusters Score -9232.03 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -9268.501953 Penalty: 483.501770 Iteration 3F: 3 clusters Score -9268.502 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -9284.638672 Penalty: 483.501770 Iteration 4Q: 3 clusters Score -9284.639 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -9285.287109 Penalty: 483.501770 Iteration 5Q: 3 clusters Score -9285.287 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -9285.287109 Penalty: 483.501770 Iteration 6F: 3 clusters Score -9285.287 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (199 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Entering Unmasked Estep Score: -9632.950195 Penalty: 240.845367 Iteration 0F: 2 clusters Score -9632.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -9368.021484 Penalty: 481.690735 Iteration 0F: 3 clusters Score -9368.021 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -9450.284180 Penalty: 481.690735 Iteration 1F: 3 clusters Score -9450.284 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -9475.039062 Penalty: 481.690735 Iteration 2F: 3 clusters Score -9475.039 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -9496.516602 Penalty: 481.690735 Iteration 3Q: 3 clusters Score -9496.517 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -9498.006836 Penalty: 481.690735 Iteration 4Q: 3 clusters Score -9498.007 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -9498.352539 Penalty: 481.690735 Iteration 5Q: 3 clusters Score -9498.353 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -9498.352539 Penalty: 481.690735 Iteration 6F: 3 clusters Score -9498.353 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1223 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Entering Unmasked Estep Score: -67130.531250 Penalty: 323.462341 Iteration 0F: 2 clusters Score -67130.53 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -66193.531250 Penalty: 646.924683 Iteration 0F: 3 clusters Score -66193.53 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -66453.632812 Penalty: 646.924683 Iteration 1F: 3 clusters Score -66453.63 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -66501.750000 Penalty: 646.924683 Iteration 2F: 3 clusters Score -66501.75 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -66544.726562 Penalty: 646.924683 Iteration 3F: 3 clusters Score -66544.73 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -66567.382812 Penalty: 646.924683 Iteration 4Q: 3 clusters Score -66567.38 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -66592.671875 Penalty: 646.924683 Iteration 5Q: 3 clusters Score -66592.67 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -66617.632812 Penalty: 646.924683 Iteration 6Q: 3 clusters Score -66617.63 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -66633.023438 Penalty: 646.924683 Iteration 7Q: 3 clusters Score -66633.02 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -66641.804688 Penalty: 646.924683 Iteration 8Q: 3 clusters Score -66641.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -66649.007812 Penalty: 646.924683 Iteration 9Q: 3 clusters Score -66649.01 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -66656.679688 Penalty: 646.924683 Iteration 10Q: 3 clusters Score -66656.68 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -66665.507812 Penalty: 646.924683 Iteration 11Q: 3 clusters Score -66665.51 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -66677.515625 Penalty: 646.924683 Iteration 12Q: 3 clusters Score -66677.52 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -66688.007812 Penalty: 646.924683 Iteration 13Q: 3 clusters Score -66688.01 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -66700.531250 Penalty: 646.924683 Iteration 14Q: 3 clusters Score -66700.53 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -66709.257812 Penalty: 646.924683 Iteration 15Q: 3 clusters Score -66709.26 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -66717.132812 Penalty: 646.924683 Iteration 16Q: 3 clusters Score -66717.13 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -66722.882812 Penalty: 646.924683 Iteration 17Q: 3 clusters Score -66722.88 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -66734.703125 Penalty: 646.924683 Iteration 18Q: 3 clusters Score -66734.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -66739.851562 Penalty: 646.924683 Iteration 19Q: 3 clusters Score -66739.85 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -66743.046875 Penalty: 646.924683 Iteration 20F: 3 clusters Score -66743.05 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -66748.164062 Penalty: 646.924683 Iteration 21Q: 3 clusters Score -66748.16 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -66753.101562 Penalty: 646.924683 Iteration 22Q: 3 clusters Score -66753.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -66759.796875 Penalty: 646.924683 Iteration 23Q: 3 clusters Score -66759.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -66766.304688 Penalty: 646.924683 Iteration 24Q: 3 clusters Score -66766.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -66768.820312 Penalty: 646.924683 Iteration 25Q: 3 clusters Score -66768.82 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -66769.671875 Penalty: 646.924683 Iteration 26Q: 3 clusters Score -66769.67 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -66770.578125 Penalty: 646.924683 Iteration 27Q: 3 clusters Score -66770.58 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -66770.632812 Penalty: 646.924683 Iteration 28Q: 3 clusters Score -66770.63 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -66770.632812 Penalty: 646.924683 Iteration 29F: 3 clusters Score -66770.63 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2463 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2463 members Entering Unmasked Estep Score: -135031.093750 Penalty: 355.315674 Iteration 0F: 2 clusters Score -135031.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -133296.796875 Penalty: 710.631348 Iteration 0F: 3 clusters Score -133296.8 nChanged 1053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -134026.062500 Penalty: 710.631348 Iteration 1F: 3 clusters Score -134026.1 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -134248.343750 Penalty: 710.631348 Iteration 2F: 3 clusters Score -134248.3 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -134469.828125 Penalty: 710.631348 Iteration 3F: 3 clusters Score -134469.8 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -134652.500000 Penalty: 710.631348 Iteration 4F: 3 clusters Score -134652.5 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -134731.515625 Penalty: 710.631348 Iteration 5Q: 3 clusters Score -134731.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -134765.203125 Penalty: 710.631348 Iteration 6Q: 3 clusters Score -134765.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -134788.796875 Penalty: 710.631348 Iteration 7Q: 3 clusters Score -134788.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -134801.593750 Penalty: 710.631348 Iteration 8Q: 3 clusters Score -134801.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -134811.109375 Penalty: 710.631348 Iteration 9Q: 3 clusters Score -134811.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -134820.531250 Penalty: 710.631348 Iteration 10Q: 3 clusters Score -134820.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -134824.765625 Penalty: 710.631348 Iteration 11Q: 3 clusters Score -134824.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -134827.906250 Penalty: 710.631348 Iteration 12Q: 3 clusters Score -134827.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -134830.109375 Penalty: 710.631348 Iteration 13Q: 3 clusters Score -134830.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -134832.734375 Penalty: 710.631348 Iteration 14Q: 3 clusters Score -134832.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -134835.187500 Penalty: 710.631348 Iteration 15Q: 3 clusters Score -134835.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -134837.875000 Penalty: 710.631348 Iteration 16Q: 3 clusters Score -134837.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -134840.343750 Penalty: 710.631348 Iteration 17Q: 3 clusters Score -134840.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -134841.484375 Penalty: 710.631348 Iteration 18Q: 3 clusters Score -134841.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -134842.578125 Penalty: 710.631348 Iteration 19Q: 3 clusters Score -134842.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -134844.375000 Penalty: 710.631348 Iteration 20F: 3 clusters Score -134844.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -134844.890625 Penalty: 710.631348 Iteration 21Q: 3 clusters Score -134844.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -134845.671875 Penalty: 710.631348 Iteration 22Q: 3 clusters Score -134845.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -134847.015625 Penalty: 710.631348 Iteration 23Q: 3 clusters Score -134847 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -134848.062500 Penalty: 710.631348 Iteration 24Q: 3 clusters Score -134848.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -134848.515625 Penalty: 710.631348 Iteration 25Q: 3 clusters Score -134848.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -134848.843750 Penalty: 710.631348 Iteration 26Q: 3 clusters Score -134848.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -134849.062500 Penalty: 710.631348 Iteration 27Q: 3 clusters Score -134849.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -134849.078125 Penalty: 710.631348 Iteration 28Q: 3 clusters Score -134849.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -134849.078125 Penalty: 710.631348 Iteration 29F: 3 clusters Score -134849.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (884 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Entering Unmasked Estep Score: -42369.625000 Penalty: 308.692810 Iteration 0F: 2 clusters Score -42369.62 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -41675.847656 Penalty: 617.385620 Iteration 0F: 3 clusters Score -41675.85 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -42034.507812 Penalty: 617.385620 Iteration 1F: 3 clusters Score -42034.51 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -42332.359375 Penalty: 617.385620 Iteration 2F: 3 clusters Score -42332.36 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -42637.511719 Penalty: 617.385620 Iteration 3F: 3 clusters Score -42637.51 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -42772.746094 Penalty: 617.385620 Iteration 4F: 3 clusters Score -42772.75 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -42801.398438 Penalty: 617.385620 Iteration 5Q: 3 clusters Score -42801.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -42809.960938 Penalty: 617.385620 Iteration 6Q: 3 clusters Score -42809.96 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -42819.941406 Penalty: 617.385620 Iteration 7Q: 3 clusters Score -42819.94 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -42821.300781 Penalty: 617.385620 Iteration 8Q: 3 clusters Score -42821.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -42821.300781 Penalty: 617.385620 Iteration 9F: 3 clusters Score -42821.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1892 members Mstep: Class 1 contains 14118 members Mstep: Class 2 contains 114438 members Mstep: Class 3 contains 1430 members Mstep: Class 4 contains 491 members Mstep: Class 5 contains 564 members Mstep: Class 6 contains 203 members Mstep: Class 7 contains 665 members Mstep: Class 8 contains 134 members Mstep: Class 9 contains 199 members Mstep: Class 10 contains 61 members Mstep: Class 11 contains 1223 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2463 members Mstep: Class 17 contains 615 members Mstep: Class 18 contains 1348 members Mstep: Class 19 contains 914 members Mstep: Class 20 contains 3743 members Entering Unmasked Estep Score: -7878515.500000 Penalty: 9191.423828 Splitting cluster 17 changes total score from -7877224.000000 to -7878515.500000 So it's getting split into cluster 12. Entering ConstructFrom: Trying to split cluster 18 (1348 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Entering Unmasked Estep Score: -81096.085938 Penalty: 327.890167 Iteration 0F: 2 clusters Score -81096.09 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 665 members Entering Unmasked Estep Score: -80084.125000 Penalty: 655.780334 Iteration 0F: 3 clusters Score -80084.12 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -80416.718750 Penalty: 655.780334 Iteration 1F: 3 clusters Score -80416.72 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -80468.437500 Penalty: 655.780334 Iteration 2F: 3 clusters Score -80468.44 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -80509.718750 Penalty: 655.780334 Iteration 3Q: 3 clusters Score -80509.72 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -80540.546875 Penalty: 655.780334 Iteration 4Q: 3 clusters Score -80540.55 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -80573.414062 Penalty: 655.780334 Iteration 5Q: 3 clusters Score -80573.41 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -80601.375000 Penalty: 655.780334 Iteration 6Q: 3 clusters Score -80601.38 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -80618.453125 Penalty: 655.780334 Iteration 7Q: 3 clusters Score -80618.45 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -80636.953125 Penalty: 655.780334 Iteration 8Q: 3 clusters Score -80636.95 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -80649.210938 Penalty: 655.780334 Iteration 9Q: 3 clusters Score -80649.21 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -80663.835938 Penalty: 655.780334 Iteration 10Q: 3 clusters Score -80663.84 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -80681.531250 Penalty: 655.780334 Iteration 11Q: 3 clusters Score -80681.53 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -80690.156250 Penalty: 655.780334 Iteration 12Q: 3 clusters Score -80690.16 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -80696.414062 Penalty: 655.780334 Iteration 13Q: 3 clusters Score -80696.41 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -80705.929688 Penalty: 655.780334 Iteration 14Q: 3 clusters Score -80705.93 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -80713.632812 Penalty: 655.780334 Iteration 15Q: 3 clusters Score -80713.63 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -80724.757812 Penalty: 655.780334 Iteration 16Q: 3 clusters Score -80724.76 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -80735.960938 Penalty: 655.780334 Iteration 17Q: 3 clusters Score -80735.96 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -80745.242188 Penalty: 655.780334 Iteration 18Q: 3 clusters Score -80745.24 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -80751.101562 Penalty: 655.780334 Iteration 19Q: 3 clusters Score -80751.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -80754.929688 Penalty: 655.780334 Iteration 20F: 3 clusters Score -80754.93 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -80757.562500 Penalty: 655.780334 Iteration 21Q: 3 clusters Score -80757.56 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -80760.539062 Penalty: 655.780334 Iteration 22Q: 3 clusters Score -80760.54 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -80762.117188 Penalty: 655.780334 Iteration 23Q: 3 clusters Score -80762.12 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -80766.007812 Penalty: 655.780334 Iteration 24Q: 3 clusters Score -80766.01 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -80767.453125 Penalty: 655.780334 Iteration 25Q: 3 clusters Score -80767.45 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -80769.453125 Penalty: 655.780334 Iteration 26Q: 3 clusters Score -80769.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -80770.523438 Penalty: 655.780334 Iteration 27Q: 3 clusters Score -80770.52 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -80772.414062 Penalty: 655.780334 Iteration 28Q: 3 clusters Score -80772.41 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -80774.210938 Penalty: 655.780334 Iteration 29Q: 3 clusters Score -80774.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -80775.281250 Penalty: 655.780334 Iteration 30Q: 3 clusters Score -80775.28 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -80777.242188 Penalty: 655.780334 Iteration 31Q: 3 clusters Score -80777.24 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -80779.929688 Penalty: 655.780334 Iteration 32Q: 3 clusters Score -80779.93 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -80783.148438 Penalty: 655.780334 Iteration 33Q: 3 clusters Score -80783.15 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -80783.929688 Penalty: 655.780334 Iteration 34Q: 3 clusters Score -80783.93 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -80783.968750 Penalty: 655.780334 Iteration 35Q: 3 clusters Score -80783.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -80783.968750 Penalty: 655.780334 Iteration 36F: 3 clusters Score -80783.97 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (914 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Entering Unmasked Estep Score: -43567.707031 Penalty: 310.211304 Iteration 0F: 2 clusters Score -43567.71 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -42843.039062 Penalty: 620.422607 Iteration 0F: 3 clusters Score -42843.04 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -43334.761719 Penalty: 620.422607 Iteration 1F: 3 clusters Score -43334.76 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -43696.796875 Penalty: 620.422607 Iteration 2F: 3 clusters Score -43696.8 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -44176.910156 Penalty: 620.422607 Iteration 3F: 3 clusters Score -44176.91 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -44455.578125 Penalty: 620.422607 Iteration 4F: 3 clusters Score -44455.58 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -44510.675781 Penalty: 620.422607 Iteration 5Q: 3 clusters Score -44510.68 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -44526.542969 Penalty: 620.422607 Iteration 6Q: 3 clusters Score -44526.54 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -44531.511719 Penalty: 620.422607 Iteration 7Q: 3 clusters Score -44531.51 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -44532.847656 Penalty: 620.422607 Iteration 8Q: 3 clusters Score -44532.85 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -44533.031250 Penalty: 620.422607 Iteration 9Q: 3 clusters Score -44533.03 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -44533.031250 Penalty: 620.422607 Iteration 10F: 3 clusters Score -44533.03 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1892 members Mstep: Class 1 contains 14118 members Mstep: Class 2 contains 114438 members Mstep: Class 3 contains 1430 members Mstep: Class 4 contains 491 members Mstep: Class 5 contains 564 members Mstep: Class 6 contains 203 members Mstep: Class 7 contains 665 members Mstep: Class 8 contains 134 members Mstep: Class 9 contains 199 members Mstep: Class 10 contains 61 members Mstep: Class 11 contains 1223 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2463 members Mstep: Class 14 contains 262 members Mstep: Class 17 contains 615 members Mstep: Class 18 contains 1348 members Mstep: Class 19 contains 652 members Mstep: Class 20 contains 3743 members Entering Unmasked Estep Score: -7879251.000000 Penalty: 9732.095703 Splitting cluster 19 changes total score from -7877224.000000 to -7879251.000000 So it's getting split into cluster 14. Entering ConstructFrom: Trying to split cluster 20 (3743 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3743 members Entering Unmasked Estep Score: -228274.125000 Penalty: 374.357758 Iteration 0F: 2 clusters Score -228274.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -225742.406250 Penalty: 748.715515 Iteration 0F: 3 clusters Score -225742.4 nChanged 1674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 2491 members Entering Unmasked Estep Score: -226959.750000 Penalty: 748.715515 Iteration 1F: 3 clusters Score -226959.8 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 2760 members Entering Unmasked Estep Score: -227495.140625 Penalty: 748.715515 Iteration 2F: 3 clusters Score -227495.1 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 3029 members Entering Unmasked Estep Score: -228037.843750 Penalty: 748.715515 Iteration 3F: 3 clusters Score -228037.8 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 3204 members Entering Unmasked Estep Score: -228351.828125 Penalty: 748.715515 Iteration 4F: 3 clusters Score -228351.8 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 3263 members Entering Unmasked Estep Score: -228471.843750 Penalty: 748.715515 Iteration 5Q: 3 clusters Score -228471.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 3279 members Entering Unmasked Estep Score: -228509.687500 Penalty: 748.715515 Iteration 6Q: 3 clusters Score -228509.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 3286 members Entering Unmasked Estep Score: -228532.500000 Penalty: 748.715515 Iteration 7Q: 3 clusters Score -228532.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 3295 members Entering Unmasked Estep Score: -228540.531250 Penalty: 748.715515 Iteration 8Q: 3 clusters Score -228540.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 3300 members Entering Unmasked Estep Score: -228542.812500 Penalty: 748.715515 Iteration 9Q: 3 clusters Score -228542.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 3304 members Entering Unmasked Estep Score: -228545.359375 Penalty: 748.715515 Iteration 10Q: 3 clusters Score -228545.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 3306 members Entering Unmasked Estep Score: -228545.687500 Penalty: 748.715515 Iteration 11Q: 3 clusters Score -228545.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 3308 members Entering Unmasked Estep Score: -228545.781250 Penalty: 748.715515 Iteration 12Q: 3 clusters Score -228545.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 3308 members Entering Unmasked Estep Score: -228545.781250 Penalty: 748.715515 Iteration 13F: 3 clusters Score -228545.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1892 members Mstep: Class 1 contains 14118 members Mstep: Class 2 contains 114438 members Mstep: Class 3 contains 1430 members Mstep: Class 4 contains 491 members Mstep: Class 5 contains 564 members Mstep: Class 6 contains 203 members Mstep: Class 7 contains 665 members Mstep: Class 8 contains 134 members Mstep: Class 9 contains 199 members Mstep: Class 10 contains 61 members Mstep: Class 11 contains 1223 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2463 members Mstep: Class 14 contains 262 members Mstep: Class 15 contains 3308 members Mstep: Class 17 contains 615 members Mstep: Class 18 contains 1348 members Mstep: Class 19 contains 652 members Mstep: Class 20 contains 435 members Entering Unmasked Estep Score: -7879367.000000 Penalty: 10272.768555 Splitting cluster 20 changes total score from -7877224.000000 to -7879367.000000 So it's getting split into cluster 15. Entering Unmasked Mstep Mstep: Class 0 contains 1892 members Mstep: Class 1 contains 14118 members Mstep: Class 2 contains 114438 members Mstep: Class 3 contains 1430 members Mstep: Class 4 contains 491 members Mstep: Class 5 contains 564 members Mstep: Class 6 contains 203 members Mstep: Class 9 contains 199 members Mstep: Class 11 contains 1223 members Mstep: Class 13 contains 2463 members Mstep: Class 17 contains 615 members Mstep: Class 18 contains 1348 members Mstep: Class 19 contains 652 members Mstep: Class 20 contains 435 members Entering Unmasked Estep ConsiderDeletion Score: -7879728.000000 Penalty: 10272.768555 Iteration 39Q: 20 clusters Score -7879728 nChanged 927 Entering Unmasked Mstep Mstep: Class 0 contains 1894 members Mstep: Class 1 contains 14496 members Mstep: Class 2 contains 114047 members Mstep: Class 3 contains 1430 members Mstep: Class 4 contains 486 members Mstep: Class 5 contains 563 members Mstep: Class 6 contains 203 members Mstep: Class 7 contains 665 members Mstep: Class 8 contains 134 members Mstep: Class 9 contains 185 members Mstep: Class 10 contains 61 members Mstep: Class 11 contains 1221 members Mstep: Class 12 contains 267 members Mstep: Class 13 contains 2463 members Mstep: Class 14 contains 262 members Mstep: Class 15 contains 3296 members Mstep: Class 17 contains 617 members Mstep: Class 18 contains 1353 members Mstep: Class 19 contains 652 members Mstep: Class 20 contains 475 members Entering Unmasked Estep ConsiderDeletion Score: -7887363.000000 Penalty: 10272.768555 Iteration 40F: 20 clusters Score -7887363 nChanged 1489 Entering Unmasked Mstep Mstep: Class 0 contains 1342 members Mstep: Class 1 contains 14772 members Mstep: Class 2 contains 113336 members Mstep: Class 3 contains 1427 members Mstep: Class 4 contains 488 members Mstep: Class 5 contains 658 members Mstep: Class 6 contains 203 members Mstep: Class 7 contains 675 members Mstep: Class 8 contains 133 members Mstep: Class 9 contains 175 members Mstep: Class 10 contains 514 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 267 members Mstep: Class 13 contains 2461 members Mstep: Class 14 contains 266 members Mstep: Class 15 contains 3707 members Mstep: Class 17 contains 613 members Mstep: Class 18 contains 1359 members Mstep: Class 19 contains 652 members Mstep: Class 20 contains 497 members Entering Unmasked Estep ConsiderDeletion Score: -7901599.500000 Penalty: 10272.768555 Iteration 41Q: 20 clusters Score -7901600 nChanged 861 Entering Unmasked Mstep Mstep: Class 0 contains 1275 members Mstep: Class 1 contains 14941 members Mstep: Class 2 contains 112710 members Mstep: Class 3 contains 1427 members Mstep: Class 4 contains 497 members Mstep: Class 5 contains 656 members Mstep: Class 6 contains 203 members Mstep: Class 7 contains 689 members Mstep: Class 8 contains 133 members Mstep: Class 9 contains 173 members Mstep: Class 10 contains 580 members Mstep: Class 11 contains 1224 members Mstep: Class 12 contains 267 members Mstep: Class 13 contains 2462 members Mstep: Class 14 contains 266 members Mstep: Class 15 contains 4124 members Mstep: Class 17 contains 610 members Mstep: Class 18 contains 1368 members Mstep: Class 19 contains 653 members Mstep: Class 20 contains 512 members Entering Unmasked Estep ConsiderDeletion Score: -7902166.500000 Penalty: 10272.768555 Iteration 42Q: 20 clusters Score -7902166 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 1275 members Mstep: Class 1 contains 15060 members Mstep: Class 2 contains 112182 members Mstep: Class 3 contains 1426 members Mstep: Class 4 contains 494 members Mstep: Class 5 contains 654 members Mstep: Class 6 contains 203 members Mstep: Class 7 contains 702 members Mstep: Class 8 contains 132 members Mstep: Class 9 contains 170 members Mstep: Class 10 contains 582 members Mstep: Class 11 contains 1224 members Mstep: Class 12 contains 268 members Mstep: Class 13 contains 2463 members Mstep: Class 14 contains 266 members Mstep: Class 15 contains 4511 members Mstep: Class 17 contains 609 members Mstep: Class 18 contains 1370 members Mstep: Class 19 contains 653 members Mstep: Class 20 contains 526 members Entering Unmasked Estep ConsiderDeletion Score: -7902430.000000 Penalty: 10272.768555 Iteration 43Q: 20 clusters Score -7902430 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 1275 members Mstep: Class 1 contains 15118 members Mstep: Class 2 contains 111765 members Mstep: Class 3 contains 1425 members Mstep: Class 4 contains 493 members Mstep: Class 5 contains 648 members Mstep: Class 6 contains 203 members Mstep: Class 7 contains 721 members Mstep: Class 8 contains 132 members Mstep: Class 9 contains 167 members Mstep: Class 10 contains 588 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 268 members Mstep: Class 13 contains 2463 members Mstep: Class 14 contains 266 members Mstep: Class 15 contains 4848 members Mstep: Class 17 contains 610 members Mstep: Class 18 contains 1371 members Mstep: Class 19 contains 653 members Mstep: Class 20 contains 531 members Entering Unmasked Estep ConsiderDeletion Score: -7902576.000000 Penalty: 10272.768555 Iteration 44Q: 20 clusters Score -7902576 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 1275 members Mstep: Class 1 contains 15158 members Mstep: Class 2 contains 111420 members Mstep: Class 3 contains 1427 members Mstep: Class 4 contains 493 members Mstep: Class 5 contains 647 members Mstep: Class 6 contains 203 members Mstep: Class 7 contains 736 members Mstep: Class 8 contains 130 members Mstep: Class 9 contains 165 members Mstep: Class 10 contains 589 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 268 members Mstep: Class 13 contains 2463 members Mstep: Class 14 contains 266 members Mstep: Class 15 contains 5134 members Mstep: Class 17 contains 611 members Mstep: Class 18 contains 1371 members Mstep: Class 19 contains 653 members Mstep: Class 20 contains 535 members Entering Unmasked Estep ConsiderDeletion Score: -7902610.500000 Penalty: 10272.768555 Iteration 45Q: 20 clusters Score -7902610 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 1275 members Mstep: Class 1 contains 15169 members Mstep: Class 2 contains 111140 members Mstep: Class 3 contains 1429 members Mstep: Class 4 contains 493 members Mstep: Class 5 contains 647 members Mstep: Class 6 contains 203 members Mstep: Class 7 contains 750 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 165 members Mstep: Class 10 contains 589 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 268 members Mstep: Class 13 contains 2463 members Mstep: Class 14 contains 266 members Mstep: Class 15 contains 5382 members Mstep: Class 17 contains 609 members Mstep: Class 18 contains 1372 members Mstep: Class 19 contains 653 members Mstep: Class 20 contains 543 members Entering Unmasked Estep ConsiderDeletion Score: -7902681.500000 Penalty: 10272.768555 Iteration 46Q: 20 clusters Score -7902682 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 1275 members Mstep: Class 1 contains 15166 members Mstep: Class 2 contains 110916 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 494 members Mstep: Class 5 contains 647 members Mstep: Class 6 contains 203 members Mstep: Class 7 contains 759 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 165 members Mstep: Class 10 contains 589 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 268 members Mstep: Class 13 contains 2463 members Mstep: Class 14 contains 266 members Mstep: Class 15 contains 5597 members Mstep: Class 17 contains 609 members Mstep: Class 18 contains 1372 members Mstep: Class 19 contains 653 members Mstep: Class 20 contains 545 members Entering Unmasked Estep ConsiderDeletion Score: -7902700.000000 Penalty: 10272.768555 Iteration 47Q: 20 clusters Score -7902700 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 1275 members Mstep: Class 1 contains 15148 members Mstep: Class 2 contains 110736 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 494 members Mstep: Class 5 contains 647 members Mstep: Class 6 contains 203 members Mstep: Class 7 contains 778 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 165 members Mstep: Class 10 contains 589 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 268 members Mstep: Class 13 contains 2463 members Mstep: Class 14 contains 266 members Mstep: Class 15 contains 5777 members Mstep: Class 17 contains 609 members Mstep: Class 18 contains 1372 members Mstep: Class 19 contains 653 members Mstep: Class 20 contains 544 members Entering Unmasked Estep ConsiderDeletion Score: -7902716.500000 Penalty: 10272.768555 Iteration 48Q: 20 clusters Score -7902716 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 1275 members Mstep: Class 1 contains 15134 members Mstep: Class 2 contains 110591 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 494 members Mstep: Class 5 contains 647 members Mstep: Class 6 contains 203 members Mstep: Class 7 contains 790 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 165 members Mstep: Class 10 contains 589 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 268 members Mstep: Class 13 contains 2463 members Mstep: Class 14 contains 266 members Mstep: Class 15 contains 5929 members Mstep: Class 17 contains 609 members Mstep: Class 18 contains 1370 members Mstep: Class 19 contains 653 members Mstep: Class 20 contains 541 members Entering Unmasked Estep ConsiderDeletion Score: -7902751.000000 Penalty: 10272.768555 Iteration 49Q: 20 clusters Score -7902751 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 1275 members Mstep: Class 1 contains 15123 members Mstep: Class 2 contains 110438 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 494 members Mstep: Class 5 contains 647 members Mstep: Class 6 contains 203 members Mstep: Class 7 contains 801 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 165 members Mstep: Class 10 contains 589 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 268 members Mstep: Class 13 contains 2463 members Mstep: Class 14 contains 266 members Mstep: Class 15 contains 6080 members Mstep: Class 17 contains 609 members Mstep: Class 18 contains 1372 members Mstep: Class 19 contains 653 members Mstep: Class 20 contains 541 members Entering Unmasked Estep ConsiderDeletion Score: -7902777.500000 Penalty: 10272.768555 Iteration 50Q: 20 clusters Score -7902778 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 1275 members Mstep: Class 1 contains 15117 members Mstep: Class 2 contains 110276 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 494 members Mstep: Class 5 contains 647 members Mstep: Class 6 contains 203 members Mstep: Class 7 contains 808 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 165 members Mstep: Class 10 contains 589 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 268 members Mstep: Class 13 contains 2463 members Mstep: Class 14 contains 266 members Mstep: Class 15 contains 6236 members Mstep: Class 17 contains 609 members Mstep: Class 18 contains 1375 members Mstep: Class 19 contains 653 members Mstep: Class 20 contains 543 members Entering Unmasked Estep ConsiderDeletion Score: -7902817.000000 Penalty: 10272.768555 Iteration 51Q: 20 clusters Score -7902817 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 1275 members Mstep: Class 1 contains 15096 members Mstep: Class 2 contains 110157 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 494 members Mstep: Class 5 contains 647 members Mstep: Class 6 contains 203 members Mstep: Class 7 contains 812 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 165 members Mstep: Class 10 contains 589 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 268 members Mstep: Class 13 contains 2463 members Mstep: Class 14 contains 266 members Mstep: Class 15 contains 6370 members Mstep: Class 17 contains 609 members Mstep: Class 18 contains 1376 members Mstep: Class 19 contains 653 members Mstep: Class 20 contains 544 members Entering Unmasked Estep ConsiderDeletion Score: -7902841.500000 Penalty: 10272.768555 Iteration 52Q: 20 clusters Score -7902842 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 1275 members Mstep: Class 1 contains 15073 members Mstep: Class 2 contains 110048 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 494 members Mstep: Class 5 contains 647 members Mstep: Class 6 contains 203 members Mstep: Class 7 contains 815 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 165 members Mstep: Class 10 contains 589 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 268 members Mstep: Class 13 contains 2463 members Mstep: Class 14 contains 266 members Mstep: Class 15 contains 6492 members Mstep: Class 17 contains 609 members Mstep: Class 18 contains 1379 members Mstep: Class 19 contains 653 members Mstep: Class 20 contains 548 members Entering Unmasked Estep ConsiderDeletion Score: -7902897.000000 Penalty: 10272.768555 Iteration 53Q: 20 clusters Score -7902897 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 1275 members Mstep: Class 1 contains 15053 members Mstep: Class 2 contains 109924 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 495 members Mstep: Class 5 contains 647 members Mstep: Class 6 contains 203 members Mstep: Class 7 contains 819 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 165 members Mstep: Class 10 contains 589 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 268 members Mstep: Class 13 contains 2463 members Mstep: Class 14 contains 266 members Mstep: Class 15 contains 6628 members Mstep: Class 17 contains 609 members Mstep: Class 18 contains 1381 members Mstep: Class 19 contains 653 members Mstep: Class 20 contains 549 members Entering Unmasked Estep ConsiderDeletion Score: -7902925.500000 Penalty: 10272.768555 Iteration 54Q: 20 clusters Score -7902926 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 1275 members Mstep: Class 1 contains 15035 members Mstep: Class 2 contains 109802 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 495 members Mstep: Class 5 contains 647 members Mstep: Class 6 contains 203 members Mstep: Class 7 contains 821 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 165 members Mstep: Class 10 contains 589 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 268 members Mstep: Class 13 contains 2463 members Mstep: Class 14 contains 266 members Mstep: Class 15 contains 6759 members Mstep: Class 17 contains 609 members Mstep: Class 18 contains 1385 members Mstep: Class 19 contains 653 members Mstep: Class 20 contains 552 members Entering Unmasked Estep ConsiderDeletion Score: -7902941.500000 Penalty: 10272.768555 Iteration 55Q: 20 clusters Score -7902942 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 1275 members Mstep: Class 1 contains 15014 members Mstep: Class 2 contains 109681 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 495 members Mstep: Class 5 contains 647 members Mstep: Class 6 contains 203 members Mstep: Class 7 contains 822 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 165 members Mstep: Class 10 contains 589 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 268 members Mstep: Class 13 contains 2463 members Mstep: Class 14 contains 266 members Mstep: Class 15 contains 6899 members Mstep: Class 17 contains 609 members Mstep: Class 18 contains 1385 members Mstep: Class 19 contains 653 members Mstep: Class 20 contains 553 members Entering Unmasked Estep ConsiderDeletion Score: -7902974.500000 Penalty: 10272.768555 Iteration 56Q: 20 clusters Score -7902974 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 1275 members Mstep: Class 1 contains 14996 members Mstep: Class 2 contains 109553 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 496 members Mstep: Class 5 contains 647 members Mstep: Class 6 contains 203 members Mstep: Class 7 contains 823 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 165 members Mstep: Class 10 contains 589 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 268 members Mstep: Class 13 contains 2463 members Mstep: Class 14 contains 266 members Mstep: Class 15 contains 7043 members Mstep: Class 17 contains 609 members Mstep: Class 18 contains 1385 members Mstep: Class 19 contains 653 members Mstep: Class 20 contains 553 members Entering Unmasked Estep ConsiderDeletion Score: -7902988.000000 Penalty: 10272.768555 Iteration 57Q: 20 clusters Score -7902988 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 1275 members Mstep: Class 1 contains 14979 members Mstep: Class 2 contains 109405 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 495 members Mstep: Class 5 contains 647 members Mstep: Class 6 contains 203 members Mstep: Class 7 contains 826 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 166 members Mstep: Class 10 contains 589 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 268 members Mstep: Class 13 contains 2463 members Mstep: Class 14 contains 266 members Mstep: Class 15 contains 7203 members Mstep: Class 17 contains 609 members Mstep: Class 18 contains 1386 members Mstep: Class 19 contains 653 members Mstep: Class 20 contains 554 members Entering Unmasked Estep ConsiderDeletion Score: -7903046.000000 Penalty: 10272.768555 Iteration 58Q: 20 clusters Score -7903046 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 1275 members Mstep: Class 1 contains 14957 members Mstep: Class 2 contains 109295 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 495 members Mstep: Class 5 contains 647 members Mstep: Class 6 contains 203 members Mstep: Class 7 contains 827 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 166 members Mstep: Class 10 contains 589 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 268 members Mstep: Class 13 contains 2463 members Mstep: Class 14 contains 266 members Mstep: Class 15 contains 7328 members Mstep: Class 17 contains 609 members Mstep: Class 18 contains 1388 members Mstep: Class 19 contains 653 members Mstep: Class 20 contains 558 members Entering Unmasked Estep ConsiderDeletion Score: -7903070.000000 Penalty: 10272.768555 Iteration 59Q: 20 clusters Score -7903070 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 1275 members Mstep: Class 1 contains 14926 members Mstep: Class 2 contains 109227 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 495 members Mstep: Class 5 contains 647 members Mstep: Class 6 contains 203 members Mstep: Class 7 contains 827 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 166 members Mstep: Class 10 contains 589 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 268 members Mstep: Class 13 contains 2463 members Mstep: Class 14 contains 266 members Mstep: Class 15 contains 7417 members Mstep: Class 17 contains 609 members Mstep: Class 18 contains 1393 members Mstep: Class 19 contains 653 members Mstep: Class 20 contains 563 members Entering Unmasked Estep ConsiderDeletion Score: -7906511.000000 Penalty: 10272.768555 Iteration 60F: 20 clusters Score -7906511 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 1168 members Mstep: Class 1 contains 14903 members Mstep: Class 2 contains 109055 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 495 members Mstep: Class 5 contains 642 members Mstep: Class 6 contains 203 members Mstep: Class 7 contains 827 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 166 members Mstep: Class 10 contains 695 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 268 members Mstep: Class 13 contains 2463 members Mstep: Class 14 contains 272 members Mstep: Class 15 contains 7612 members Mstep: Class 17 contains 607 members Mstep: Class 18 contains 1390 members Mstep: Class 19 contains 653 members Mstep: Class 20 contains 568 members Entering Unmasked Estep ConsiderDeletion Score: -7906687.000000 Penalty: 10272.768555 Iteration 61Q: 20 clusters Score -7906687 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 1165 members Mstep: Class 1 contains 14873 members Mstep: Class 2 contains 108838 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 495 members Mstep: Class 5 contains 637 members Mstep: Class 6 contains 203 members Mstep: Class 7 contains 827 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 166 members Mstep: Class 10 contains 701 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 268 members Mstep: Class 13 contains 2463 members Mstep: Class 14 contains 266 members Mstep: Class 15 contains 7855 members Mstep: Class 17 contains 606 members Mstep: Class 18 contains 1390 members Mstep: Class 19 contains 661 members Mstep: Class 20 contains 574 members Entering Unmasked Estep ConsiderDeletion Score: -7906789.000000 Penalty: 10272.768555 Iteration 62Q: 20 clusters Score -7906789 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 1165 members Mstep: Class 1 contains 14838 members Mstep: Class 2 contains 108601 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 495 members Mstep: Class 5 contains 633 members Mstep: Class 6 contains 203 members Mstep: Class 7 contains 827 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 166 members Mstep: Class 10 contains 705 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 268 members Mstep: Class 13 contains 2463 members Mstep: Class 14 contains 258 members Mstep: Class 15 contains 8117 members Mstep: Class 17 contains 606 members Mstep: Class 18 contains 1394 members Mstep: Class 19 contains 669 members Mstep: Class 20 contains 580 members Entering Unmasked Estep ConsiderDeletion Score: -7906872.500000 Penalty: 10272.768555 Iteration 63Q: 20 clusters Score -7906872 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 1165 members Mstep: Class 1 contains 14809 members Mstep: Class 2 contains 108325 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 495 members Mstep: Class 5 contains 628 members Mstep: Class 6 contains 203 members Mstep: Class 7 contains 827 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 166 members Mstep: Class 10 contains 710 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 268 members Mstep: Class 13 contains 2463 members Mstep: Class 14 contains 248 members Mstep: Class 15 contains 8414 members Mstep: Class 17 contains 606 members Mstep: Class 18 contains 1396 members Mstep: Class 19 contains 679 members Mstep: Class 20 contains 586 members Entering Unmasked Estep ConsiderDeletion Score: -7907048.500000 Penalty: 10272.768555 Iteration 64Q: 20 clusters Score -7907048 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 1165 members Mstep: Class 1 contains 14781 members Mstep: Class 2 contains 108016 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 495 members Mstep: Class 5 contains 626 members Mstep: Class 6 contains 203 members Mstep: Class 7 contains 828 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 166 members Mstep: Class 10 contains 712 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 268 members Mstep: Class 13 contains 2463 members Mstep: Class 14 contains 243 members Mstep: Class 15 contains 8736 members Mstep: Class 17 contains 606 members Mstep: Class 18 contains 1398 members Mstep: Class 19 contains 684 members Mstep: Class 20 contains 598 members Entering Unmasked Estep ConsiderDeletion Score: -7907188.000000 Penalty: 10272.768555 Iteration 65Q: 20 clusters Score -7907188 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 1165 members Mstep: Class 1 contains 14742 members Mstep: Class 2 contains 107679 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 495 members Mstep: Class 5 contains 623 members Mstep: Class 6 contains 203 members Mstep: Class 7 contains 832 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 166 members Mstep: Class 10 contains 715 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 268 members Mstep: Class 13 contains 2463 members Mstep: Class 14 contains 240 members Mstep: Class 15 contains 9084 members Mstep: Class 17 contains 606 members Mstep: Class 18 contains 1406 members Mstep: Class 19 contains 687 members Mstep: Class 20 contains 614 members Entering Unmasked Estep ConsiderDeletion Score: -7907352.500000 Penalty: 10272.768555 Iteration 66Q: 20 clusters Score -7907352 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 1165 members Mstep: Class 1 contains 14701 members Mstep: Class 2 contains 107341 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 496 members Mstep: Class 5 contains 617 members Mstep: Class 6 contains 203 members Mstep: Class 7 contains 836 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 166 members Mstep: Class 10 contains 721 members Mstep: Class 11 contains 1224 members Mstep: Class 12 contains 268 members Mstep: Class 13 contains 2463 members Mstep: Class 14 contains 239 members Mstep: Class 15 contains 9433 members Mstep: Class 17 contains 606 members Mstep: Class 18 contains 1415 members Mstep: Class 19 contains 688 members Mstep: Class 20 contains 631 members Entering Unmasked Estep ConsiderDeletion Score: -7907499.500000 Penalty: 10272.768555 Iteration 67Q: 20 clusters Score -7907500 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 1165 members Mstep: Class 1 contains 14647 members Mstep: Class 2 contains 107034 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 496 members Mstep: Class 5 contains 615 members Mstep: Class 6 contains 203 members Mstep: Class 7 contains 843 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 166 members Mstep: Class 10 contains 723 members Mstep: Class 11 contains 1224 members Mstep: Class 12 contains 268 members Mstep: Class 13 contains 2463 members Mstep: Class 14 contains 237 members Mstep: Class 15 contains 9765 members Mstep: Class 17 contains 606 members Mstep: Class 18 contains 1422 members Mstep: Class 19 contains 690 members Mstep: Class 20 contains 646 members Entering Unmasked Estep ConsiderDeletion Score: -7907633.500000 Penalty: 10272.768555 Iteration 68Q: 20 clusters Score -7907634 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 1165 members Mstep: Class 1 contains 14600 members Mstep: Class 2 contains 106711 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 495 members Mstep: Class 5 contains 614 members Mstep: Class 6 contains 203 members Mstep: Class 7 contains 850 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 166 members Mstep: Class 10 contains 724 members Mstep: Class 11 contains 1224 members Mstep: Class 12 contains 268 members Mstep: Class 13 contains 2463 members Mstep: Class 14 contains 235 members Mstep: Class 15 contains 10113 members Mstep: Class 17 contains 606 members Mstep: Class 18 contains 1427 members Mstep: Class 19 contains 692 members Mstep: Class 20 contains 657 members Entering Unmasked Estep ConsiderDeletion Score: -7907732.500000 Penalty: 10272.768555 Iteration 69Q: 20 clusters Score -7907732 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 1165 members Mstep: Class 1 contains 14549 members Mstep: Class 2 contains 106377 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 495 members Mstep: Class 5 contains 614 members Mstep: Class 6 contains 203 members Mstep: Class 7 contains 858 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 166 members Mstep: Class 10 contains 724 members Mstep: Class 11 contains 1224 members Mstep: Class 12 contains 268 members Mstep: Class 13 contains 2463 members Mstep: Class 14 contains 234 members Mstep: Class 15 contains 10463 members Mstep: Class 17 contains 606 members Mstep: Class 18 contains 1437 members Mstep: Class 19 contains 693 members Mstep: Class 20 contains 674 members Entering Unmasked Estep ConsiderDeletion Score: -7907830.000000 Penalty: 10272.768555 Iteration 70Q: 20 clusters Score -7907830 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 1165 members Mstep: Class 1 contains 14496 members Mstep: Class 2 contains 106061 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 495 members Mstep: Class 5 contains 614 members Mstep: Class 6 contains 203 members Mstep: Class 7 contains 871 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 166 members Mstep: Class 10 contains 724 members Mstep: Class 11 contains 1224 members Mstep: Class 12 contains 268 members Mstep: Class 13 contains 2463 members Mstep: Class 14 contains 234 members Mstep: Class 15 contains 10803 members Mstep: Class 17 contains 606 members Mstep: Class 18 contains 1441 members Mstep: Class 19 contains 693 members Mstep: Class 20 contains 686 members Entering Unmasked Estep ConsiderDeletion Score: -7907925.000000 Penalty: 10272.768555 Iteration 71Q: 20 clusters Score -7907925 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 1165 members Mstep: Class 1 contains 14435 members Mstep: Class 2 contains 105737 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 496 members Mstep: Class 5 contains 614 members Mstep: Class 6 contains 203 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 166 members Mstep: Class 10 contains 724 members Mstep: Class 11 contains 1224 members Mstep: Class 12 contains 268 members Mstep: Class 13 contains 2463 members Mstep: Class 14 contains 234 members Mstep: Class 15 contains 11159 members Mstep: Class 17 contains 606 members Mstep: Class 18 contains 1442 members Mstep: Class 19 contains 693 members Mstep: Class 20 contains 705 members Entering Unmasked Estep ConsiderDeletion Score: -7908014.500000 Penalty: 10272.768555 Iteration 72Q: 20 clusters Score -7908014 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 1165 members Mstep: Class 1 contains 14368 members Mstep: Class 2 contains 105451 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 497 members Mstep: Class 5 contains 614 members Mstep: Class 6 contains 203 members Mstep: Class 7 contains 889 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 166 members Mstep: Class 10 contains 724 members Mstep: Class 11 contains 1224 members Mstep: Class 12 contains 268 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 234 members Mstep: Class 15 contains 11471 members Mstep: Class 17 contains 606 members Mstep: Class 18 contains 1446 members Mstep: Class 19 contains 693 members Mstep: Class 20 contains 730 members Entering Unmasked Estep ConsiderDeletion Score: -7908133.500000 Penalty: 10272.768555 Iteration 73Q: 20 clusters Score -7908134 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 1165 members Mstep: Class 1 contains 14296 members Mstep: Class 2 contains 105184 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 497 members Mstep: Class 5 contains 614 members Mstep: Class 6 contains 203 members Mstep: Class 7 contains 899 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 166 members Mstep: Class 10 contains 724 members Mstep: Class 11 contains 1224 members Mstep: Class 12 contains 268 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 234 members Mstep: Class 15 contains 11766 members Mstep: Class 17 contains 605 members Mstep: Class 18 contains 1455 members Mstep: Class 19 contains 693 members Mstep: Class 20 contains 756 members Entering Unmasked Estep ConsiderDeletion Score: -7908196.500000 Penalty: 10272.768555 Iteration 74Q: 20 clusters Score -7908196 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 1165 members Mstep: Class 1 contains 14229 members Mstep: Class 2 contains 104936 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 497 members Mstep: Class 5 contains 614 members Mstep: Class 6 contains 203 members Mstep: Class 7 contains 909 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 166 members Mstep: Class 10 contains 724 members Mstep: Class 11 contains 1224 members Mstep: Class 12 contains 268 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 234 members Mstep: Class 15 contains 12047 members Mstep: Class 17 contains 605 members Mstep: Class 18 contains 1457 members Mstep: Class 19 contains 693 members Mstep: Class 20 contains 778 members Entering Unmasked Estep ConsiderDeletion Score: -7908235.500000 Penalty: 10272.768555 Iteration 75Q: 20 clusters Score -7908236 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 1165 members Mstep: Class 1 contains 14167 members Mstep: Class 2 contains 104738 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 497 members Mstep: Class 5 contains 614 members Mstep: Class 6 contains 203 members Mstep: Class 7 contains 917 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 166 members Mstep: Class 10 contains 724 members Mstep: Class 11 contains 1224 members Mstep: Class 12 contains 268 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 234 members Mstep: Class 15 contains 12271 members Mstep: Class 17 contains 605 members Mstep: Class 18 contains 1468 members Mstep: Class 19 contains 693 members Mstep: Class 20 contains 795 members Entering Unmasked Estep ConsiderDeletion Score: -7908268.000000 Penalty: 10272.768555 Iteration 76Q: 20 clusters Score -7908268 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 1165 members Mstep: Class 1 contains 14108 members Mstep: Class 2 contains 104598 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 496 members Mstep: Class 5 contains 614 members Mstep: Class 6 contains 203 members Mstep: Class 7 contains 922 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 166 members Mstep: Class 10 contains 724 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 268 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 234 members Mstep: Class 15 contains 12451 members Mstep: Class 17 contains 605 members Mstep: Class 18 contains 1471 members Mstep: Class 19 contains 693 members Mstep: Class 20 contains 806 members Entering Unmasked Estep ConsiderDeletion Score: -7908302.500000 Penalty: 10272.768555 Iteration 77Q: 20 clusters Score -7908302 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 1165 members Mstep: Class 1 contains 14055 members Mstep: Class 2 contains 104484 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 495 members Mstep: Class 5 contains 614 members Mstep: Class 6 contains 203 members Mstep: Class 7 contains 928 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 166 members Mstep: Class 10 contains 724 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 268 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 234 members Mstep: Class 15 contains 12589 members Mstep: Class 17 contains 605 members Mstep: Class 18 contains 1479 members Mstep: Class 19 contains 693 members Mstep: Class 20 contains 822 members Entering Unmasked Estep ConsiderDeletion Score: -7908312.000000 Penalty: 10272.768555 Iteration 78Q: 20 clusters Score -7908312 nChanged 194 Entering ConstructFrom: Score: -7908312.000000 Penalty: 10272.768555 Entering ConstructFrom: Trying to split cluster 1 (14015 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14015 members Entering Unmasked Estep Score: -756509.312500 Penalty: 434.428680 Iteration 0F: 2 clusters Score -756509.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6883 members Mstep: Class 2 contains 7132 members Entering Unmasked Estep Score: -747152.000000 Penalty: 868.857361 Iteration 0F: 3 clusters Score -747152 nChanged 6543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5530 members Mstep: Class 2 contains 8485 members Entering Unmasked Estep Score: -751268.062500 Penalty: 868.857361 Iteration 1F: 3 clusters Score -751268.1 nChanged 1006 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4692 members Mstep: Class 2 contains 9323 members Entering Unmasked Estep Score: -751941.687500 Penalty: 868.857361 Iteration 2F: 3 clusters Score -751941.7 nChanged 1133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3637 members Mstep: Class 2 contains 10378 members Entering Unmasked Estep Score: -752845.375000 Penalty: 868.857361 Iteration 3F: 3 clusters Score -752845.4 nChanged 1152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2543 members Mstep: Class 2 contains 11472 members Entering Unmasked Estep Score: -753875.625000 Penalty: 868.857361 Iteration 4F: 3 clusters Score -753875.6 nChanged 965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 12403 members Entering Unmasked Estep Score: -754799.437500 Penalty: 868.857361 Iteration 5F: 3 clusters Score -754799.4 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 13056 members Entering Unmasked Estep Score: -755450.687500 Penalty: 868.857361 Iteration 6Q: 3 clusters Score -755450.7 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 13436 members Entering Unmasked Estep Score: -755845.875000 Penalty: 868.857361 Iteration 7Q: 3 clusters Score -755845.9 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 13618 members Entering Unmasked Estep Score: -756028.437500 Penalty: 868.857361 Iteration 8Q: 3 clusters Score -756028.4 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 13703 members Entering Unmasked Estep Score: -756119.250000 Penalty: 868.857361 Iteration 9Q: 3 clusters Score -756119.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 13752 members Entering Unmasked Estep Score: -756167.187500 Penalty: 868.857361 Iteration 10Q: 3 clusters Score -756167.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 13780 members Entering Unmasked Estep Score: -756187.937500 Penalty: 868.857361 Iteration 11Q: 3 clusters Score -756187.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 13796 members Entering Unmasked Estep Score: -756193.625000 Penalty: 868.857361 Iteration 12Q: 3 clusters Score -756193.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 13807 members Entering Unmasked Estep Score: -756201.500000 Penalty: 868.857361 Iteration 13Q: 3 clusters Score -756201.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 13816 members Entering Unmasked Estep Score: -756207.312500 Penalty: 868.857361 Iteration 14Q: 3 clusters Score -756207.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 13824 members Entering Unmasked Estep Score: -756209.937500 Penalty: 868.857361 Iteration 15Q: 3 clusters Score -756209.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 13828 members Entering Unmasked Estep Score: -756211.250000 Penalty: 868.857361 Iteration 16Q: 3 clusters Score -756211.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 13831 members Entering Unmasked Estep Score: -756211.375000 Penalty: 868.857361 Iteration 17Q: 3 clusters Score -756211.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 13832 members Entering Unmasked Estep Score: -756211.937500 Penalty: 868.857361 Iteration 18Q: 3 clusters Score -756211.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 13833 members Entering Unmasked Estep Score: -756211.187500 Penalty: 868.857361 Iteration 19Q: 3 clusters Score -756211.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 13833 members Entering Unmasked Estep Score: -756211.187500 Penalty: 868.857361 Iteration 20F: 3 clusters Score -756211.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (104382 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104382 members Entering Unmasked Estep Score: -5897051.500000 Penalty: 525.789490 Iteration 0F: 2 clusters Score -5897052 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52104 members Mstep: Class 2 contains 52278 members Entering Unmasked Estep Score: -5826511.000000 Penalty: 1051.578979 Iteration 0F: 3 clusters Score -5826511 nChanged 51085 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50223 members Mstep: Class 2 contains 54159 members Entering Unmasked Estep Score: -5857292.500000 Penalty: 1051.578979 Iteration 1F: 3 clusters Score -5857292 nChanged 4258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48715 members Mstep: Class 2 contains 55667 members Entering Unmasked Estep Score: -5858742.000000 Penalty: 1051.578979 Iteration 2Q: 3 clusters Score -5858742 nChanged 4884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46565 members Mstep: Class 2 contains 57817 members Entering Unmasked Estep Score: -5860889.000000 Penalty: 1051.578979 Iteration 3Q: 3 clusters Score -5860889 nChanged 5827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43766 members Mstep: Class 2 contains 60616 members Entering Unmasked Estep Score: -5864357.000000 Penalty: 1051.578979 Iteration 4F: 3 clusters Score -5864357 nChanged 6737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40497 members Mstep: Class 2 contains 63885 members Entering Unmasked Estep Score: -5869437.500000 Penalty: 1051.578979 Iteration 5F: 3 clusters Score -5869438 nChanged 7011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37392 members Mstep: Class 2 contains 66990 members Entering Unmasked Estep Score: -5875190.000000 Penalty: 1051.578979 Iteration 6F: 3 clusters Score -5875190 nChanged 6190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34934 members Mstep: Class 2 contains 69448 members Entering Unmasked Estep Score: -5879307.500000 Penalty: 1051.578979 Iteration 7F: 3 clusters Score -5879308 nChanged 4283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33115 members Mstep: Class 2 contains 71267 members Entering Unmasked Estep Score: -5881085.000000 Penalty: 1051.578979 Iteration 8Q: 3 clusters Score -5881085 nChanged 2564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31379 members Mstep: Class 2 contains 73003 members Entering Unmasked Estep Score: -5881893.000000 Penalty: 1051.578979 Iteration 9Q: 3 clusters Score -5881893 nChanged 1900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29599 members Mstep: Class 2 contains 74783 members Entering Unmasked Estep Score: -5882463.500000 Penalty: 1051.578979 Iteration 10Q: 3 clusters Score -5882464 nChanged 1889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27714 members Mstep: Class 2 contains 76668 members Entering Unmasked Estep Score: -5883100.500000 Penalty: 1051.578979 Iteration 11Q: 3 clusters Score -5883100 nChanged 1950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25764 members Mstep: Class 2 contains 78618 members Entering Unmasked Estep Score: -5883721.500000 Penalty: 1051.578979 Iteration 12Q: 3 clusters Score -5883722 nChanged 2044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23722 members Mstep: Class 2 contains 80660 members Entering Unmasked Estep Score: -5884459.000000 Penalty: 1051.578979 Iteration 13Q: 3 clusters Score -5884459 nChanged 2065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21659 members Mstep: Class 2 contains 82723 members Entering Unmasked Estep Score: -5885244.500000 Penalty: 1051.578979 Iteration 14Q: 3 clusters Score -5885244 nChanged 2149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19510 members Mstep: Class 2 contains 84872 members Entering Unmasked Estep Score: -5886105.500000 Penalty: 1051.578979 Iteration 15Q: 3 clusters Score -5886106 nChanged 2196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17316 members Mstep: Class 2 contains 87066 members Entering Unmasked Estep Score: -5887159.500000 Penalty: 1051.578979 Iteration 16Q: 3 clusters Score -5887160 nChanged 2141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15177 members Mstep: Class 2 contains 89205 members Entering Unmasked Estep Score: -5888116.500000 Penalty: 1051.578979 Iteration 17Q: 3 clusters Score -5888116 nChanged 2077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13100 members Mstep: Class 2 contains 91282 members Entering Unmasked Estep Score: -5889197.500000 Penalty: 1051.578979 Iteration 18Q: 3 clusters Score -5889198 nChanged 1983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11117 members Mstep: Class 2 contains 93265 members Entering Unmasked Estep Score: -5890324.500000 Penalty: 1051.578979 Iteration 19Q: 3 clusters Score -5890324 nChanged 1839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9282 members Mstep: Class 2 contains 95100 members Entering Unmasked Estep Score: -5891397.000000 Penalty: 1051.578979 Iteration 20F: 3 clusters Score -5891397 nChanged 1608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7680 members Mstep: Class 2 contains 96702 members Entering Unmasked Estep Score: -5892369.500000 Penalty: 1051.578979 Iteration 21Q: 3 clusters Score -5892370 nChanged 1408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6274 members Mstep: Class 2 contains 98108 members Entering Unmasked Estep Score: -5893228.000000 Penalty: 1051.578979 Iteration 22Q: 3 clusters Score -5893228 nChanged 1168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5108 members Mstep: Class 2 contains 99274 members Entering Unmasked Estep Score: -5893977.000000 Penalty: 1051.578979 Iteration 23Q: 3 clusters Score -5893977 nChanged 991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4123 members Mstep: Class 2 contains 100259 members Entering Unmasked Estep Score: -5894559.500000 Penalty: 1051.578979 Iteration 24Q: 3 clusters Score -5894560 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3344 members Mstep: Class 2 contains 101038 members Entering Unmasked Estep Score: -5894986.500000 Penalty: 1051.578979 Iteration 25Q: 3 clusters Score -5894986 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 101652 members Entering Unmasked Estep Score: -5895319.500000 Penalty: 1051.578979 Iteration 26Q: 3 clusters Score -5895320 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 102132 members Entering Unmasked Estep Score: -5895480.000000 Penalty: 1051.578979 Iteration 27Q: 3 clusters Score -5895480 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 102533 members Entering Unmasked Estep Score: -5895690.000000 Penalty: 1051.578979 Iteration 28Q: 3 clusters Score -5895690 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 102868 members Entering Unmasked Estep Score: -5895865.000000 Penalty: 1051.578979 Iteration 29Q: 3 clusters Score -5895865 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 103143 members Entering Unmasked Estep Score: -5896013.500000 Penalty: 1051.578979 Iteration 30Q: 3 clusters Score -5896014 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 103374 members Entering Unmasked Estep Score: -5896141.000000 Penalty: 1051.578979 Iteration 31Q: 3 clusters Score -5896141 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 103566 members Entering Unmasked Estep Score: -5896280.000000 Penalty: 1051.578979 Iteration 32Q: 3 clusters Score -5896280 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 103713 members Entering Unmasked Estep Score: -5896369.000000 Penalty: 1051.578979 Iteration 33Q: 3 clusters Score -5896369 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 103811 members Entering Unmasked Estep Score: -5896410.000000 Penalty: 1051.578979 Iteration 34Q: 3 clusters Score -5896410 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 103877 members Entering Unmasked Estep Score: -5896439.500000 Penalty: 1051.578979 Iteration 35Q: 3 clusters Score -5896440 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 103935 members Entering Unmasked Estep Score: -5896472.500000 Penalty: 1051.578979 Iteration 36Q: 3 clusters Score -5896472 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 103987 members Entering Unmasked Estep Score: -5896504.000000 Penalty: 1051.578979 Iteration 37Q: 3 clusters Score -5896504 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 104037 members Entering Unmasked Estep Score: -5896541.500000 Penalty: 1051.578979 Iteration 38Q: 3 clusters Score -5896542 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 104073 members Entering Unmasked Estep Score: -5896560.000000 Penalty: 1051.578979 Iteration 39Q: 3 clusters Score -5896560 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 104095 members Entering Unmasked Estep Score: -5896575.000000 Penalty: 1051.578979 Iteration 40F: 3 clusters Score -5896575 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 104117 members Entering Unmasked Estep Score: -5896579.000000 Penalty: 1051.578979 Iteration 41Q: 3 clusters Score -5896579 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 104132 members Entering Unmasked Estep Score: -5896585.000000 Penalty: 1051.578979 Iteration 42Q: 3 clusters Score -5896585 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 104142 members Entering Unmasked Estep Score: -5896593.000000 Penalty: 1051.578979 Iteration 43Q: 3 clusters Score -5896593 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 104148 members Entering Unmasked Estep Score: -5896601.500000 Penalty: 1051.578979 Iteration 44Q: 3 clusters Score -5896602 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 104156 members Entering Unmasked Estep Score: -5896606.500000 Penalty: 1051.578979 Iteration 45Q: 3 clusters Score -5896606 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 104162 members Entering Unmasked Estep Score: -5896606.000000 Penalty: 1051.578979 Iteration 46Q: 3 clusters Score -5896606 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 104165 members Entering Unmasked Estep Score: -5896614.500000 Penalty: 1051.578979 Iteration 47Q: 3 clusters Score -5896614 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 104168 members Entering Unmasked Estep Score: -5896615.000000 Penalty: 1051.578979 Iteration 48Q: 3 clusters Score -5896615 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 104171 members Entering Unmasked Estep Score: -5896617.000000 Penalty: 1051.578979 Iteration 49Q: 3 clusters Score -5896617 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 104173 members Entering Unmasked Estep Score: -5896613.500000 Penalty: 1051.578979 Iteration 50Q: 3 clusters Score -5896614 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 104177 members Entering Unmasked Estep Score: -5896618.500000 Penalty: 1051.578979 Iteration 51Q: 3 clusters Score -5896618 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 104181 members Entering Unmasked Estep Score: -5896618.000000 Penalty: 1051.578979 Iteration 52Q: 3 clusters Score -5896618 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 104185 members Entering Unmasked Estep Score: -5896618.000000 Penalty: 1051.578979 Iteration 53Q: 3 clusters Score -5896618 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 104186 members Entering Unmasked Estep Score: -5896618.000000 Penalty: 1051.578979 Iteration 54Q: 3 clusters Score -5896618 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 104186 members Entering Unmasked Estep Score: -5896618.000000 Penalty: 1051.578979 Iteration 55F: 3 clusters Score -5896618 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1428 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Entering Unmasked Estep Score: -78298.296875 Penalty: 330.513367 Iteration 0F: 2 clusters Score -78298.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -77215.937500 Penalty: 661.026733 Iteration 0F: 3 clusters Score -77215.94 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -77526.148438 Penalty: 661.026733 Iteration 1F: 3 clusters Score -77526.15 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -77573.742188 Penalty: 661.026733 Iteration 2F: 3 clusters Score -77573.74 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -77617.187500 Penalty: 661.026733 Iteration 3Q: 3 clusters Score -77617.19 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -77674.484375 Penalty: 661.026733 Iteration 4Q: 3 clusters Score -77674.48 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -77723.656250 Penalty: 661.026733 Iteration 5Q: 3 clusters Score -77723.66 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -77765.726562 Penalty: 661.026733 Iteration 6Q: 3 clusters Score -77765.73 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -77797.726562 Penalty: 661.026733 Iteration 7Q: 3 clusters Score -77797.73 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -77831.429688 Penalty: 661.026733 Iteration 8Q: 3 clusters Score -77831.43 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -77852.351562 Penalty: 661.026733 Iteration 9Q: 3 clusters Score -77852.35 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -77867.265625 Penalty: 661.026733 Iteration 10Q: 3 clusters Score -77867.27 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -77876.664062 Penalty: 661.026733 Iteration 11Q: 3 clusters Score -77876.66 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -77886.273438 Penalty: 661.026733 Iteration 12Q: 3 clusters Score -77886.27 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -77893.484375 Penalty: 661.026733 Iteration 13Q: 3 clusters Score -77893.48 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -77903.468750 Penalty: 661.026733 Iteration 14Q: 3 clusters Score -77903.47 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -77916.781250 Penalty: 661.026733 Iteration 15Q: 3 clusters Score -77916.78 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -77930.781250 Penalty: 661.026733 Iteration 16Q: 3 clusters Score -77930.78 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -77941.414062 Penalty: 661.026733 Iteration 17Q: 3 clusters Score -77941.41 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -77950.171875 Penalty: 661.026733 Iteration 18Q: 3 clusters Score -77950.17 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -77957.867188 Penalty: 661.026733 Iteration 19Q: 3 clusters Score -77957.87 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -77965.679688 Penalty: 661.026733 Iteration 20F: 3 clusters Score -77965.68 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -77971.140625 Penalty: 661.026733 Iteration 21Q: 3 clusters Score -77971.14 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -77977.539062 Penalty: 661.026733 Iteration 22Q: 3 clusters Score -77977.54 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -77985.875000 Penalty: 661.026733 Iteration 23Q: 3 clusters Score -77985.88 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -77996.562500 Penalty: 661.026733 Iteration 24Q: 3 clusters Score -77996.56 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -78010.750000 Penalty: 661.026733 Iteration 25Q: 3 clusters Score -78010.75 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -78018.085938 Penalty: 661.026733 Iteration 26Q: 3 clusters Score -78018.09 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -78020.250000 Penalty: 661.026733 Iteration 27Q: 3 clusters Score -78020.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -78020.328125 Penalty: 661.026733 Iteration 28Q: 3 clusters Score -78020.33 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -78020.750000 Penalty: 661.026733 Iteration 29Q: 3 clusters Score -78020.75 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -78020.750000 Penalty: 661.026733 Iteration 30F: 3 clusters Score -78020.75 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (494 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Entering Unmasked Estep Score: -24281.726562 Penalty: 282.215363 Iteration 0F: 2 clusters Score -24281.73 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -23810.771484 Penalty: 564.430725 Iteration 0F: 3 clusters Score -23810.77 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -24006.152344 Penalty: 564.430725 Iteration 1F: 3 clusters Score -24006.15 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -24107.068359 Penalty: 564.430725 Iteration 2F: 3 clusters Score -24107.07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -24190.091797 Penalty: 564.430725 Iteration 3F: 3 clusters Score -24190.09 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -24234.822266 Penalty: 564.430725 Iteration 4F: 3 clusters Score -24234.82 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -24250.146484 Penalty: 564.430725 Iteration 5Q: 3 clusters Score -24250.15 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -24256.675781 Penalty: 564.430725 Iteration 6Q: 3 clusters Score -24256.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -24258.482422 Penalty: 564.430725 Iteration 7Q: 3 clusters Score -24258.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -24259.197266 Penalty: 564.430725 Iteration 8Q: 3 clusters Score -24259.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -24262.474609 Penalty: 564.430725 Iteration 9Q: 3 clusters Score -24262.47 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -24264.007812 Penalty: 564.430725 Iteration 10Q: 3 clusters Score -24264.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -24265.332031 Penalty: 564.430725 Iteration 11Q: 3 clusters Score -24265.33 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -24265.332031 Penalty: 564.430725 Iteration 12F: 3 clusters Score -24265.33 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (614 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Entering Unmasked Estep Score: -23632.759766 Penalty: 292.109772 Iteration 0F: 2 clusters Score -23632.76 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -23083.718750 Penalty: 584.219543 Iteration 0F: 3 clusters Score -23083.72 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -23454.460938 Penalty: 584.219543 Iteration 1F: 3 clusters Score -23454.46 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -23777.279297 Penalty: 584.219543 Iteration 2F: 3 clusters Score -23777.28 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -24014.984375 Penalty: 584.219543 Iteration 3F: 3 clusters Score -24014.98 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -24162.273438 Penalty: 584.219543 Iteration 4F: 3 clusters Score -24162.27 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -24406.677734 Penalty: 584.219543 Iteration 5Q: 3 clusters Score -24406.68 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -24482.408203 Penalty: 584.219543 Iteration 6Q: 3 clusters Score -24482.41 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -24528.324219 Penalty: 584.219543 Iteration 7Q: 3 clusters Score -24528.32 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -24562.458984 Penalty: 584.219543 Iteration 8Q: 3 clusters Score -24562.46 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -24584.273438 Penalty: 584.219543 Iteration 9Q: 3 clusters Score -24584.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -24627.912109 Penalty: 584.219543 Iteration 10Q: 3 clusters Score -24627.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -24675.945312 Penalty: 584.219543 Iteration 11Q: 3 clusters Score -24675.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -24748.250000 Penalty: 584.219543 Iteration 12Q: 3 clusters Score -24748.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -24748.728516 Penalty: 584.219543 Iteration 13Q: 3 clusters Score -24748.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -24748.728516 Penalty: 584.219543 Iteration 14F: 3 clusters Score -24748.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1165 members Mstep: Class 1 contains 14015 members Mstep: Class 2 contains 104382 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 494 members Mstep: Class 5 contains 376 members Mstep: Class 6 contains 203 members Mstep: Class 7 contains 931 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 166 members Mstep: Class 10 contains 724 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 268 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 234 members Mstep: Class 15 contains 12705 members Mstep: Class 16 contains 238 members Mstep: Class 17 contains 605 members Mstep: Class 18 contains 1490 members Mstep: Class 19 contains 693 members Mstep: Class 20 contains 835 members Entering Unmasked Estep Score: -7909181.500000 Penalty: 10813.440430 Splitting cluster 5 changes total score from -7908312.000000 to -7909181.500000 So it's getting split into cluster 16. Entering ConstructFrom: Trying to split cluster 6 (203 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Entering Unmasked Estep Score: -9370.566406 Penalty: 241.750885 Iteration 0F: 2 clusters Score -9370.566 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -9079.166992 Penalty: 483.501770 Iteration 0F: 3 clusters Score -9079.167 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -9161.545898 Penalty: 483.501770 Iteration 1F: 3 clusters Score -9161.546 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -9222.203125 Penalty: 483.501770 Iteration 2F: 3 clusters Score -9222.203 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -9251.315430 Penalty: 483.501770 Iteration 3F: 3 clusters Score -9251.315 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -9274.434570 Penalty: 483.501770 Iteration 4Q: 3 clusters Score -9274.435 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -9359.411133 Penalty: 483.501770 Iteration 5F: 3 clusters Score -9359.411 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -9518.820312 Penalty: 483.501770 Iteration 6F: 3 clusters Score -9518.82 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -9553.809570 Penalty: 483.501770 Iteration 7Q: 3 clusters Score -9553.81 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -9576.140625 Penalty: 483.501770 Iteration 8Q: 3 clusters Score -9576.141 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -9617.075195 Penalty: 483.501770 Iteration 9Q: 3 clusters Score -9617.075 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -9617.075195 Penalty: 483.501770 Iteration 10F: 3 clusters Score -9617.075 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1165 members Mstep: Class 1 contains 14015 members Mstep: Class 2 contains 104382 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 494 members Mstep: Class 5 contains 376 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 931 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 166 members Mstep: Class 10 contains 724 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 268 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 234 members Mstep: Class 15 contains 12705 members Mstep: Class 16 contains 238 members Mstep: Class 17 contains 605 members Mstep: Class 18 contains 1490 members Mstep: Class 19 contains 693 members Mstep: Class 20 contains 835 members Mstep: Class 21 contains 133 members Entering Unmasked Estep Score: -7909130.500000 Penalty: 11354.112305 Splitting cluster 6 changes total score from -7908312.000000 to -7909130.500000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 7 (931 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Entering Unmasked Estep Score: -48024.207031 Penalty: 311.049805 Iteration 0F: 2 clusters Score -48024.21 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -47287.433594 Penalty: 622.099609 Iteration 0F: 3 clusters Score -47287.43 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -47557.843750 Penalty: 622.099609 Iteration 1F: 3 clusters Score -47557.84 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -47684.414062 Penalty: 622.099609 Iteration 2F: 3 clusters Score -47684.41 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -47766.031250 Penalty: 622.099609 Iteration 3F: 3 clusters Score -47766.03 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -47807.234375 Penalty: 622.099609 Iteration 4Q: 3 clusters Score -47807.23 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -47841.605469 Penalty: 622.099609 Iteration 5Q: 3 clusters Score -47841.61 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -47854.734375 Penalty: 622.099609 Iteration 6Q: 3 clusters Score -47854.73 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -47861.210938 Penalty: 622.099609 Iteration 7Q: 3 clusters Score -47861.21 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -47866.222656 Penalty: 622.099609 Iteration 8Q: 3 clusters Score -47866.22 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -47869.570312 Penalty: 622.099609 Iteration 9Q: 3 clusters Score -47869.57 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -47870.710938 Penalty: 622.099609 Iteration 10Q: 3 clusters Score -47870.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -47873.121094 Penalty: 622.099609 Iteration 11Q: 3 clusters Score -47873.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -47874.601562 Penalty: 622.099609 Iteration 12Q: 3 clusters Score -47874.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -47880.859375 Penalty: 622.099609 Iteration 13Q: 3 clusters Score -47880.86 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -47883.964844 Penalty: 622.099609 Iteration 14Q: 3 clusters Score -47883.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -47886.035156 Penalty: 622.099609 Iteration 15Q: 3 clusters Score -47886.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -47888.421875 Penalty: 622.099609 Iteration 16Q: 3 clusters Score -47888.42 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -47889.988281 Penalty: 622.099609 Iteration 17Q: 3 clusters Score -47889.99 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -47890.472656 Penalty: 622.099609 Iteration 18Q: 3 clusters Score -47890.47 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -47891.843750 Penalty: 622.099609 Iteration 19Q: 3 clusters Score -47891.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -47891.843750 Penalty: 622.099609 Iteration 20F: 3 clusters Score -47891.84 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (129 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Entering Unmasked Estep Score: -6832.389160 Penalty: 221.121460 Iteration 0F: 2 clusters Score -6832.389 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -6599.552246 Penalty: 442.242920 Iteration 0F: 3 clusters Score -6599.552 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -6632.258301 Penalty: 442.242920 Iteration 1F: 3 clusters Score -6632.258 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -6634.700195 Penalty: 442.242920 Iteration 2Q: 3 clusters Score -6634.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -6639.187012 Penalty: 442.242920 Iteration 3Q: 3 clusters Score -6639.187 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -6641.835938 Penalty: 442.242920 Iteration 4Q: 3 clusters Score -6641.836 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -6641.835938 Penalty: 442.242920 Iteration 5F: 3 clusters Score -6641.836 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (166 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Entering Unmasked Estep Score: -7794.069824 Penalty: 232.595428 Iteration 0F: 2 clusters Score -7794.07 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 82 members Entering Unmasked Estep Score: -7544.083984 Penalty: 465.190857 Iteration 0F: 3 clusters Score -7544.084 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -7612.158203 Penalty: 465.190857 Iteration 1F: 3 clusters Score -7612.158 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -7656.964355 Penalty: 465.190857 Iteration 2F: 3 clusters Score -7656.964 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -7692.316895 Penalty: 465.190857 Iteration 3F: 3 clusters Score -7692.317 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -7706.309082 Penalty: 465.190857 Iteration 4Q: 3 clusters Score -7706.309 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -7706.309082 Penalty: 465.190857 Iteration 5F: 3 clusters Score -7706.309 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (724 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Entering Unmasked Estep Score: -26160.357422 Penalty: 299.608002 Iteration 0F: 2 clusters Score -26160.36 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -25617.666016 Penalty: 599.216003 Iteration 0F: 3 clusters Score -25617.67 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -26843.867188 Penalty: 599.216003 Iteration 1F: 3 clusters Score -26843.87 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -27252.648438 Penalty: 599.216003 Iteration 2F: 3 clusters Score -27252.65 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -27324.646484 Penalty: 599.216003 Iteration 3F: 3 clusters Score -27324.65 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -27377.794922 Penalty: 599.216003 Iteration 4Q: 3 clusters Score -27377.79 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -27417.382812 Penalty: 599.216003 Iteration 5Q: 3 clusters Score -27417.38 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -27444.001953 Penalty: 599.216003 Iteration 6Q: 3 clusters Score -27444 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -27444.335938 Penalty: 599.216003 Iteration 7Q: 3 clusters Score -27444.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -27444.335938 Penalty: 599.216003 Iteration 8F: 3 clusters Score -27444.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1165 members Mstep: Class 1 contains 14015 members Mstep: Class 2 contains 104382 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 494 members Mstep: Class 5 contains 376 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 931 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 166 members Mstep: Class 10 contains 151 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 268 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 234 members Mstep: Class 15 contains 12705 members Mstep: Class 16 contains 238 members Mstep: Class 17 contains 605 members Mstep: Class 18 contains 1490 members Mstep: Class 19 contains 693 members Mstep: Class 20 contains 835 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 573 members Entering Unmasked Estep Score: -7910172.500000 Penalty: 11894.784180 Splitting cluster 10 changes total score from -7908312.000000 to -7910172.500000 So it's getting split into cluster 22. 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: -67233.453125 Penalty: 323.536682 Iteration 0F: 2 clusters Score -67233.45 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -66289.726562 Penalty: 647.073364 Iteration 0F: 3 clusters Score -66289.73 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -66532.367188 Penalty: 647.073364 Iteration 1F: 3 clusters Score -66532.37 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -66577.289062 Penalty: 647.073364 Iteration 2F: 3 clusters Score -66577.29 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -66616.953125 Penalty: 647.073364 Iteration 3F: 3 clusters Score -66616.95 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -66651.312500 Penalty: 647.073364 Iteration 4Q: 3 clusters Score -66651.31 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -66686.875000 Penalty: 647.073364 Iteration 5Q: 3 clusters Score -66686.88 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -66726.445312 Penalty: 647.073364 Iteration 6Q: 3 clusters Score -66726.45 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -66752.476562 Penalty: 647.073364 Iteration 7Q: 3 clusters Score -66752.48 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -66783.226562 Penalty: 647.073364 Iteration 8Q: 3 clusters Score -66783.23 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -66813.765625 Penalty: 647.073364 Iteration 9Q: 3 clusters Score -66813.77 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -66836.445312 Penalty: 647.073364 Iteration 10Q: 3 clusters Score -66836.45 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -66851.554688 Penalty: 647.073364 Iteration 11Q: 3 clusters Score -66851.55 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -66863.976562 Penalty: 647.073364 Iteration 12Q: 3 clusters Score -66863.98 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -66872.453125 Penalty: 647.073364 Iteration 13Q: 3 clusters Score -66872.45 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -66882.187500 Penalty: 647.073364 Iteration 14Q: 3 clusters Score -66882.19 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -66891.781250 Penalty: 647.073364 Iteration 15Q: 3 clusters Score -66891.78 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -66896.796875 Penalty: 647.073364 Iteration 16Q: 3 clusters Score -66896.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -66900.484375 Penalty: 647.073364 Iteration 17Q: 3 clusters Score -66900.48 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -66906.476562 Penalty: 647.073364 Iteration 18Q: 3 clusters Score -66906.48 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -66909.617188 Penalty: 647.073364 Iteration 19Q: 3 clusters Score -66909.62 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -66915.132812 Penalty: 647.073364 Iteration 20F: 3 clusters Score -66915.13 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -66918.820312 Penalty: 647.073364 Iteration 21Q: 3 clusters Score -66918.82 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -66920.703125 Penalty: 647.073364 Iteration 22Q: 3 clusters Score -66920.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -66922.031250 Penalty: 647.073364 Iteration 23Q: 3 clusters Score -66922.03 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -66924.132812 Penalty: 647.073364 Iteration 24Q: 3 clusters Score -66924.13 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -66925.609375 Penalty: 647.073364 Iteration 25Q: 3 clusters Score -66925.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -66926.078125 Penalty: 647.073364 Iteration 26Q: 3 clusters Score -66926.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -66926.984375 Penalty: 647.073364 Iteration 27Q: 3 clusters Score -66926.98 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -66929.187500 Penalty: 647.073364 Iteration 28Q: 3 clusters Score -66929.19 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -66931.406250 Penalty: 647.073364 Iteration 29Q: 3 clusters Score -66931.41 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -66934.062500 Penalty: 647.073364 Iteration 30Q: 3 clusters Score -66934.06 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -66935.257812 Penalty: 647.073364 Iteration 31Q: 3 clusters Score -66935.26 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -66938.539062 Penalty: 647.073364 Iteration 32Q: 3 clusters Score -66938.54 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -66942.632812 Penalty: 647.073364 Iteration 33Q: 3 clusters Score -66942.63 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -66944.992188 Penalty: 647.073364 Iteration 34Q: 3 clusters Score -66944.99 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -66946.476562 Penalty: 647.073364 Iteration 35Q: 3 clusters Score -66946.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -66947.476562 Penalty: 647.073364 Iteration 36Q: 3 clusters Score -66947.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -66949.796875 Penalty: 647.073364 Iteration 37Q: 3 clusters Score -66949.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -66953.273438 Penalty: 647.073364 Iteration 38Q: 3 clusters Score -66953.27 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -66958.945312 Penalty: 647.073364 Iteration 39Q: 3 clusters Score -66958.95 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -66961.718750 Penalty: 647.073364 Iteration 40F: 3 clusters Score -66961.72 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -66962.078125 Penalty: 647.073364 Iteration 41Q: 3 clusters Score -66962.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -66962.289062 Penalty: 647.073364 Iteration 42Q: 3 clusters Score -66962.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -66962.289062 Penalty: 647.073364 Iteration 43F: 3 clusters Score -66962.29 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (268 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Entering Unmasked Estep Score: -12934.656250 Penalty: 254.389923 Iteration 0F: 2 clusters Score -12934.66 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -12610.024414 Penalty: 508.779846 Iteration 0F: 3 clusters Score -12610.02 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -12724.617188 Penalty: 508.779846 Iteration 1F: 3 clusters Score -12724.62 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -12760.083008 Penalty: 508.779846 Iteration 2F: 3 clusters Score -12760.08 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -12786.763672 Penalty: 508.779846 Iteration 3Q: 3 clusters Score -12786.76 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -12811.081055 Penalty: 508.779846 Iteration 4Q: 3 clusters Score -12811.08 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -12817.234375 Penalty: 508.779846 Iteration 5Q: 3 clusters Score -12817.23 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -12824.261719 Penalty: 508.779846 Iteration 6Q: 3 clusters Score -12824.26 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -12832.577148 Penalty: 508.779846 Iteration 7Q: 3 clusters Score -12832.58 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -12835.036133 Penalty: 508.779846 Iteration 8Q: 3 clusters Score -12835.04 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -12835.036133 Penalty: 508.779846 Iteration 9F: 3 clusters Score -12835.04 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2464 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Entering Unmasked Estep Score: -135067.796875 Penalty: 355.334137 Iteration 0F: 2 clusters Score -135067.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -133295.109375 Penalty: 710.668274 Iteration 0F: 3 clusters Score -133295.1 nChanged 1079 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -133910.812500 Penalty: 710.668274 Iteration 1F: 3 clusters Score -133910.8 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -134013.375000 Penalty: 710.668274 Iteration 2F: 3 clusters Score -134013.4 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -134100.906250 Penalty: 710.668274 Iteration 3F: 3 clusters Score -134100.9 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -134192.578125 Penalty: 710.668274 Iteration 4F: 3 clusters Score -134192.6 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -134299.078125 Penalty: 710.668274 Iteration 5F: 3 clusters Score -134299.1 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -134426.546875 Penalty: 710.668274 Iteration 6F: 3 clusters Score -134426.5 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -134526.531250 Penalty: 710.668274 Iteration 7Q: 3 clusters Score -134526.5 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -134602.531250 Penalty: 710.668274 Iteration 8Q: 3 clusters Score -134602.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -134642.328125 Penalty: 710.668274 Iteration 9Q: 3 clusters Score -134642.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -134675.093750 Penalty: 710.668274 Iteration 10Q: 3 clusters Score -134675.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -134711.203125 Penalty: 710.668274 Iteration 11Q: 3 clusters Score -134711.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -134748.281250 Penalty: 710.668274 Iteration 12Q: 3 clusters Score -134748.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -134771.984375 Penalty: 710.668274 Iteration 13Q: 3 clusters Score -134772 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -134786.734375 Penalty: 710.668274 Iteration 14Q: 3 clusters Score -134786.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -134796.734375 Penalty: 710.668274 Iteration 15Q: 3 clusters Score -134796.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -134800.328125 Penalty: 710.668274 Iteration 16Q: 3 clusters Score -134800.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -134803.125000 Penalty: 710.668274 Iteration 17Q: 3 clusters Score -134803.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -134804.609375 Penalty: 710.668274 Iteration 18Q: 3 clusters Score -134804.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -134806.468750 Penalty: 710.668274 Iteration 19Q: 3 clusters Score -134806.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -134807.578125 Penalty: 710.668274 Iteration 20F: 3 clusters Score -134807.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -134808.546875 Penalty: 710.668274 Iteration 21Q: 3 clusters Score -134808.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -134809.031250 Penalty: 710.668274 Iteration 22Q: 3 clusters Score -134809 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -134809.250000 Penalty: 710.668274 Iteration 23Q: 3 clusters Score -134809.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -134810.000000 Penalty: 710.668274 Iteration 24Q: 3 clusters Score -134810 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -134810.515625 Penalty: 710.668274 Iteration 25Q: 3 clusters Score -134810.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 1935 members Entering Unmasked Estep Score: -134810.875000 Penalty: 710.668274 Iteration 26Q: 3 clusters Score -134810.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -134810.687500 Penalty: 710.668274 Iteration 27Q: 3 clusters Score -134810.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -134810.687500 Penalty: 710.668274 Iteration 28F: 3 clusters Score -134810.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (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: -10424.763672 Penalty: 248.217117 Iteration 0F: 2 clusters Score -10424.76 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -10150.766602 Penalty: 496.434235 Iteration 0F: 3 clusters Score -10150.77 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -10275.221680 Penalty: 496.434235 Iteration 1F: 3 clusters Score -10275.22 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -10323.137695 Penalty: 496.434235 Iteration 2F: 3 clusters Score -10323.14 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -10352.181641 Penalty: 496.434235 Iteration 3F: 3 clusters Score -10352.18 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -10364.644531 Penalty: 496.434235 Iteration 4Q: 3 clusters Score -10364.64 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -10375.346680 Penalty: 496.434235 Iteration 5Q: 3 clusters Score -10375.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -10377.851562 Penalty: 496.434235 Iteration 6Q: 3 clusters Score -10377.85 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -10381.188477 Penalty: 496.434235 Iteration 7Q: 3 clusters Score -10381.19 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -10381.188477 Penalty: 496.434235 Iteration 8F: 3 clusters Score -10381.19 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (12705 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12705 members Entering Unmasked Estep Score: -770999.375000 Penalty: 429.963654 Iteration 0F: 2 clusters Score -770999.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6370 members Mstep: Class 2 contains 6335 members Entering Unmasked Estep Score: -762420.187500 Penalty: 859.927307 Iteration 0F: 3 clusters Score -762420.2 nChanged 6017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6249 members Mstep: Class 2 contains 6456 members Entering Unmasked Estep Score: -765886.437500 Penalty: 859.927307 Iteration 1F: 3 clusters Score -765886.4 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6217 members Mstep: Class 2 contains 6488 members Entering Unmasked Estep Score: -766062.187500 Penalty: 859.927307 Iteration 2Q: 3 clusters Score -766062.2 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6197 members Mstep: Class 2 contains 6508 members Entering Unmasked Estep Score: -766214.312500 Penalty: 859.927307 Iteration 3Q: 3 clusters Score -766214.3 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6155 members Mstep: Class 2 contains 6550 members Entering Unmasked Estep Score: -766377.687500 Penalty: 859.927307 Iteration 4Q: 3 clusters Score -766377.7 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6134 members Mstep: Class 2 contains 6571 members Entering Unmasked Estep Score: -766579.875000 Penalty: 859.927307 Iteration 5Q: 3 clusters Score -766579.9 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6119 members Mstep: Class 2 contains 6586 members Entering Unmasked Estep Score: -766853.312500 Penalty: 859.927307 Iteration 6Q: 3 clusters Score -766853.3 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6105 members Mstep: Class 2 contains 6600 members Entering Unmasked Estep Score: -767243.875000 Penalty: 859.927307 Iteration 7F: 3 clusters Score -767243.9 nChanged 709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6082 members Mstep: Class 2 contains 6623 members Entering Unmasked Estep Score: -767765.562500 Penalty: 859.927307 Iteration 8F: 3 clusters Score -767765.6 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6036 members Mstep: Class 2 contains 6669 members Entering Unmasked Estep Score: -768354.500000 Penalty: 859.927307 Iteration 9F: 3 clusters Score -768354.5 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5956 members Mstep: Class 2 contains 6749 members Entering Unmasked Estep Score: -768764.937500 Penalty: 859.927307 Iteration 10F: 3 clusters Score -768764.9 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5888 members Mstep: Class 2 contains 6817 members Entering Unmasked Estep Score: -768916.000000 Penalty: 859.927307 Iteration 11Q: 3 clusters Score -768916 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5828 members Mstep: Class 2 contains 6877 members Entering Unmasked Estep Score: -768968.250000 Penalty: 859.927307 Iteration 12Q: 3 clusters Score -768968.2 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5748 members Mstep: Class 2 contains 6957 members Entering Unmasked Estep Score: -769006.125000 Penalty: 859.927307 Iteration 13Q: 3 clusters Score -769006.1 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5666 members Mstep: Class 2 contains 7039 members Entering Unmasked Estep Score: -769038.312500 Penalty: 859.927307 Iteration 14Q: 3 clusters Score -769038.3 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5582 members Mstep: Class 2 contains 7123 members Entering Unmasked Estep Score: -769074.187500 Penalty: 859.927307 Iteration 15Q: 3 clusters Score -769074.2 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5484 members Mstep: Class 2 contains 7221 members Entering Unmasked Estep Score: -769110.187500 Penalty: 859.927307 Iteration 16Q: 3 clusters Score -769110.2 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5381 members Mstep: Class 2 contains 7324 members Entering Unmasked Estep Score: -769144.500000 Penalty: 859.927307 Iteration 17Q: 3 clusters Score -769144.5 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5301 members Mstep: Class 2 contains 7404 members Entering Unmasked Estep Score: -769175.375000 Penalty: 859.927307 Iteration 18Q: 3 clusters Score -769175.4 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5213 members Mstep: Class 2 contains 7492 members Entering Unmasked Estep Score: -769213.500000 Penalty: 859.927307 Iteration 19Q: 3 clusters Score -769213.5 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5089 members Mstep: Class 2 contains 7616 members Entering Unmasked Estep Score: -769259.562500 Penalty: 859.927307 Iteration 20F: 3 clusters Score -769259.6 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4995 members Mstep: Class 2 contains 7710 members Entering Unmasked Estep Score: -769292.062500 Penalty: 859.927307 Iteration 21Q: 3 clusters Score -769292.1 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4898 members Mstep: Class 2 contains 7807 members Entering Unmasked Estep Score: -769319.250000 Penalty: 859.927307 Iteration 22Q: 3 clusters Score -769319.2 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4794 members Mstep: Class 2 contains 7911 members Entering Unmasked Estep Score: -769351.625000 Penalty: 859.927307 Iteration 23Q: 3 clusters Score -769351.6 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4710 members Mstep: Class 2 contains 7995 members Entering Unmasked Estep Score: -769372.187500 Penalty: 859.927307 Iteration 24Q: 3 clusters Score -769372.2 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4634 members Mstep: Class 2 contains 8071 members Entering Unmasked Estep Score: -769393.187500 Penalty: 859.927307 Iteration 25Q: 3 clusters Score -769393.2 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4572 members Mstep: Class 2 contains 8133 members Entering Unmasked Estep Score: -769404.375000 Penalty: 859.927307 Iteration 26Q: 3 clusters Score -769404.4 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4516 members Mstep: Class 2 contains 8189 members Entering Unmasked Estep Score: -769416.375000 Penalty: 859.927307 Iteration 27Q: 3 clusters Score -769416.4 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4445 members Mstep: Class 2 contains 8260 members Entering Unmasked Estep Score: -769433.875000 Penalty: 859.927307 Iteration 28Q: 3 clusters Score -769433.9 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4356 members Mstep: Class 2 contains 8349 members Entering Unmasked Estep Score: -769457.437500 Penalty: 859.927307 Iteration 29Q: 3 clusters Score -769457.4 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4248 members Mstep: Class 2 contains 8457 members Entering Unmasked Estep Score: -769484.500000 Penalty: 859.927307 Iteration 30Q: 3 clusters Score -769484.5 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4137 members Mstep: Class 2 contains 8568 members Entering Unmasked Estep Score: -769510.375000 Penalty: 859.927307 Iteration 31Q: 3 clusters Score -769510.4 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4024 members Mstep: Class 2 contains 8681 members Entering Unmasked Estep Score: -769536.375000 Penalty: 859.927307 Iteration 32Q: 3 clusters Score -769536.4 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3912 members Mstep: Class 2 contains 8793 members Entering Unmasked Estep Score: -769563.250000 Penalty: 859.927307 Iteration 33Q: 3 clusters Score -769563.2 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3801 members Mstep: Class 2 contains 8904 members Entering Unmasked Estep Score: -769592.125000 Penalty: 859.927307 Iteration 34Q: 3 clusters Score -769592.1 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3675 members Mstep: Class 2 contains 9030 members Entering Unmasked Estep Score: -769626.875000 Penalty: 859.927307 Iteration 35Q: 3 clusters Score -769626.9 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3539 members Mstep: Class 2 contains 9166 members Entering Unmasked Estep Score: -769666.625000 Penalty: 859.927307 Iteration 36Q: 3 clusters Score -769666.6 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3417 members Mstep: Class 2 contains 9288 members Entering Unmasked Estep Score: -769700.812500 Penalty: 859.927307 Iteration 37Q: 3 clusters Score -769700.8 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3292 members Mstep: Class 2 contains 9413 members Entering Unmasked Estep Score: -769738.375000 Penalty: 859.927307 Iteration 38Q: 3 clusters Score -769738.4 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3178 members Mstep: Class 2 contains 9527 members Entering Unmasked Estep Score: -769769.437500 Penalty: 859.927307 Iteration 39Q: 3 clusters Score -769769.4 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3054 members Mstep: Class 2 contains 9651 members Entering Unmasked Estep Score: -769804.250000 Penalty: 859.927307 Iteration 40F: 3 clusters Score -769804.2 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2922 members Mstep: Class 2 contains 9783 members Entering Unmasked Estep Score: -769837.875000 Penalty: 859.927307 Iteration 41Q: 3 clusters Score -769837.9 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2799 members Mstep: Class 2 contains 9906 members Entering Unmasked Estep Score: -769870.250000 Penalty: 859.927307 Iteration 42Q: 3 clusters Score -769870.2 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 10021 members Entering Unmasked Estep Score: -769902.000000 Penalty: 859.927307 Iteration 43Q: 3 clusters Score -769902 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2566 members Mstep: Class 2 contains 10139 members Entering Unmasked Estep Score: -769933.687500 Penalty: 859.927307 Iteration 44Q: 3 clusters Score -769933.7 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 10245 members Entering Unmasked Estep Score: -769962.625000 Penalty: 859.927307 Iteration 45Q: 3 clusters Score -769962.6 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2359 members Mstep: Class 2 contains 10346 members Entering Unmasked Estep Score: -769984.687500 Penalty: 859.927307 Iteration 46Q: 3 clusters Score -769984.7 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 10445 members Entering Unmasked Estep Score: -770007.750000 Penalty: 859.927307 Iteration 47Q: 3 clusters Score -770007.8 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 10536 members Entering Unmasked Estep Score: -770027.375000 Penalty: 859.927307 Iteration 48Q: 3 clusters Score -770027.4 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 10622 members Entering Unmasked Estep Score: -770044.625000 Penalty: 859.927307 Iteration 49Q: 3 clusters Score -770044.6 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 10711 members Entering Unmasked Estep Score: -770067.562500 Penalty: 859.927307 Iteration 50Q: 3 clusters Score -770067.6 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 10818 members Entering Unmasked Estep Score: -770101.000000 Penalty: 859.927307 Iteration 51Q: 3 clusters Score -770101 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 10912 members Entering Unmasked Estep Score: -770128.187500 Penalty: 859.927307 Iteration 52Q: 3 clusters Score -770128.2 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 11022 members Entering Unmasked Estep Score: -770164.937500 Penalty: 859.927307 Iteration 53Q: 3 clusters Score -770164.9 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 11120 members Entering Unmasked Estep Score: -770198.062500 Penalty: 859.927307 Iteration 54Q: 3 clusters Score -770198.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 11203 members Entering Unmasked Estep Score: -770223.625000 Penalty: 859.927307 Iteration 55Q: 3 clusters Score -770223.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 11276 members Entering Unmasked Estep Score: -770244.062500 Penalty: 859.927307 Iteration 56Q: 3 clusters Score -770244.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 11339 members Entering Unmasked Estep Score: -770261.812500 Penalty: 859.927307 Iteration 57Q: 3 clusters Score -770261.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 11405 members Entering Unmasked Estep Score: -770278.625000 Penalty: 859.927307 Iteration 58Q: 3 clusters Score -770278.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 11456 members Entering Unmasked Estep Score: -770290.062500 Penalty: 859.927307 Iteration 59Q: 3 clusters Score -770290.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 11495 members Entering Unmasked Estep Score: -770299.687500 Penalty: 859.927307 Iteration 60F: 3 clusters Score -770299.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 11544 members Entering Unmasked Estep Score: -770309.750000 Penalty: 859.927307 Iteration 61Q: 3 clusters Score -770309.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 11592 members Entering Unmasked Estep Score: -770322.625000 Penalty: 859.927307 Iteration 62Q: 3 clusters Score -770322.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 11645 members Entering Unmasked Estep Score: -770339.750000 Penalty: 859.927307 Iteration 63Q: 3 clusters Score -770339.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 11699 members Entering Unmasked Estep Score: -770359.375000 Penalty: 859.927307 Iteration 64Q: 3 clusters Score -770359.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 11757 members Entering Unmasked Estep Score: -770381.375000 Penalty: 859.927307 Iteration 65Q: 3 clusters Score -770381.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 11812 members Entering Unmasked Estep Score: -770405.875000 Penalty: 859.927307 Iteration 66Q: 3 clusters Score -770405.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 11872 members Entering Unmasked Estep Score: -770438.500000 Penalty: 859.927307 Iteration 67Q: 3 clusters Score -770438.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 11924 members Entering Unmasked Estep Score: -770460.187500 Penalty: 859.927307 Iteration 68Q: 3 clusters Score -770460.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 11968 members Entering Unmasked Estep Score: -770482.000000 Penalty: 859.927307 Iteration 69Q: 3 clusters Score -770482 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 12006 members Entering Unmasked Estep Score: -770506.312500 Penalty: 859.927307 Iteration 70Q: 3 clusters Score -770506.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 12044 members Entering Unmasked Estep Score: -770537.312500 Penalty: 859.927307 Iteration 71Q: 3 clusters Score -770537.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 12081 members Entering Unmasked Estep Score: -770572.500000 Penalty: 859.927307 Iteration 72Q: 3 clusters Score -770572.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 12124 members Entering Unmasked Estep Score: -770598.375000 Penalty: 859.927307 Iteration 73Q: 3 clusters Score -770598.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 12158 members Entering Unmasked Estep Score: -770611.125000 Penalty: 859.927307 Iteration 74Q: 3 clusters Score -770611.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 12185 members Entering Unmasked Estep Score: -770624.750000 Penalty: 859.927307 Iteration 75Q: 3 clusters Score -770624.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 12201 members Entering Unmasked Estep Score: -770633.750000 Penalty: 859.927307 Iteration 76Q: 3 clusters Score -770633.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 12209 members Entering Unmasked Estep Score: -770635.812500 Penalty: 859.927307 Iteration 77Q: 3 clusters Score -770635.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 12215 members Entering Unmasked Estep Score: -770637.125000 Penalty: 859.927307 Iteration 78Q: 3 clusters Score -770637.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 12221 members Entering Unmasked Estep Score: -770640.625000 Penalty: 859.927307 Iteration 79Q: 3 clusters Score -770640.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 12228 members Entering Unmasked Estep Score: -770641.312500 Penalty: 859.927307 Iteration 80F: 3 clusters Score -770641.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 12238 members Entering Unmasked Estep Score: -770644.187500 Penalty: 859.927307 Iteration 81Q: 3 clusters Score -770644.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 12244 members Entering Unmasked Estep Score: -770644.875000 Penalty: 859.927307 Iteration 82Q: 3 clusters Score -770644.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 12249 members Entering Unmasked Estep Score: -770646.000000 Penalty: 859.927307 Iteration 83Q: 3 clusters Score -770646 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 12257 members Entering Unmasked Estep Score: -770649.312500 Penalty: 859.927307 Iteration 84Q: 3 clusters Score -770649.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 12267 members Entering Unmasked Estep Score: -770653.812500 Penalty: 859.927307 Iteration 85Q: 3 clusters Score -770653.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 12274 members Entering Unmasked Estep Score: -770655.625000 Penalty: 859.927307 Iteration 86Q: 3 clusters Score -770655.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 12284 members Entering Unmasked Estep Score: -770659.125000 Penalty: 859.927307 Iteration 87Q: 3 clusters Score -770659.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 12294 members Entering Unmasked Estep Score: -770659.125000 Penalty: 859.927307 Iteration 88Q: 3 clusters Score -770659.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 12305 members Entering Unmasked Estep Score: -770663.375000 Penalty: 859.927307 Iteration 89Q: 3 clusters Score -770663.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 12313 members Entering Unmasked Estep Score: -770665.312500 Penalty: 859.927307 Iteration 90Q: 3 clusters Score -770665.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 12316 members Entering Unmasked Estep Score: -770665.937500 Penalty: 859.927307 Iteration 91Q: 3 clusters Score -770665.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 12318 members Entering Unmasked Estep Score: -770666.187500 Penalty: 859.927307 Iteration 92Q: 3 clusters Score -770666.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 12322 members Entering Unmasked Estep Score: -770668.187500 Penalty: 859.927307 Iteration 93Q: 3 clusters Score -770668.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 12327 members Entering Unmasked Estep Score: -770668.875000 Penalty: 859.927307 Iteration 94Q: 3 clusters Score -770668.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 12329 members Entering Unmasked Estep Score: -770669.187500 Penalty: 859.927307 Iteration 95Q: 3 clusters Score -770669.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 12331 members Entering Unmasked Estep Score: -770669.750000 Penalty: 859.927307 Iteration 96Q: 3 clusters Score -770669.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 12334 members Entering Unmasked Estep Score: -770671.687500 Penalty: 859.927307 Iteration 97Q: 3 clusters Score -770671.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 12338 members Entering Unmasked Estep Score: -770671.000000 Penalty: 859.927307 Iteration 98Q: 3 clusters Score -770671 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 12342 members Entering Unmasked Estep Score: -770671.875000 Penalty: 859.927307 Iteration 99Q: 3 clusters Score -770671.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 12347 members Entering Unmasked Estep Score: -770673.375000 Penalty: 859.927307 Iteration 100F: 3 clusters Score -770673.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 12350 members Entering Unmasked Estep Score: -770674.062500 Penalty: 859.927307 Iteration 101Q: 3 clusters Score -770674.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 12351 members Entering Unmasked Estep Score: -770674.312500 Penalty: 859.927307 Iteration 102Q: 3 clusters Score -770674.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 12354 members Entering Unmasked Estep Score: -770675.312500 Penalty: 859.927307 Iteration 103Q: 3 clusters Score -770675.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 12357 members Entering Unmasked Estep Score: -770674.687500 Penalty: 859.927307 Iteration 104Q: 3 clusters Score -770674.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 12358 members Entering Unmasked Estep Score: -770675.125000 Penalty: 859.927307 Iteration 105Q: 3 clusters Score -770675.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 12358 members Entering Unmasked Estep Score: -770675.125000 Penalty: 859.927307 Iteration 106F: 3 clusters Score -770675.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (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: -30089.984375 Penalty: 291.437897 Iteration 0F: 2 clusters Score -30089.98 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -29577.591797 Penalty: 582.875793 Iteration 0F: 3 clusters Score -29577.59 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -29872.880859 Penalty: 582.875793 Iteration 1F: 3 clusters Score -29872.88 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -29996.693359 Penalty: 582.875793 Iteration 2F: 3 clusters Score -29996.69 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -30059.996094 Penalty: 582.875793 Iteration 3F: 3 clusters Score -30060 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -30110.912109 Penalty: 582.875793 Iteration 4Q: 3 clusters Score -30110.91 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -30138.216797 Penalty: 582.875793 Iteration 5Q: 3 clusters Score -30138.22 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -30157.812500 Penalty: 582.875793 Iteration 6Q: 3 clusters Score -30157.81 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -30175.414062 Penalty: 582.875793 Iteration 7Q: 3 clusters Score -30175.41 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -30186.914062 Penalty: 582.875793 Iteration 8Q: 3 clusters Score -30186.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -30199.353516 Penalty: 582.875793 Iteration 9F: 3 clusters Score -30199.35 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -30216.429688 Penalty: 582.875793 Iteration 10Q: 3 clusters Score -30216.43 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -30221.562500 Penalty: 582.875793 Iteration 11Q: 3 clusters Score -30221.56 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -30222.945312 Penalty: 582.875793 Iteration 12Q: 3 clusters Score -30222.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -30222.945312 Penalty: 582.875793 Iteration 13F: 3 clusters Score -30222.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1165 members Mstep: Class 1 contains 14015 members Mstep: Class 2 contains 104382 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 494 members Mstep: Class 5 contains 376 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 931 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 166 members Mstep: Class 10 contains 151 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 268 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 234 members Mstep: Class 15 contains 12705 members Mstep: Class 16 contains 238 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 1490 members Mstep: Class 19 contains 693 members Mstep: Class 20 contains 835 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 573 members Mstep: Class 23 contains 508 members Entering Unmasked Estep Score: -7910051.000000 Penalty: 12435.456055 Splitting cluster 17 changes total score from -7908312.000000 to -7910051.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 18 (1490 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Entering Unmasked Estep Score: -89343.718750 Penalty: 332.447174 Iteration 0F: 2 clusters Score -89343.72 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -88222.023438 Penalty: 664.894348 Iteration 0F: 3 clusters Score -88222.02 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -88530.765625 Penalty: 664.894348 Iteration 1F: 3 clusters Score -88530.77 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -88610.570312 Penalty: 664.894348 Iteration 2F: 3 clusters Score -88610.57 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -88678.546875 Penalty: 664.894348 Iteration 3F: 3 clusters Score -88678.55 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -88721.265625 Penalty: 664.894348 Iteration 4F: 3 clusters Score -88721.27 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -88753.164062 Penalty: 664.894348 Iteration 5Q: 3 clusters Score -88753.16 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -88784.421875 Penalty: 664.894348 Iteration 6Q: 3 clusters Score -88784.42 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -88815.843750 Penalty: 664.894348 Iteration 7Q: 3 clusters Score -88815.84 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -88855.820312 Penalty: 664.894348 Iteration 8Q: 3 clusters Score -88855.82 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -88884.992188 Penalty: 664.894348 Iteration 9Q: 3 clusters Score -88884.99 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -88913.843750 Penalty: 664.894348 Iteration 10Q: 3 clusters Score -88913.84 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -88943.984375 Penalty: 664.894348 Iteration 11Q: 3 clusters Score -88943.98 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -88962.375000 Penalty: 664.894348 Iteration 12Q: 3 clusters Score -88962.38 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -88977.593750 Penalty: 664.894348 Iteration 13Q: 3 clusters Score -88977.59 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -89004.757812 Penalty: 664.894348 Iteration 14Q: 3 clusters Score -89004.76 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -89021.398438 Penalty: 664.894348 Iteration 15Q: 3 clusters Score -89021.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -89039.164062 Penalty: 664.894348 Iteration 16Q: 3 clusters Score -89039.16 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -89050.515625 Penalty: 664.894348 Iteration 17Q: 3 clusters Score -89050.52 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -89056.296875 Penalty: 664.894348 Iteration 18Q: 3 clusters Score -89056.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -89067.109375 Penalty: 664.894348 Iteration 19Q: 3 clusters Score -89067.11 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -89092.976562 Penalty: 664.894348 Iteration 20F: 3 clusters Score -89092.98 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -89130.125000 Penalty: 664.894348 Iteration 21Q: 3 clusters Score -89130.12 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -89175.640625 Penalty: 664.894348 Iteration 22Q: 3 clusters Score -89175.64 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -89208.695312 Penalty: 664.894348 Iteration 23Q: 3 clusters Score -89208.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -89236.406250 Penalty: 664.894348 Iteration 24Q: 3 clusters Score -89236.41 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -89254.617188 Penalty: 664.894348 Iteration 25Q: 3 clusters Score -89254.62 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -89265.132812 Penalty: 664.894348 Iteration 26Q: 3 clusters Score -89265.13 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -89278.000000 Penalty: 664.894348 Iteration 27Q: 3 clusters Score -89278 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -89288.664062 Penalty: 664.894348 Iteration 28Q: 3 clusters Score -89288.66 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -89291.375000 Penalty: 664.894348 Iteration 29Q: 3 clusters Score -89291.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -89291.664062 Penalty: 664.894348 Iteration 30Q: 3 clusters Score -89291.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -89299.945312 Penalty: 664.894348 Iteration 31F: 3 clusters Score -89299.95 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -89304.031250 Penalty: 664.894348 Iteration 32Q: 3 clusters Score -89304.03 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -89306.171875 Penalty: 664.894348 Iteration 33Q: 3 clusters Score -89306.17 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -89309.007812 Penalty: 664.894348 Iteration 34Q: 3 clusters Score -89309.01 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -89310.101562 Penalty: 664.894348 Iteration 35Q: 3 clusters Score -89310.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -89310.406250 Penalty: 664.894348 Iteration 36Q: 3 clusters Score -89310.41 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -89310.406250 Penalty: 664.894348 Iteration 37F: 3 clusters Score -89310.41 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (693 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Entering Unmasked Estep Score: -35029.445312 Penalty: 297.616852 Iteration 0F: 2 clusters Score -35029.45 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -34455.972656 Penalty: 595.233704 Iteration 0F: 3 clusters Score -34455.97 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -34656.945312 Penalty: 595.233704 Iteration 1F: 3 clusters Score -34656.95 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -34738.375000 Penalty: 595.233704 Iteration 2F: 3 clusters Score -34738.38 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -34792.207031 Penalty: 595.233704 Iteration 3F: 3 clusters Score -34792.21 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -34826.261719 Penalty: 595.233704 Iteration 4F: 3 clusters Score -34826.26 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -34856.437500 Penalty: 595.233704 Iteration 5Q: 3 clusters Score -34856.44 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -34882.652344 Penalty: 595.233704 Iteration 6Q: 3 clusters Score -34882.65 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -34898.742188 Penalty: 595.233704 Iteration 7Q: 3 clusters Score -34898.74 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -34924.449219 Penalty: 595.233704 Iteration 8Q: 3 clusters Score -34924.45 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -34939.953125 Penalty: 595.233704 Iteration 9Q: 3 clusters Score -34939.95 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -34950.539062 Penalty: 595.233704 Iteration 10Q: 3 clusters Score -34950.54 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -34951.546875 Penalty: 595.233704 Iteration 11Q: 3 clusters Score -34951.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -34951.546875 Penalty: 595.233704 Iteration 12F: 3 clusters Score -34951.55 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (835 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Entering Unmasked Estep Score: -48822.691406 Penalty: 306.098145 Iteration 0F: 2 clusters Score -48822.69 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -48123.355469 Penalty: 612.196289 Iteration 0F: 3 clusters Score -48123.36 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -48309.949219 Penalty: 612.196289 Iteration 1F: 3 clusters Score -48309.95 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -48342.546875 Penalty: 612.196289 Iteration 2F: 3 clusters Score -48342.55 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -48362.796875 Penalty: 612.196289 Iteration 3Q: 3 clusters Score -48362.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -48381.269531 Penalty: 612.196289 Iteration 4Q: 3 clusters Score -48381.27 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -48399.828125 Penalty: 612.196289 Iteration 5Q: 3 clusters Score -48399.83 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -48414.726562 Penalty: 612.196289 Iteration 6Q: 3 clusters Score -48414.73 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -48431.441406 Penalty: 612.196289 Iteration 7Q: 3 clusters Score -48431.44 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -48445.882812 Penalty: 612.196289 Iteration 8Q: 3 clusters Score -48445.88 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -48453.816406 Penalty: 612.196289 Iteration 9Q: 3 clusters Score -48453.82 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -48455.070312 Penalty: 612.196289 Iteration 10Q: 3 clusters Score -48455.07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -48456.183594 Penalty: 612.196289 Iteration 11Q: 3 clusters Score -48456.18 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -48457.949219 Penalty: 612.196289 Iteration 12Q: 3 clusters Score -48457.95 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -48461.070312 Penalty: 612.196289 Iteration 13Q: 3 clusters Score -48461.07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -48464.289062 Penalty: 612.196289 Iteration 14Q: 3 clusters Score -48464.29 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -48466.968750 Penalty: 612.196289 Iteration 15Q: 3 clusters Score -48466.97 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -48468.601562 Penalty: 612.196289 Iteration 16Q: 3 clusters Score -48468.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -48470.773438 Penalty: 612.196289 Iteration 17Q: 3 clusters Score -48470.77 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -48473.097656 Penalty: 612.196289 Iteration 18Q: 3 clusters Score -48473.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -48476.125000 Penalty: 612.196289 Iteration 19Q: 3 clusters Score -48476.12 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -48478.503906 Penalty: 612.196289 Iteration 20F: 3 clusters Score -48478.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -48481.820312 Penalty: 612.196289 Iteration 21Q: 3 clusters Score -48481.82 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -48486.855469 Penalty: 612.196289 Iteration 22Q: 3 clusters Score -48486.86 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -48492.894531 Penalty: 612.196289 Iteration 23Q: 3 clusters Score -48492.89 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -48495.566406 Penalty: 612.196289 Iteration 24Q: 3 clusters Score -48495.57 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -48497.394531 Penalty: 612.196289 Iteration 25Q: 3 clusters Score -48497.39 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -48498.640625 Penalty: 612.196289 Iteration 26Q: 3 clusters Score -48498.64 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -48498.769531 Penalty: 612.196289 Iteration 27Q: 3 clusters Score -48498.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -48498.980469 Penalty: 612.196289 Iteration 28Q: 3 clusters Score -48498.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -48499.269531 Penalty: 612.196289 Iteration 29Q: 3 clusters Score -48499.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -48499.425781 Penalty: 612.196289 Iteration 30Q: 3 clusters Score -48499.43 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -48500.242188 Penalty: 612.196289 Iteration 31Q: 3 clusters Score -48500.24 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -48500.242188 Penalty: 612.196289 Iteration 32F: 3 clusters Score -48500.24 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1165 members Mstep: Class 1 contains 14015 members Mstep: Class 2 contains 104382 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 494 members Mstep: Class 5 contains 376 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 931 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 166 members Mstep: Class 10 contains 151 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 268 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 234 members Mstep: Class 15 contains 12705 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 1490 members Mstep: Class 19 contains 693 members Mstep: Class 20 contains 835 members Entering Unmasked Estep ConsiderDeletion Score: -7910064.000000 Penalty: 12435.456055 Iteration 79Q: 24 clusters Score -7910064 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 1165 members Mstep: Class 1 contains 13980 members Mstep: Class 2 contains 104293 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 494 members Mstep: Class 5 contains 377 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 937 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 164 members Mstep: Class 10 contains 150 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 234 members Mstep: Class 15 contains 12805 members Mstep: Class 16 contains 238 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 1500 members Mstep: Class 19 contains 693 members Mstep: Class 20 contains 844 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 573 members Mstep: Class 23 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -7910303.000000 Penalty: 12435.456055 Iteration 80F: 24 clusters Score -7910303 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 1161 members Mstep: Class 1 contains 13950 members Mstep: Class 2 contains 104027 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 493 members Mstep: Class 5 contains 378 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 945 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 165 members Mstep: Class 10 contains 149 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 238 members Mstep: Class 15 contains 13088 members Mstep: Class 16 contains 238 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 1504 members Mstep: Class 19 contains 693 members Mstep: Class 20 contains 845 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 573 members Mstep: Class 23 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -7910451.000000 Penalty: 12435.456055 Iteration 81Q: 24 clusters Score -7910451 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 1161 members Mstep: Class 1 contains 13924 members Mstep: Class 2 contains 103760 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 494 members Mstep: Class 5 contains 379 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 950 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 166 members Mstep: Class 10 contains 151 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 234 members Mstep: Class 15 contains 13356 members Mstep: Class 16 contains 238 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 1514 members Mstep: Class 19 contains 697 members Mstep: Class 20 contains 853 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 570 members Mstep: Class 23 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -7910551.500000 Penalty: 12435.456055 Iteration 82Q: 24 clusters Score -7910552 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 1161 members Mstep: Class 1 contains 13915 members Mstep: Class 2 contains 103486 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 494 members Mstep: Class 5 contains 379 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 957 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 166 members Mstep: Class 10 contains 151 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 233 members Mstep: Class 15 contains 13611 members Mstep: Class 16 contains 238 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 1526 members Mstep: Class 19 contains 698 members Mstep: Class 20 contains 862 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 570 members Mstep: Class 23 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -7910606.500000 Penalty: 12435.456055 Iteration 83Q: 24 clusters Score -7910606 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 1161 members Mstep: Class 1 contains 13896 members Mstep: Class 2 contains 103227 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 494 members Mstep: Class 5 contains 380 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 964 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 166 members Mstep: Class 10 contains 151 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 233 members Mstep: Class 15 contains 13869 members Mstep: Class 16 contains 238 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 1534 members Mstep: Class 19 contains 698 members Mstep: Class 20 contains 867 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 569 members Mstep: Class 23 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -7910651.000000 Penalty: 12435.456055 Iteration 84Q: 24 clusters Score -7910651 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 1161 members Mstep: Class 1 contains 13879 members Mstep: Class 2 contains 103016 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 494 members Mstep: Class 5 contains 381 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 975 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 167 members Mstep: Class 10 contains 151 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 233 members Mstep: Class 15 contains 14074 members Mstep: Class 16 contains 238 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 1544 members Mstep: Class 19 contains 698 members Mstep: Class 20 contains 868 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 568 members Mstep: Class 23 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -7910671.000000 Penalty: 12435.456055 Iteration 85Q: 24 clusters Score -7910671 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 1161 members Mstep: Class 1 contains 13854 members Mstep: Class 2 contains 102842 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 494 members Mstep: Class 5 contains 382 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 983 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 167 members Mstep: Class 10 contains 151 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 233 members Mstep: Class 15 contains 14254 members Mstep: Class 16 contains 238 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 1553 members Mstep: Class 19 contains 698 members Mstep: Class 20 contains 870 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 567 members Mstep: Class 23 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -7910663.000000 Penalty: 12435.456055 Iteration 86Q: 24 clusters Score -7910663 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 1161 members Mstep: Class 1 contains 13829 members Mstep: Class 2 contains 102678 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 495 members Mstep: Class 5 contains 382 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 988 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 167 members Mstep: Class 10 contains 151 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 233 members Mstep: Class 15 contains 14421 members Mstep: Class 16 contains 238 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 1567 members Mstep: Class 19 contains 698 members Mstep: Class 20 contains 872 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 567 members Mstep: Class 23 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -7910682.000000 Penalty: 12435.456055 Iteration 87Q: 24 clusters Score -7910682 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 1161 members Mstep: Class 1 contains 13797 members Mstep: Class 2 contains 102541 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 494 members Mstep: Class 5 contains 382 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 995 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 167 members Mstep: Class 10 contains 151 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 233 members Mstep: Class 15 contains 14565 members Mstep: Class 16 contains 238 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 1581 members Mstep: Class 19 contains 698 members Mstep: Class 20 contains 877 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 567 members Mstep: Class 23 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -7910725.500000 Penalty: 12435.456055 Iteration 88Q: 24 clusters Score -7910726 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 1161 members Mstep: Class 1 contains 13775 members Mstep: Class 2 contains 102401 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 494 members Mstep: Class 5 contains 382 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1000 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 167 members Mstep: Class 10 contains 151 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 233 members Mstep: Class 15 contains 14699 members Mstep: Class 16 contains 238 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 1597 members Mstep: Class 19 contains 698 members Mstep: Class 20 contains 884 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 567 members Mstep: Class 23 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -7910744.500000 Penalty: 12435.456055 Iteration 89Q: 24 clusters Score -7910744 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 1161 members Mstep: Class 1 contains 13757 members Mstep: Class 2 contains 102273 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 495 members Mstep: Class 5 contains 382 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1004 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 167 members Mstep: Class 10 contains 151 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 233 members Mstep: Class 15 contains 14816 members Mstep: Class 16 contains 238 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 1615 members Mstep: Class 19 contains 698 members Mstep: Class 20 contains 890 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 567 members Mstep: Class 23 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -7910754.000000 Penalty: 12435.456055 Iteration 90Q: 24 clusters Score -7910754 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 1161 members Mstep: Class 1 contains 13731 members Mstep: Class 2 contains 102158 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 495 members Mstep: Class 5 contains 382 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1007 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 167 members Mstep: Class 10 contains 151 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 233 members Mstep: Class 15 contains 14942 members Mstep: Class 16 contains 238 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 1621 members Mstep: Class 19 contains 698 members Mstep: Class 20 contains 896 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 567 members Mstep: Class 23 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -7910792.500000 Penalty: 12435.456055 Iteration 91Q: 24 clusters Score -7910792 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 1161 members Mstep: Class 1 contains 13706 members Mstep: Class 2 contains 102038 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 495 members Mstep: Class 5 contains 382 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1009 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 167 members Mstep: Class 10 contains 151 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 233 members Mstep: Class 15 contains 15065 members Mstep: Class 16 contains 238 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 1631 members Mstep: Class 19 contains 698 members Mstep: Class 20 contains 906 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 567 members Mstep: Class 23 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -7910814.000000 Penalty: 12435.456055 Iteration 92Q: 24 clusters Score -7910814 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 1161 members Mstep: Class 1 contains 13675 members Mstep: Class 2 contains 101933 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 495 members Mstep: Class 5 contains 382 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1012 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 167 members Mstep: Class 10 contains 151 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 233 members Mstep: Class 15 contains 15179 members Mstep: Class 16 contains 238 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 1645 members Mstep: Class 19 contains 698 members Mstep: Class 20 contains 911 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 567 members Mstep: Class 23 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -7910788.000000 Penalty: 12435.456055 Iteration 93Q: 24 clusters Score -7910788 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 1161 members Mstep: Class 1 contains 13642 members Mstep: Class 2 contains 101853 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 495 members Mstep: Class 5 contains 382 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1013 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 167 members Mstep: Class 10 contains 151 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 233 members Mstep: Class 15 contains 15277 members Mstep: Class 16 contains 238 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 1654 members Mstep: Class 19 contains 698 members Mstep: Class 20 contains 916 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 567 members Mstep: Class 23 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -7910762.500000 Penalty: 12435.456055 Iteration 94Q: 24 clusters Score -7910762 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 1161 members Mstep: Class 1 contains 13612 members Mstep: Class 2 contains 101774 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 495 members Mstep: Class 5 contains 382 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1016 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 168 members Mstep: Class 10 contains 151 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 233 members Mstep: Class 15 contains 15366 members Mstep: Class 16 contains 238 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 1667 members Mstep: Class 19 contains 698 members Mstep: Class 20 contains 919 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 567 members Mstep: Class 23 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -7910781.000000 Penalty: 12435.456055 Iteration 95Q: 24 clusters Score -7910781 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 1161 members Mstep: Class 1 contains 13581 members Mstep: Class 2 contains 101707 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 495 members Mstep: Class 5 contains 382 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1020 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 168 members Mstep: Class 10 contains 151 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 233 members Mstep: Class 15 contains 15443 members Mstep: Class 16 contains 238 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 1682 members Mstep: Class 19 contains 698 members Mstep: Class 20 contains 919 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 567 members Mstep: Class 23 contains 510 members Entering Unmasked Estep ConsiderDeletion Score: -7910779.500000 Penalty: 12435.456055 Iteration 96Q: 24 clusters Score -7910780 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 1161 members Mstep: Class 1 contains 13546 members Mstep: Class 2 contains 101639 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 495 members Mstep: Class 5 contains 382 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1028 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 168 members Mstep: Class 10 contains 151 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 233 members Mstep: Class 15 contains 15525 members Mstep: Class 16 contains 238 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 1691 members Mstep: Class 19 contains 698 members Mstep: Class 20 contains 921 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 567 members Mstep: Class 23 contains 512 members Entering Unmasked Estep ConsiderDeletion Score: -7910781.000000 Penalty: 12435.456055 Iteration 97Q: 24 clusters Score -7910781 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 1161 members Mstep: Class 1 contains 13519 members Mstep: Class 2 contains 101553 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 496 members Mstep: Class 5 contains 382 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1035 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 168 members Mstep: Class 10 contains 151 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 233 members Mstep: Class 15 contains 15612 members Mstep: Class 16 contains 238 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 1705 members Mstep: Class 19 contains 698 members Mstep: Class 20 contains 925 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 567 members Mstep: Class 23 contains 512 members Entering Unmasked Estep ConsiderDeletion Score: -7910795.500000 Penalty: 12435.456055 Iteration 98Q: 24 clusters Score -7910796 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 1161 members Mstep: Class 1 contains 13487 members Mstep: Class 2 contains 101491 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 496 members Mstep: Class 5 contains 382 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1041 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 168 members Mstep: Class 10 contains 151 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 233 members Mstep: Class 15 contains 15680 members Mstep: Class 16 contains 238 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 1719 members Mstep: Class 19 contains 698 members Mstep: Class 20 contains 931 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 567 members Mstep: Class 23 contains 512 members Entering Unmasked Estep ConsiderDeletion Score: -7910807.500000 Penalty: 12435.456055 Iteration 99Q: 24 clusters Score -7910808 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 1161 members Mstep: Class 1 contains 13462 members Mstep: Class 2 contains 101418 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 498 members Mstep: Class 5 contains 382 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1044 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 169 members Mstep: Class 10 contains 151 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 233 members Mstep: Class 15 contains 15757 members Mstep: Class 16 contains 238 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 1736 members Mstep: Class 19 contains 698 members Mstep: Class 20 contains 929 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 567 members Mstep: Class 23 contains 512 members Entering Unmasked Estep ConsiderDeletion Score: -7910817.500000 Penalty: 12435.456055 Iteration 100F: 24 clusters Score -7910818 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 1160 members Mstep: Class 1 contains 13433 members Mstep: Class 2 contains 101354 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 499 members Mstep: Class 5 contains 383 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1050 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 169 members Mstep: Class 10 contains 151 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 234 members Mstep: Class 15 contains 15828 members Mstep: Class 16 contains 238 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 1745 members Mstep: Class 19 contains 698 members Mstep: Class 20 contains 935 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 566 members Mstep: Class 23 contains 512 members Entering Unmasked Estep ConsiderDeletion Score: -7910851.500000 Penalty: 12435.456055 Iteration 101Q: 24 clusters Score -7910852 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 13412 members Mstep: Class 2 contains 101284 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 499 members Mstep: Class 5 contains 383 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1054 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 169 members Mstep: Class 10 contains 151 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 235 members Mstep: Class 15 contains 15905 members Mstep: Class 16 contains 238 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 1753 members Mstep: Class 19 contains 698 members Mstep: Class 20 contains 937 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 566 members Mstep: Class 23 contains 512 members Entering Unmasked Estep ConsiderDeletion Score: -7910890.000000 Penalty: 12435.456055 Iteration 102Q: 24 clusters Score -7910890 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 13395 members Mstep: Class 2 contains 101218 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 499 members Mstep: Class 5 contains 383 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1059 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 169 members Mstep: Class 10 contains 151 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 235 members Mstep: Class 15 contains 15974 members Mstep: Class 16 contains 238 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 1759 members Mstep: Class 19 contains 698 members Mstep: Class 20 contains 940 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 566 members Mstep: Class 23 contains 512 members Entering Unmasked Estep ConsiderDeletion Score: -7910882.500000 Penalty: 12435.456055 Iteration 103Q: 24 clusters Score -7910882 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 13381 members Mstep: Class 2 contains 101171 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 499 members Mstep: Class 5 contains 383 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1062 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 169 members Mstep: Class 10 contains 151 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 235 members Mstep: Class 15 contains 16032 members Mstep: Class 16 contains 238 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 1759 members Mstep: Class 19 contains 698 members Mstep: Class 20 contains 940 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 566 members Mstep: Class 23 contains 512 members Entering Unmasked Estep ConsiderDeletion Score: -7910888.500000 Penalty: 12435.456055 Iteration 104Q: 24 clusters Score -7910888 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 13366 members Mstep: Class 2 contains 101121 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 499 members Mstep: Class 5 contains 383 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1065 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 169 members Mstep: Class 10 contains 151 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 235 members Mstep: Class 15 contains 16091 members Mstep: Class 16 contains 238 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 1763 members Mstep: Class 19 contains 698 members Mstep: Class 20 contains 939 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 566 members Mstep: Class 23 contains 512 members Entering Unmasked Estep ConsiderDeletion Score: -7910895.500000 Penalty: 12435.456055 Iteration 105Q: 24 clusters Score -7910896 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 13352 members Mstep: Class 2 contains 101064 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 499 members Mstep: Class 5 contains 383 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1068 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 169 members Mstep: Class 10 contains 151 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 235 members Mstep: Class 15 contains 16153 members Mstep: Class 16 contains 238 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 1769 members Mstep: Class 19 contains 698 members Mstep: Class 20 contains 938 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 566 members Mstep: Class 23 contains 513 members Entering Unmasked Estep ConsiderDeletion Score: -7910887.500000 Penalty: 12435.456055 Iteration 106Q: 24 clusters Score -7910888 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 13340 members Mstep: Class 2 contains 100995 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 499 members Mstep: Class 5 contains 383 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1070 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 169 members Mstep: Class 10 contains 151 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 235 members Mstep: Class 15 contains 16226 members Mstep: Class 16 contains 238 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 1774 members Mstep: Class 19 contains 698 members Mstep: Class 20 contains 939 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 566 members Mstep: Class 23 contains 513 members Entering Unmasked Estep ConsiderDeletion Score: -7910885.500000 Penalty: 12435.456055 Iteration 107Q: 24 clusters Score -7910886 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 13328 members Mstep: Class 2 contains 100941 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 499 members Mstep: Class 5 contains 383 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1072 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 169 members Mstep: Class 10 contains 151 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 235 members Mstep: Class 15 contains 16291 members Mstep: Class 16 contains 238 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 1774 members Mstep: Class 19 contains 698 members Mstep: Class 20 contains 938 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 566 members Mstep: Class 23 contains 513 members Entering Unmasked Estep ConsiderDeletion Score: -7910894.500000 Penalty: 12435.456055 Iteration 108Q: 24 clusters Score -7910894 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 13319 members Mstep: Class 2 contains 100885 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 499 members Mstep: Class 5 contains 383 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1073 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 169 members Mstep: Class 10 contains 151 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 235 members Mstep: Class 15 contains 16354 members Mstep: Class 16 contains 238 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 1775 members Mstep: Class 19 contains 698 members Mstep: Class 20 contains 938 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 566 members Mstep: Class 23 contains 513 members Entering Unmasked Estep ConsiderDeletion Score: -7910892.000000 Penalty: 12435.456055 Iteration 109Q: 24 clusters Score -7910892 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 13311 members Mstep: Class 2 contains 100832 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 499 members Mstep: Class 5 contains 383 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1074 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 169 members Mstep: Class 10 contains 151 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 235 members Mstep: Class 15 contains 16412 members Mstep: Class 16 contains 238 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 1777 members Mstep: Class 19 contains 698 members Mstep: Class 20 contains 938 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 566 members Mstep: Class 23 contains 513 members Entering Unmasked Estep ConsiderDeletion Score: -7910924.500000 Penalty: 12435.456055 Iteration 110Q: 24 clusters Score -7910924 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 13302 members Mstep: Class 2 contains 100776 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 499 members Mstep: Class 5 contains 383 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1078 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 169 members Mstep: Class 10 contains 151 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 235 members Mstep: Class 15 contains 16470 members Mstep: Class 16 contains 238 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 1780 members Mstep: Class 19 contains 698 members Mstep: Class 20 contains 938 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 566 members Mstep: Class 23 contains 513 members Entering Unmasked Estep ConsiderDeletion Score: -7910940.500000 Penalty: 12435.456055 Iteration 111Q: 24 clusters Score -7910940 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 13293 members Mstep: Class 2 contains 100729 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 499 members Mstep: Class 5 contains 383 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1078 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 169 members Mstep: Class 10 contains 151 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 235 members Mstep: Class 15 contains 16523 members Mstep: Class 16 contains 238 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 1783 members Mstep: Class 19 contains 698 members Mstep: Class 20 contains 938 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 566 members Mstep: Class 23 contains 513 members Entering Unmasked Estep ConsiderDeletion Score: -7910959.500000 Penalty: 12435.456055 Iteration 112Q: 24 clusters Score -7910960 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 13285 members Mstep: Class 2 contains 100680 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 499 members Mstep: Class 5 contains 383 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1079 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 169 members Mstep: Class 10 contains 151 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 235 members Mstep: Class 15 contains 16574 members Mstep: Class 16 contains 238 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 1787 members Mstep: Class 19 contains 698 members Mstep: Class 20 contains 939 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 566 members Mstep: Class 23 contains 513 members Entering Unmasked Estep ConsiderDeletion Score: -7910970.000000 Penalty: 12435.456055 Iteration 113Q: 24 clusters Score -7910970 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 13276 members Mstep: Class 2 contains 100637 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 499 members Mstep: Class 5 contains 383 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1079 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 169 members Mstep: Class 10 contains 151 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 235 members Mstep: Class 15 contains 16624 members Mstep: Class 16 contains 238 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 1789 members Mstep: Class 19 contains 698 members Mstep: Class 20 contains 939 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 566 members Mstep: Class 23 contains 513 members Entering Unmasked Estep ConsiderDeletion Score: -7910971.000000 Penalty: 12435.456055 Iteration 114Q: 24 clusters Score -7910971 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 13268 members Mstep: Class 2 contains 100600 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 499 members Mstep: Class 5 contains 383 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1079 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 169 members Mstep: Class 10 contains 151 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 235 members Mstep: Class 15 contains 16666 members Mstep: Class 16 contains 238 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 1792 members Mstep: Class 19 contains 698 members Mstep: Class 20 contains 939 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 566 members Mstep: Class 23 contains 513 members Entering Unmasked Estep ConsiderDeletion Score: -7910955.000000 Penalty: 12435.456055 Iteration 115Q: 24 clusters Score -7910955 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 13259 members Mstep: Class 2 contains 100571 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 499 members Mstep: Class 5 contains 383 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1079 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 169 members Mstep: Class 10 contains 151 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 235 members Mstep: Class 15 contains 16703 members Mstep: Class 16 contains 238 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 1793 members Mstep: Class 19 contains 698 members Mstep: Class 20 contains 939 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 566 members Mstep: Class 23 contains 513 members Entering Unmasked Estep ConsiderDeletion Score: -7910947.000000 Penalty: 12435.456055 Iteration 116Q: 24 clusters Score -7910947 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 13250 members Mstep: Class 2 contains 100550 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 499 members Mstep: Class 5 contains 383 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1079 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 169 members Mstep: Class 10 contains 151 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 235 members Mstep: Class 15 contains 16732 members Mstep: Class 16 contains 238 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 1793 members Mstep: Class 19 contains 698 members Mstep: Class 20 contains 940 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 566 members Mstep: Class 23 contains 513 members Entering Unmasked Estep ConsiderDeletion Score: -7910939.500000 Penalty: 12435.456055 Iteration 117Q: 24 clusters Score -7910940 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 13241 members Mstep: Class 2 contains 100538 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 499 members Mstep: Class 5 contains 383 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1079 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 169 members Mstep: Class 10 contains 151 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 235 members Mstep: Class 15 contains 16752 members Mstep: Class 16 contains 238 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 1793 members Mstep: Class 19 contains 698 members Mstep: Class 20 contains 941 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 566 members Mstep: Class 23 contains 513 members Entering Unmasked Estep ConsiderDeletion Score: -7910946.000000 Penalty: 12435.456055 Iteration 118Q: 24 clusters Score -7910946 nChanged 47 Entering ConstructFrom: Score: -7910946.000000 Penalty: 12435.456055 Entering ConstructFrom: Trying to split cluster 1 (13230 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13230 members Entering Unmasked Estep Score: -715173.125000 Penalty: 431.806000 Iteration 0F: 2 clusters Score -715173.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6593 members Mstep: Class 2 contains 6637 members Entering Unmasked Estep Score: -706299.812500 Penalty: 863.612000 Iteration 0F: 3 clusters Score -706299.8 nChanged 6276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6549 members Mstep: Class 2 contains 6681 members Entering Unmasked Estep Score: -709786.750000 Penalty: 863.612000 Iteration 1F: 3 clusters Score -709786.8 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6484 members Mstep: Class 2 contains 6746 members Entering Unmasked Estep Score: -709963.875000 Penalty: 863.612000 Iteration 2Q: 3 clusters Score -709963.9 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6398 members Mstep: Class 2 contains 6832 members Entering Unmasked Estep Score: -710165.375000 Penalty: 863.612000 Iteration 3Q: 3 clusters Score -710165.4 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6212 members Mstep: Class 2 contains 7018 members Entering Unmasked Estep Score: -710406.187500 Penalty: 863.612000 Iteration 4Q: 3 clusters Score -710406.2 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5961 members Mstep: Class 2 contains 7269 members Entering Unmasked Estep Score: -710693.687500 Penalty: 863.612000 Iteration 5Q: 3 clusters Score -710693.7 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5648 members Mstep: Class 2 contains 7582 members Entering Unmasked Estep Score: -711043.062500 Penalty: 863.612000 Iteration 6Q: 3 clusters Score -711043.1 nChanged 725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5261 members Mstep: Class 2 contains 7969 members Entering Unmasked Estep Score: -711477.750000 Penalty: 863.612000 Iteration 7F: 3 clusters Score -711477.8 nChanged 756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4837 members Mstep: Class 2 contains 8393 members Entering Unmasked Estep Score: -711970.500000 Penalty: 863.612000 Iteration 8F: 3 clusters Score -711970.5 nChanged 723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4476 members Mstep: Class 2 contains 8754 members Entering Unmasked Estep Score: -712400.062500 Penalty: 863.612000 Iteration 9F: 3 clusters Score -712400.1 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4226 members Mstep: Class 2 contains 9004 members Entering Unmasked Estep Score: -712674.625000 Penalty: 863.612000 Iteration 10Q: 3 clusters Score -712674.6 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4011 members Mstep: Class 2 contains 9219 members Entering Unmasked Estep Score: -712874.875000 Penalty: 863.612000 Iteration 11Q: 3 clusters Score -712874.9 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3842 members Mstep: Class 2 contains 9388 members Entering Unmasked Estep Score: -712999.750000 Penalty: 863.612000 Iteration 12Q: 3 clusters Score -712999.8 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3694 members Mstep: Class 2 contains 9536 members Entering Unmasked Estep Score: -713073.250000 Penalty: 863.612000 Iteration 13Q: 3 clusters Score -713073.2 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3545 members Mstep: Class 2 contains 9685 members Entering Unmasked Estep Score: -713148.375000 Penalty: 863.612000 Iteration 14Q: 3 clusters Score -713148.4 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3384 members Mstep: Class 2 contains 9846 members Entering Unmasked Estep Score: -713232.312500 Penalty: 863.612000 Iteration 15Q: 3 clusters Score -713232.3 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3218 members Mstep: Class 2 contains 10012 members Entering Unmasked Estep Score: -713309.437500 Penalty: 863.612000 Iteration 16Q: 3 clusters Score -713309.4 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3063 members Mstep: Class 2 contains 10167 members Entering Unmasked Estep Score: -713370.062500 Penalty: 863.612000 Iteration 17Q: 3 clusters Score -713370.1 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2898 members Mstep: Class 2 contains 10332 members Entering Unmasked Estep Score: -713431.000000 Penalty: 863.612000 Iteration 18Q: 3 clusters Score -713431 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 10500 members Entering Unmasked Estep Score: -713498.687500 Penalty: 863.612000 Iteration 19Q: 3 clusters Score -713498.7 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2540 members Mstep: Class 2 contains 10690 members Entering Unmasked Estep Score: -713577.812500 Penalty: 863.612000 Iteration 20F: 3 clusters Score -713577.8 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 10899 members Entering Unmasked Estep Score: -713664.500000 Penalty: 863.612000 Iteration 21Q: 3 clusters Score -713664.5 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 11090 members Entering Unmasked Estep Score: -713748.937500 Penalty: 863.612000 Iteration 22Q: 3 clusters Score -713748.9 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 11296 members Entering Unmasked Estep Score: -713846.187500 Penalty: 863.612000 Iteration 23Q: 3 clusters Score -713846.2 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 11515 members Entering Unmasked Estep Score: -713961.687500 Penalty: 863.612000 Iteration 24Q: 3 clusters Score -713961.7 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 11733 members Entering Unmasked Estep Score: -714098.625000 Penalty: 863.612000 Iteration 25Q: 3 clusters Score -714098.6 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 11945 members Entering Unmasked Estep Score: -714232.187500 Penalty: 863.612000 Iteration 26Q: 3 clusters Score -714232.2 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 12143 members Entering Unmasked Estep Score: -714349.625000 Penalty: 863.612000 Iteration 27Q: 3 clusters Score -714349.6 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 12308 members Entering Unmasked Estep Score: -714446.937500 Penalty: 863.612000 Iteration 28Q: 3 clusters Score -714446.9 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 12441 members Entering Unmasked Estep Score: -714528.625000 Penalty: 863.612000 Iteration 29Q: 3 clusters Score -714528.6 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 12569 members Entering Unmasked Estep Score: -714613.187500 Penalty: 863.612000 Iteration 30Q: 3 clusters Score -714613.2 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 12682 members Entering Unmasked Estep Score: -714689.625000 Penalty: 863.612000 Iteration 31Q: 3 clusters Score -714689.6 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 12759 members Entering Unmasked Estep Score: -714742.312500 Penalty: 863.612000 Iteration 32Q: 3 clusters Score -714742.3 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 12819 members Entering Unmasked Estep Score: -714780.687500 Penalty: 863.612000 Iteration 33Q: 3 clusters Score -714780.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 12869 members Entering Unmasked Estep Score: -714816.312500 Penalty: 863.612000 Iteration 34Q: 3 clusters Score -714816.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 12907 members Entering Unmasked Estep Score: -714833.937500 Penalty: 863.612000 Iteration 35Q: 3 clusters Score -714833.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 12930 members Entering Unmasked Estep Score: -714845.187500 Penalty: 863.612000 Iteration 36Q: 3 clusters Score -714845.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 12945 members Entering Unmasked Estep Score: -714850.187500 Penalty: 863.612000 Iteration 37Q: 3 clusters Score -714850.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 12954 members Entering Unmasked Estep Score: -714854.187500 Penalty: 863.612000 Iteration 38Q: 3 clusters Score -714854.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 12960 members Entering Unmasked Estep Score: -714857.250000 Penalty: 863.612000 Iteration 39Q: 3 clusters Score -714857.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 12965 members Entering Unmasked Estep Score: -714856.937500 Penalty: 863.612000 Iteration 40F: 3 clusters Score -714856.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 12969 members Entering Unmasked Estep Score: -714858.937500 Penalty: 863.612000 Iteration 41Q: 3 clusters Score -714858.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 12973 members Entering Unmasked Estep Score: -714860.937500 Penalty: 863.612000 Iteration 42Q: 3 clusters Score -714860.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 12977 members Entering Unmasked Estep Score: -714861.500000 Penalty: 863.612000 Iteration 43Q: 3 clusters Score -714861.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 12981 members Entering Unmasked Estep Score: -714861.625000 Penalty: 863.612000 Iteration 44Q: 3 clusters Score -714861.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 12986 members Entering Unmasked Estep Score: -714862.125000 Penalty: 863.612000 Iteration 45Q: 3 clusters Score -714862.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 12988 members Entering Unmasked Estep Score: -714862.187500 Penalty: 863.612000 Iteration 46Q: 3 clusters Score -714862.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 12989 members Entering Unmasked Estep Score: -714863.812500 Penalty: 863.612000 Iteration 47Q: 3 clusters Score -714863.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 12992 members Entering Unmasked Estep Score: -714865.875000 Penalty: 863.612000 Iteration 48Q: 3 clusters Score -714865.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 13000 members Entering Unmasked Estep Score: -714869.812500 Penalty: 863.612000 Iteration 49Q: 3 clusters Score -714869.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 13003 members Entering Unmasked Estep Score: -714871.500000 Penalty: 863.612000 Iteration 50Q: 3 clusters Score -714871.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 13010 members Entering Unmasked Estep Score: -714874.625000 Penalty: 863.612000 Iteration 51Q: 3 clusters Score -714874.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 13017 members Entering Unmasked Estep Score: -714877.562500 Penalty: 863.612000 Iteration 52Q: 3 clusters Score -714877.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 13020 members Entering Unmasked Estep Score: -714878.000000 Penalty: 863.612000 Iteration 53Q: 3 clusters Score -714878 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 13021 members Entering Unmasked Estep Score: -714878.375000 Penalty: 863.612000 Iteration 54Q: 3 clusters Score -714878.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 13023 members Entering Unmasked Estep Score: -714879.687500 Penalty: 863.612000 Iteration 55Q: 3 clusters Score -714879.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 13024 members Entering Unmasked Estep Score: -714880.875000 Penalty: 863.612000 Iteration 56Q: 3 clusters Score -714880.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 13026 members Entering Unmasked Estep Score: -714883.312500 Penalty: 863.612000 Iteration 57Q: 3 clusters Score -714883.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 13028 members Entering Unmasked Estep Score: -714885.562500 Penalty: 863.612000 Iteration 58Q: 3 clusters Score -714885.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 13031 members Entering Unmasked Estep Score: -714888.750000 Penalty: 863.612000 Iteration 59Q: 3 clusters Score -714888.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 13034 members Entering Unmasked Estep Score: -714890.437500 Penalty: 863.612000 Iteration 60F: 3 clusters Score -714890.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 13037 members Entering Unmasked Estep Score: -714890.812500 Penalty: 863.612000 Iteration 61Q: 3 clusters Score -714890.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 13040 members Entering Unmasked Estep Score: -714894.250000 Penalty: 863.612000 Iteration 62Q: 3 clusters Score -714894.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 13043 members Entering Unmasked Estep Score: -714896.000000 Penalty: 863.612000 Iteration 63Q: 3 clusters Score -714896 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 13043 members Entering Unmasked Estep Score: -714896.000000 Penalty: 863.612000 Iteration 64F: 3 clusters Score -714896 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (100521 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100521 members Entering Unmasked Estep Score: -5674968.000000 Penalty: 524.074524 Iteration 0F: 2 clusters Score -5674968 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50329 members Mstep: Class 2 contains 50192 members Entering Unmasked Estep Score: -5607158.500000 Penalty: 1048.149048 Iteration 0F: 3 clusters Score -5607158 nChanged 49160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54469 members Mstep: Class 2 contains 46052 members Entering Unmasked Estep Score: -5638690.500000 Penalty: 1048.149048 Iteration 1F: 3 clusters Score -5638690 nChanged 5517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56316 members Mstep: Class 2 contains 44205 members Entering Unmasked Estep Score: -5641768.000000 Penalty: 1048.149048 Iteration 2F: 3 clusters Score -5641768 nChanged 6073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58309 members Mstep: Class 2 contains 42212 members Entering Unmasked Estep Score: -5646089.500000 Penalty: 1048.149048 Iteration 3F: 3 clusters Score -5646090 nChanged 6575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60124 members Mstep: Class 2 contains 40397 members Entering Unmasked Estep Score: -5651366.000000 Penalty: 1048.149048 Iteration 4F: 3 clusters Score -5651366 nChanged 6240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61436 members Mstep: Class 2 contains 39085 members Entering Unmasked Estep Score: -5655931.500000 Penalty: 1048.149048 Iteration 5F: 3 clusters Score -5655932 nChanged 4699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62509 members Mstep: Class 2 contains 38012 members Entering Unmasked Estep Score: -5658229.500000 Penalty: 1048.149048 Iteration 6Q: 3 clusters Score -5658230 nChanged 2851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63640 members Mstep: Class 2 contains 36881 members Entering Unmasked Estep Score: -5659106.500000 Penalty: 1048.149048 Iteration 7Q: 3 clusters Score -5659106 nChanged 1753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64897 members Mstep: Class 2 contains 35624 members Entering Unmasked Estep Score: -5659628.500000 Penalty: 1048.149048 Iteration 8Q: 3 clusters Score -5659628 nChanged 1537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66234 members Mstep: Class 2 contains 34287 members Entering Unmasked Estep Score: -5660155.000000 Penalty: 1048.149048 Iteration 9Q: 3 clusters Score -5660155 nChanged 1547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67643 members Mstep: Class 2 contains 32878 members Entering Unmasked Estep Score: -5660658.000000 Penalty: 1048.149048 Iteration 10Q: 3 clusters Score -5660658 nChanged 1619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69140 members Mstep: Class 2 contains 31381 members Entering Unmasked Estep Score: -5661199.500000 Penalty: 1048.149048 Iteration 11Q: 3 clusters Score -5661200 nChanged 1714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70706 members Mstep: Class 2 contains 29815 members Entering Unmasked Estep Score: -5661823.500000 Penalty: 1048.149048 Iteration 12Q: 3 clusters Score -5661824 nChanged 1722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72300 members Mstep: Class 2 contains 28221 members Entering Unmasked Estep Score: -5662516.500000 Penalty: 1048.149048 Iteration 13Q: 3 clusters Score -5662516 nChanged 1705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73863 members Mstep: Class 2 contains 26658 members Entering Unmasked Estep Score: -5663144.500000 Penalty: 1048.149048 Iteration 14Q: 3 clusters Score -5663144 nChanged 1630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75375 members Mstep: Class 2 contains 25146 members Entering Unmasked Estep Score: -5663752.500000 Penalty: 1048.149048 Iteration 15Q: 3 clusters Score -5663752 nChanged 1546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76833 members Mstep: Class 2 contains 23688 members Entering Unmasked Estep Score: -5664319.000000 Penalty: 1048.149048 Iteration 16Q: 3 clusters Score -5664319 nChanged 1490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78279 members Mstep: Class 2 contains 22242 members Entering Unmasked Estep Score: -5664793.500000 Penalty: 1048.149048 Iteration 17Q: 3 clusters Score -5664794 nChanged 1488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79739 members Mstep: Class 2 contains 20782 members Entering Unmasked Estep Score: -5665336.500000 Penalty: 1048.149048 Iteration 18Q: 3 clusters Score -5665336 nChanged 1446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81159 members Mstep: Class 2 contains 19362 members Entering Unmasked Estep Score: -5665867.000000 Penalty: 1048.149048 Iteration 19Q: 3 clusters Score -5665867 nChanged 1421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82570 members Mstep: Class 2 contains 17951 members Entering Unmasked Estep Score: -5666363.000000 Penalty: 1048.149048 Iteration 20F: 3 clusters Score -5666363 nChanged 1446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84016 members Mstep: Class 2 contains 16505 members Entering Unmasked Estep Score: -5666926.500000 Penalty: 1048.149048 Iteration 21Q: 3 clusters Score -5666926 nChanged 1431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85447 members Mstep: Class 2 contains 15074 members Entering Unmasked Estep Score: -5667470.000000 Penalty: 1048.149048 Iteration 22Q: 3 clusters Score -5667470 nChanged 1316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86763 members Mstep: Class 2 contains 13758 members Entering Unmasked Estep Score: -5667981.500000 Penalty: 1048.149048 Iteration 23Q: 3 clusters Score -5667982 nChanged 1301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88064 members Mstep: Class 2 contains 12457 members Entering Unmasked Estep Score: -5668474.000000 Penalty: 1048.149048 Iteration 24Q: 3 clusters Score -5668474 nChanged 1219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89283 members Mstep: Class 2 contains 11238 members Entering Unmasked Estep Score: -5668955.500000 Penalty: 1048.149048 Iteration 25Q: 3 clusters Score -5668956 nChanged 1126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90409 members Mstep: Class 2 contains 10112 members Entering Unmasked Estep Score: -5669438.500000 Penalty: 1048.149048 Iteration 26Q: 3 clusters Score -5669438 nChanged 1064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91473 members Mstep: Class 2 contains 9048 members Entering Unmasked Estep Score: -5669911.500000 Penalty: 1048.149048 Iteration 27Q: 3 clusters Score -5669912 nChanged 991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92464 members Mstep: Class 2 contains 8057 members Entering Unmasked Estep Score: -5670391.000000 Penalty: 1048.149048 Iteration 28Q: 3 clusters Score -5670391 nChanged 976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93440 members Mstep: Class 2 contains 7081 members Entering Unmasked Estep Score: -5670824.500000 Penalty: 1048.149048 Iteration 29Q: 3 clusters Score -5670824 nChanged 916 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94356 members Mstep: Class 2 contains 6165 members Entering Unmasked Estep Score: -5671238.000000 Penalty: 1048.149048 Iteration 30Q: 3 clusters Score -5671238 nChanged 855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95211 members Mstep: Class 2 contains 5310 members Entering Unmasked Estep Score: -5671667.000000 Penalty: 1048.149048 Iteration 31Q: 3 clusters Score -5671667 nChanged 792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96003 members Mstep: Class 2 contains 4518 members Entering Unmasked Estep Score: -5672084.500000 Penalty: 1048.149048 Iteration 32Q: 3 clusters Score -5672084 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96702 members Mstep: Class 2 contains 3819 members Entering Unmasked Estep Score: -5672455.500000 Penalty: 1048.149048 Iteration 33Q: 3 clusters Score -5672456 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97316 members Mstep: Class 2 contains 3205 members Entering Unmasked Estep Score: -5672780.000000 Penalty: 1048.149048 Iteration 34Q: 3 clusters Score -5672780 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97878 members Mstep: Class 2 contains 2643 members Entering Unmasked Estep Score: -5673058.000000 Penalty: 1048.149048 Iteration 35Q: 3 clusters Score -5673058 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98371 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -5673314.000000 Penalty: 1048.149048 Iteration 36Q: 3 clusters Score -5673314 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98780 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -5673532.500000 Penalty: 1048.149048 Iteration 37Q: 3 clusters Score -5673532 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99147 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -5673760.000000 Penalty: 1048.149048 Iteration 38Q: 3 clusters Score -5673760 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99470 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -5673939.000000 Penalty: 1048.149048 Iteration 39Q: 3 clusters Score -5673939 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99719 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -5674097.500000 Penalty: 1048.149048 Iteration 40F: 3 clusters Score -5674098 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99903 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -5674196.500000 Penalty: 1048.149048 Iteration 41Q: 3 clusters Score -5674196 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100038 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -5674275.000000 Penalty: 1048.149048 Iteration 42Q: 3 clusters Score -5674275 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100135 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -5674348.500000 Penalty: 1048.149048 Iteration 43Q: 3 clusters Score -5674348 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100210 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -5674396.500000 Penalty: 1048.149048 Iteration 44Q: 3 clusters Score -5674396 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100262 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -5674434.000000 Penalty: 1048.149048 Iteration 45Q: 3 clusters Score -5674434 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100291 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -5674449.000000 Penalty: 1048.149048 Iteration 46Q: 3 clusters Score -5674449 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100313 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -5674465.000000 Penalty: 1048.149048 Iteration 47Q: 3 clusters Score -5674465 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100327 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -5674468.000000 Penalty: 1048.149048 Iteration 48Q: 3 clusters Score -5674468 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100335 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -5674468.000000 Penalty: 1048.149048 Iteration 49Q: 3 clusters Score -5674468 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100345 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -5674472.000000 Penalty: 1048.149048 Iteration 50Q: 3 clusters Score -5674472 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100350 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -5674479.000000 Penalty: 1048.149048 Iteration 51Q: 3 clusters Score -5674479 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100354 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -5674480.000000 Penalty: 1048.149048 Iteration 52Q: 3 clusters Score -5674480 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100360 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -5674486.500000 Penalty: 1048.149048 Iteration 53Q: 3 clusters Score -5674486 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100365 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -5674495.500000 Penalty: 1048.149048 Iteration 54Q: 3 clusters Score -5674496 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100367 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -5674497.000000 Penalty: 1048.149048 Iteration 55Q: 3 clusters Score -5674497 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100368 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -5674494.000000 Penalty: 1048.149048 Iteration 56Q: 3 clusters Score -5674494 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100371 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -5674497.000000 Penalty: 1048.149048 Iteration 57Q: 3 clusters Score -5674497 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100375 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -5674500.500000 Penalty: 1048.149048 Iteration 58Q: 3 clusters Score -5674500 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100380 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -5674503.500000 Penalty: 1048.149048 Iteration 59Q: 3 clusters Score -5674504 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100379 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -5674507.500000 Penalty: 1048.149048 Iteration 60F: 3 clusters Score -5674508 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100381 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -5674511.000000 Penalty: 1048.149048 Iteration 61Q: 3 clusters Score -5674511 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100384 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -5674511.500000 Penalty: 1048.149048 Iteration 62Q: 3 clusters Score -5674512 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100385 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -5674514.000000 Penalty: 1048.149048 Iteration 63Q: 3 clusters Score -5674514 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100386 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -5674511.500000 Penalty: 1048.149048 Iteration 64Q: 3 clusters Score -5674512 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100387 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -5674515.500000 Penalty: 1048.149048 Iteration 65Q: 3 clusters Score -5674516 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100387 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -5674515.500000 Penalty: 1048.149048 Iteration 66Q: 3 clusters Score -5674516 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100388 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -5674518.000000 Penalty: 1048.149048 Iteration 67Q: 3 clusters Score -5674518 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100388 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -5674518.000000 Penalty: 1048.149048 Iteration 68F: 3 clusters Score -5674518 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1428 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Entering Unmasked Estep Score: -78298.296875 Penalty: 330.513367 Iteration 0F: 2 clusters Score -78298.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -77256.593750 Penalty: 661.026733 Iteration 0F: 3 clusters Score -77256.59 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -77548.617188 Penalty: 661.026733 Iteration 1F: 3 clusters Score -77548.62 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -77584.460938 Penalty: 661.026733 Iteration 2F: 3 clusters Score -77584.46 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -77609.015625 Penalty: 661.026733 Iteration 3Q: 3 clusters Score -77609.02 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -77630.398438 Penalty: 661.026733 Iteration 4Q: 3 clusters Score -77630.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -77646.414062 Penalty: 661.026733 Iteration 5Q: 3 clusters Score -77646.41 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -77674.882812 Penalty: 661.026733 Iteration 6Q: 3 clusters Score -77674.88 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -77708.148438 Penalty: 661.026733 Iteration 7Q: 3 clusters Score -77708.15 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -77732.445312 Penalty: 661.026733 Iteration 8Q: 3 clusters Score -77732.45 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -77753.148438 Penalty: 661.026733 Iteration 9Q: 3 clusters Score -77753.15 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -77767.453125 Penalty: 661.026733 Iteration 10Q: 3 clusters Score -77767.45 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -77791.101562 Penalty: 661.026733 Iteration 11Q: 3 clusters Score -77791.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -77819.578125 Penalty: 661.026733 Iteration 12Q: 3 clusters Score -77819.58 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -77848.156250 Penalty: 661.026733 Iteration 13Q: 3 clusters Score -77848.16 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -77869.382812 Penalty: 661.026733 Iteration 14Q: 3 clusters Score -77869.38 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -77887.039062 Penalty: 661.026733 Iteration 15Q: 3 clusters Score -77887.04 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -77899.804688 Penalty: 661.026733 Iteration 16Q: 3 clusters Score -77899.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -77915.140625 Penalty: 661.026733 Iteration 17Q: 3 clusters Score -77915.14 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -77936.796875 Penalty: 661.026733 Iteration 18Q: 3 clusters Score -77936.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -77957.335938 Penalty: 661.026733 Iteration 19Q: 3 clusters Score -77957.34 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -77974.906250 Penalty: 661.026733 Iteration 20F: 3 clusters Score -77974.91 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -77988.851562 Penalty: 661.026733 Iteration 21Q: 3 clusters Score -77988.85 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -77992.914062 Penalty: 661.026733 Iteration 22Q: 3 clusters Score -77992.91 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -77994.531250 Penalty: 661.026733 Iteration 23Q: 3 clusters Score -77994.53 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -77995.843750 Penalty: 661.026733 Iteration 24Q: 3 clusters Score -77995.84 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -77997.257812 Penalty: 661.026733 Iteration 25Q: 3 clusters Score -77997.26 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -78000.109375 Penalty: 661.026733 Iteration 26Q: 3 clusters Score -78000.11 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -78003.328125 Penalty: 661.026733 Iteration 27Q: 3 clusters Score -78003.33 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -78010.679688 Penalty: 661.026733 Iteration 28Q: 3 clusters Score -78010.68 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -78015.226562 Penalty: 661.026733 Iteration 29Q: 3 clusters Score -78015.23 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -78020.000000 Penalty: 661.026733 Iteration 30Q: 3 clusters Score -78020 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -78022.812500 Penalty: 661.026733 Iteration 31Q: 3 clusters Score -78022.81 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -78024.726562 Penalty: 661.026733 Iteration 32Q: 3 clusters Score -78024.73 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -78028.109375 Penalty: 661.026733 Iteration 33Q: 3 clusters Score -78028.11 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -78033.429688 Penalty: 661.026733 Iteration 34Q: 3 clusters Score -78033.43 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -78038.710938 Penalty: 661.026733 Iteration 35Q: 3 clusters Score -78038.71 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -78043.460938 Penalty: 661.026733 Iteration 36Q: 3 clusters Score -78043.46 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -78047.726562 Penalty: 661.026733 Iteration 37Q: 3 clusters Score -78047.73 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -78051.023438 Penalty: 661.026733 Iteration 38Q: 3 clusters Score -78051.02 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -78052.195312 Penalty: 661.026733 Iteration 39Q: 3 clusters Score -78052.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -78052.382812 Penalty: 661.026733 Iteration 40F: 3 clusters Score -78052.38 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (499 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Entering Unmasked Estep Score: -24551.423828 Penalty: 282.673584 Iteration 0F: 2 clusters Score -24551.42 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 262 members Entering Unmasked Estep Score: -24081.015625 Penalty: 565.347168 Iteration 0F: 3 clusters Score -24081.02 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -24251.416016 Penalty: 565.347168 Iteration 1F: 3 clusters Score -24251.42 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -24285.994141 Penalty: 565.347168 Iteration 2F: 3 clusters Score -24285.99 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -24316.203125 Penalty: 565.347168 Iteration 3F: 3 clusters Score -24316.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -24351.066406 Penalty: 565.347168 Iteration 4F: 3 clusters Score -24351.07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -24372.562500 Penalty: 565.347168 Iteration 5F: 3 clusters Score -24372.56 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -24385.322266 Penalty: 565.347168 Iteration 6Q: 3 clusters Score -24385.32 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -24395.083984 Penalty: 565.347168 Iteration 7Q: 3 clusters Score -24395.08 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -24407.523438 Penalty: 565.347168 Iteration 8Q: 3 clusters Score -24407.52 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -24417.869141 Penalty: 565.347168 Iteration 9Q: 3 clusters Score -24417.87 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -24426.503906 Penalty: 565.347168 Iteration 10Q: 3 clusters Score -24426.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -24428.912109 Penalty: 565.347168 Iteration 11Q: 3 clusters Score -24428.91 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -24436.685547 Penalty: 565.347168 Iteration 12Q: 3 clusters Score -24436.69 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -24444.199219 Penalty: 565.347168 Iteration 13Q: 3 clusters Score -24444.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -24448.587891 Penalty: 565.347168 Iteration 14Q: 3 clusters Score -24448.59 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -24451.833984 Penalty: 565.347168 Iteration 15Q: 3 clusters Score -24451.83 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -24470.021484 Penalty: 565.347168 Iteration 16Q: 3 clusters Score -24470.02 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -24509.992188 Penalty: 565.347168 Iteration 17Q: 3 clusters Score -24509.99 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -24528.824219 Penalty: 565.347168 Iteration 18Q: 3 clusters Score -24528.82 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -24541.431641 Penalty: 565.347168 Iteration 19Q: 3 clusters Score -24541.43 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -24547.285156 Penalty: 565.347168 Iteration 20F: 3 clusters Score -24547.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -24547.906250 Penalty: 565.347168 Iteration 21Q: 3 clusters Score -24547.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -24547.906250 Penalty: 565.347168 Iteration 22F: 3 clusters Score -24547.91 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (383 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Entering Unmasked Estep Score: -14717.599609 Penalty: 270.635590 Iteration 0F: 2 clusters Score -14717.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -14335.697266 Penalty: 541.271179 Iteration 0F: 3 clusters Score -14335.7 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -14534.705078 Penalty: 541.271179 Iteration 1F: 3 clusters Score -14534.71 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -14619.144531 Penalty: 541.271179 Iteration 2F: 3 clusters Score -14619.14 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -14691.708984 Penalty: 541.271179 Iteration 3F: 3 clusters Score -14691.71 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -14786.267578 Penalty: 541.271179 Iteration 4F: 3 clusters Score -14786.27 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -14903.990234 Penalty: 541.271179 Iteration 5F: 3 clusters Score -14903.99 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -14984.562500 Penalty: 541.271179 Iteration 6Q: 3 clusters Score -14984.56 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -15019.179688 Penalty: 541.271179 Iteration 7Q: 3 clusters Score -15019.18 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -15037.749023 Penalty: 541.271179 Iteration 8Q: 3 clusters Score -15037.75 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -15048.664062 Penalty: 541.271179 Iteration 9Q: 3 clusters Score -15048.66 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -15056.228516 Penalty: 541.271179 Iteration 10Q: 3 clusters Score -15056.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -15058.805664 Penalty: 541.271179 Iteration 11Q: 3 clusters Score -15058.81 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -15060.312500 Penalty: 541.271179 Iteration 12Q: 3 clusters Score -15060.31 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -15063.114258 Penalty: 541.271179 Iteration 13Q: 3 clusters Score -15063.11 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -15076.339844 Penalty: 541.271179 Iteration 14Q: 3 clusters Score -15076.34 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -15102.119141 Penalty: 541.271179 Iteration 15Q: 3 clusters Score -15102.12 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -15124.833008 Penalty: 541.271179 Iteration 16Q: 3 clusters Score -15124.83 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -15124.833008 Penalty: 541.271179 Iteration 17F: 3 clusters Score -15124.83 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 13230 members Mstep: Class 2 contains 100521 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 499 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1079 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 169 members Mstep: Class 10 contains 151 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 235 members Mstep: Class 15 contains 16778 members Mstep: Class 16 contains 238 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 1793 members Mstep: Class 19 contains 698 members Mstep: Class 20 contains 943 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 566 members Mstep: Class 23 contains 513 members Mstep: Class 24 contains 199 members Entering Unmasked Estep Score: -7911080.500000 Penalty: 12976.127930 Splitting cluster 5 changes total score from -7910946.000000 to -7911080.500000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 6 (70 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Entering Unmasked Estep Score: -3302.553467 Penalty: 193.306534 Iteration 0F: 2 clusters Score -3302.553 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 24 members Entering Unmasked Estep Score: -3143.417236 Penalty: 386.613068 Iteration 0F: 3 clusters Score -3143.417 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 25 members Entering Unmasked Estep Score: -3151.246582 Penalty: 386.613068 Iteration 1Q: 3 clusters Score -3151.247 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 25 members Entering Unmasked Estep Score: -3160.195068 Penalty: 386.613068 Iteration 2F: 3 clusters Score -3160.195 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1079 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Entering Unmasked Estep Score: -55870.726562 Penalty: 317.762451 Iteration 0F: 2 clusters Score -55870.73 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -55084.191406 Penalty: 635.524902 Iteration 0F: 3 clusters Score -55084.19 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -55401.835938 Penalty: 635.524902 Iteration 1F: 3 clusters Score -55401.84 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -55522.296875 Penalty: 635.524902 Iteration 2F: 3 clusters Score -55522.3 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -55610.453125 Penalty: 635.524902 Iteration 3F: 3 clusters Score -55610.45 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -55659.769531 Penalty: 635.524902 Iteration 4F: 3 clusters Score -55659.77 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -55692.132812 Penalty: 635.524902 Iteration 5Q: 3 clusters Score -55692.13 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -55712.488281 Penalty: 635.524902 Iteration 6Q: 3 clusters Score -55712.49 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -55719.031250 Penalty: 635.524902 Iteration 7Q: 3 clusters Score -55719.03 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -55724.687500 Penalty: 635.524902 Iteration 8Q: 3 clusters Score -55724.69 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -55729.132812 Penalty: 635.524902 Iteration 9Q: 3 clusters Score -55729.13 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -55730.867188 Penalty: 635.524902 Iteration 10Q: 3 clusters Score -55730.87 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -55732.292969 Penalty: 635.524902 Iteration 11Q: 3 clusters Score -55732.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -55732.496094 Penalty: 635.524902 Iteration 12Q: 3 clusters Score -55732.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -55733.031250 Penalty: 635.524902 Iteration 13Q: 3 clusters Score -55733.03 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -55733.664062 Penalty: 635.524902 Iteration 14Q: 3 clusters Score -55733.66 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -55739.476562 Penalty: 635.524902 Iteration 15Q: 3 clusters Score -55739.48 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -55744.027344 Penalty: 635.524902 Iteration 16Q: 3 clusters Score -55744.03 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -55747.429688 Penalty: 635.524902 Iteration 17Q: 3 clusters Score -55747.43 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -55750.824219 Penalty: 635.524902 Iteration 18Q: 3 clusters Score -55750.82 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -55755.445312 Penalty: 635.524902 Iteration 19Q: 3 clusters Score -55755.45 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -55758.714844 Penalty: 635.524902 Iteration 20F: 3 clusters Score -55758.71 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -55761.710938 Penalty: 635.524902 Iteration 21Q: 3 clusters Score -55761.71 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -55765.597656 Penalty: 635.524902 Iteration 22Q: 3 clusters Score -55765.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -55765.746094 Penalty: 635.524902 Iteration 23Q: 3 clusters Score -55765.75 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -55765.746094 Penalty: 635.524902 Iteration 24F: 3 clusters Score -55765.75 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (129 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Entering Unmasked Estep Score: -6832.389160 Penalty: 221.121460 Iteration 0F: 2 clusters Score -6832.389 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 63 members Entering Unmasked Estep Score: -6596.390625 Penalty: 442.242920 Iteration 0F: 3 clusters Score -6596.391 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -6642.180176 Penalty: 442.242920 Iteration 1F: 3 clusters Score -6642.18 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -6649.515137 Penalty: 442.242920 Iteration 2Q: 3 clusters Score -6649.515 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -6652.792969 Penalty: 442.242920 Iteration 3Q: 3 clusters Score -6652.793 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -6654.100098 Penalty: 442.242920 Iteration 4Q: 3 clusters Score -6654.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -6654.901855 Penalty: 442.242920 Iteration 5Q: 3 clusters Score -6654.902 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -6657.500488 Penalty: 442.242920 Iteration 6Q: 3 clusters Score -6657.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -6663.488281 Penalty: 442.242920 Iteration 7Q: 3 clusters Score -6663.488 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -6666.202637 Penalty: 442.242920 Iteration 8Q: 3 clusters Score -6666.203 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -6666.202637 Penalty: 442.242920 Iteration 9F: 3 clusters Score -6666.203 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (169 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Entering Unmasked Estep Score: -7936.875977 Penalty: 233.410385 Iteration 0F: 2 clusters Score -7936.876 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -7691.543945 Penalty: 466.820770 Iteration 0F: 3 clusters Score -7691.544 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -7759.351562 Penalty: 466.820770 Iteration 1F: 3 clusters Score -7759.352 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -7769.414062 Penalty: 466.820770 Iteration 2Q: 3 clusters Score -7769.414 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -7781.200684 Penalty: 466.820770 Iteration 3Q: 3 clusters Score -7781.201 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -7783.960938 Penalty: 466.820770 Iteration 4Q: 3 clusters Score -7783.961 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -7783.960938 Penalty: 466.820770 Iteration 5F: 3 clusters Score -7783.961 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (151 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Entering Unmasked Estep Score: -5567.426758 Penalty: 228.286224 Iteration 0F: 2 clusters Score -5567.427 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 75 members Entering Unmasked Estep Score: -5349.370605 Penalty: 456.572449 Iteration 0F: 3 clusters Score -5349.371 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -5457.920410 Penalty: 456.572449 Iteration 1F: 3 clusters Score -5457.92 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -5470.584961 Penalty: 456.572449 Iteration 2Q: 3 clusters Score -5470.585 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -5482.601562 Penalty: 456.572449 Iteration 3Q: 3 clusters Score -5482.602 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -5490.860352 Penalty: 456.572449 Iteration 4Q: 3 clusters Score -5490.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -5496.164551 Penalty: 456.572449 Iteration 5Q: 3 clusters Score -5496.165 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -5498.365723 Penalty: 456.572449 Iteration 6Q: 3 clusters Score -5498.366 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -5501.969238 Penalty: 456.572449 Iteration 7Q: 3 clusters Score -5501.969 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -5503.376465 Penalty: 456.572449 Iteration 8Q: 3 clusters Score -5503.376 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -5503.376465 Penalty: 456.572449 Iteration 9F: 3 clusters Score -5503.376 nChanged 0 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: -67233.453125 Penalty: 323.536682 Iteration 0F: 2 clusters Score -67233.45 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -66268.023438 Penalty: 647.073364 Iteration 0F: 3 clusters Score -66268.02 nChanged 501 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: -66534.953125 Penalty: 647.073364 Iteration 1F: 3 clusters Score -66534.95 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -66593.125000 Penalty: 647.073364 Iteration 2F: 3 clusters Score -66593.12 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -66647.437500 Penalty: 647.073364 Iteration 3F: 3 clusters Score -66647.44 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -66691.773438 Penalty: 647.073364 Iteration 4Q: 3 clusters Score -66691.77 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -66741.453125 Penalty: 647.073364 Iteration 5F: 3 clusters Score -66741.45 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -66779.851562 Penalty: 647.073364 Iteration 6Q: 3 clusters Score -66779.85 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -66828.335938 Penalty: 647.073364 Iteration 7Q: 3 clusters Score -66828.34 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -66871.421875 Penalty: 647.073364 Iteration 8Q: 3 clusters Score -66871.42 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -66907.625000 Penalty: 647.073364 Iteration 9Q: 3 clusters Score -66907.62 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -66936.343750 Penalty: 647.073364 Iteration 10Q: 3 clusters Score -66936.34 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -66961.820312 Penalty: 647.073364 Iteration 11Q: 3 clusters Score -66961.82 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -66976.343750 Penalty: 647.073364 Iteration 12Q: 3 clusters Score -66976.34 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -66982.429688 Penalty: 647.073364 Iteration 13Q: 3 clusters Score -66982.43 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -66983.578125 Penalty: 647.073364 Iteration 14Q: 3 clusters Score -66983.58 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -66983.578125 Penalty: 647.073364 Iteration 15F: 3 clusters Score -66983.58 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (269 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Entering Unmasked Estep Score: -12984.380859 Penalty: 254.559357 Iteration 0F: 2 clusters Score -12984.38 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 135 members Entering Unmasked Estep Score: -12678.325195 Penalty: 509.118713 Iteration 0F: 3 clusters Score -12678.33 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -12797.107422 Penalty: 509.118713 Iteration 1F: 3 clusters Score -12797.11 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -12850.233398 Penalty: 509.118713 Iteration 2F: 3 clusters Score -12850.23 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -12890.771484 Penalty: 509.118713 Iteration 3F: 3 clusters Score -12890.77 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -12900.354492 Penalty: 509.118713 Iteration 4Q: 3 clusters Score -12900.35 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -12906.647461 Penalty: 509.118713 Iteration 5Q: 3 clusters Score -12906.65 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -12913.922852 Penalty: 509.118713 Iteration 6Q: 3 clusters Score -12913.92 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -12919.137695 Penalty: 509.118713 Iteration 7Q: 3 clusters Score -12919.14 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -12922.666992 Penalty: 509.118713 Iteration 8Q: 3 clusters Score -12922.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -12923.725586 Penalty: 509.118713 Iteration 9Q: 3 clusters Score -12923.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -12924.144531 Penalty: 509.118713 Iteration 10Q: 3 clusters Score -12924.14 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -12924.144531 Penalty: 509.118713 Iteration 11F: 3 clusters Score -12924.14 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2464 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Entering Unmasked Estep Score: -135067.796875 Penalty: 355.334137 Iteration 0F: 2 clusters Score -135067.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -133301.843750 Penalty: 710.668274 Iteration 0F: 3 clusters Score -133301.8 nChanged 1060 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -133923.984375 Penalty: 710.668274 Iteration 1F: 3 clusters Score -133924 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -134051.593750 Penalty: 710.668274 Iteration 2F: 3 clusters Score -134051.6 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -134148.703125 Penalty: 710.668274 Iteration 3F: 3 clusters Score -134148.7 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -134234.640625 Penalty: 710.668274 Iteration 4F: 3 clusters Score -134234.6 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -134348.078125 Penalty: 710.668274 Iteration 5F: 3 clusters Score -134348.1 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -134458.609375 Penalty: 710.668274 Iteration 6Q: 3 clusters Score -134458.6 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -134577.250000 Penalty: 710.668274 Iteration 7Q: 3 clusters Score -134577.2 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -134649.796875 Penalty: 710.668274 Iteration 8Q: 3 clusters Score -134649.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -134699.687500 Penalty: 710.668274 Iteration 9Q: 3 clusters Score -134699.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -134720.078125 Penalty: 710.668274 Iteration 10Q: 3 clusters Score -134720.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -134730.484375 Penalty: 710.668274 Iteration 11Q: 3 clusters Score -134730.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -134735.328125 Penalty: 710.668274 Iteration 12Q: 3 clusters Score -134735.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -134737.625000 Penalty: 710.668274 Iteration 13Q: 3 clusters Score -134737.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -134739.640625 Penalty: 710.668274 Iteration 14Q: 3 clusters Score -134739.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 1844 members Entering Unmasked Estep Score: -134741.234375 Penalty: 710.668274 Iteration 15Q: 3 clusters Score -134741.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -134743.375000 Penalty: 710.668274 Iteration 16Q: 3 clusters Score -134743.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -134746.843750 Penalty: 710.668274 Iteration 17Q: 3 clusters Score -134746.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -134749.343750 Penalty: 710.668274 Iteration 18Q: 3 clusters Score -134749.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -134751.453125 Penalty: 710.668274 Iteration 19Q: 3 clusters Score -134751.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -134753.359375 Penalty: 710.668274 Iteration 20F: 3 clusters Score -134753.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -134755.359375 Penalty: 710.668274 Iteration 21Q: 3 clusters Score -134755.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -134758.515625 Penalty: 710.668274 Iteration 22Q: 3 clusters Score -134758.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -134761.062500 Penalty: 710.668274 Iteration 23Q: 3 clusters Score -134761.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -134763.187500 Penalty: 710.668274 Iteration 24Q: 3 clusters Score -134763.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -134765.890625 Penalty: 710.668274 Iteration 25Q: 3 clusters Score -134765.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -134767.578125 Penalty: 710.668274 Iteration 26Q: 3 clusters Score -134767.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -134769.875000 Penalty: 710.668274 Iteration 27Q: 3 clusters Score -134769.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -134771.515625 Penalty: 710.668274 Iteration 28Q: 3 clusters Score -134771.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -134772.296875 Penalty: 710.668274 Iteration 29Q: 3 clusters Score -134772.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -134772.296875 Penalty: 710.668274 Iteration 30F: 3 clusters Score -134772.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (235 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Entering Unmasked Estep Score: -10304.013672 Penalty: 248.411148 Iteration 0F: 2 clusters Score -10304.01 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -10016.193359 Penalty: 496.822296 Iteration 0F: 3 clusters Score -10016.19 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -10070.794922 Penalty: 496.822296 Iteration 1F: 3 clusters Score -10070.79 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -10128.116211 Penalty: 496.822296 Iteration 2F: 3 clusters Score -10128.12 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -10171.388672 Penalty: 496.822296 Iteration 3F: 3 clusters Score -10171.39 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -10195.771484 Penalty: 496.822296 Iteration 4F: 3 clusters Score -10195.77 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 43 members Entering Unmasked Estep Score: -10222.304688 Penalty: 496.822296 Iteration 5Q: 3 clusters Score -10222.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 40 members Entering Unmasked Estep Score: -10236.934570 Penalty: 496.822296 Iteration 6Q: 3 clusters Score -10236.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -10255.568359 Penalty: 496.822296 Iteration 7Q: 3 clusters Score -10255.57 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -10279.421875 Penalty: 496.822296 Iteration 8Q: 3 clusters Score -10279.42 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -10314.113281 Penalty: 496.822296 Iteration 9Q: 3 clusters Score -10314.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 40 members Entering Unmasked Estep Score: -10315.566406 Penalty: 496.822296 Iteration 10Q: 3 clusters Score -10315.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 40 members Entering Unmasked Estep Score: -10315.566406 Penalty: 496.822296 Iteration 11F: 3 clusters Score -10315.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 13230 members Mstep: Class 2 contains 100521 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 499 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1079 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 169 members Mstep: Class 10 contains 151 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 195 members Mstep: Class 15 contains 16778 members Mstep: Class 16 contains 238 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 1793 members Mstep: Class 19 contains 698 members Mstep: Class 20 contains 943 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 566 members Mstep: Class 23 contains 513 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 40 members Entering Unmasked Estep Score: -7910797.000000 Penalty: 13516.799805 Splitting cluster 14 changes total score from -7910946.000000 to -7910797.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 15 (16778 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16778 members Entering Unmasked Estep Score: -1011099.250000 Penalty: 442.615997 Iteration 0F: 2 clusters Score -1011099 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8383 members Mstep: Class 2 contains 8395 members Entering Unmasked Estep Score: -999979.312500 Penalty: 885.231995 Iteration 0F: 3 clusters Score -999979.3 nChanged 7881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8060 members Mstep: Class 2 contains 8718 members Entering Unmasked Estep Score: -1004945.812500 Penalty: 885.231995 Iteration 1F: 3 clusters Score -1004946 nChanged 993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7973 members Mstep: Class 2 contains 8805 members Entering Unmasked Estep Score: -1005555.000000 Penalty: 885.231995 Iteration 2F: 3 clusters Score -1005555 nChanged 1102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7829 members Mstep: Class 2 contains 8949 members Entering Unmasked Estep Score: -1006376.250000 Penalty: 885.231995 Iteration 3F: 3 clusters Score -1006376 nChanged 1148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7697 members Mstep: Class 2 contains 9081 members Entering Unmasked Estep Score: -1007261.375000 Penalty: 885.231995 Iteration 4F: 3 clusters Score -1007261 nChanged 1015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7602 members Mstep: Class 2 contains 9176 members Entering Unmasked Estep Score: -1007893.000000 Penalty: 885.231995 Iteration 5F: 3 clusters Score -1007893 nChanged 714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7518 members Mstep: Class 2 contains 9260 members Entering Unmasked Estep Score: -1008196.375000 Penalty: 885.231995 Iteration 6Q: 3 clusters Score -1008196 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7433 members Mstep: Class 2 contains 9345 members Entering Unmasked Estep Score: -1008316.687500 Penalty: 885.231995 Iteration 7Q: 3 clusters Score -1008317 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7340 members Mstep: Class 2 contains 9438 members Entering Unmasked Estep Score: -1008392.687500 Penalty: 885.231995 Iteration 8Q: 3 clusters Score -1008393 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7252 members Mstep: Class 2 contains 9526 members Entering Unmasked Estep Score: -1008460.875000 Penalty: 885.231995 Iteration 9Q: 3 clusters Score -1008461 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7154 members Mstep: Class 2 contains 9624 members Entering Unmasked Estep Score: -1008534.562500 Penalty: 885.231995 Iteration 10Q: 3 clusters Score -1008535 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7035 members Mstep: Class 2 contains 9743 members Entering Unmasked Estep Score: -1008614.125000 Penalty: 885.231995 Iteration 11Q: 3 clusters Score -1008614 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6910 members Mstep: Class 2 contains 9868 members Entering Unmasked Estep Score: -1008688.000000 Penalty: 885.231995 Iteration 12Q: 3 clusters Score -1008688 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6792 members Mstep: Class 2 contains 9986 members Entering Unmasked Estep Score: -1008752.187500 Penalty: 885.231995 Iteration 13Q: 3 clusters Score -1008752 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6664 members Mstep: Class 2 contains 10114 members Entering Unmasked Estep Score: -1008822.375000 Penalty: 885.231995 Iteration 14Q: 3 clusters Score -1008822 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6511 members Mstep: Class 2 contains 10267 members Entering Unmasked Estep Score: -1008907.187500 Penalty: 885.231995 Iteration 15Q: 3 clusters Score -1008907 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6373 members Mstep: Class 2 contains 10405 members Entering Unmasked Estep Score: -1008989.750000 Penalty: 885.231995 Iteration 16Q: 3 clusters Score -1008990 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6243 members Mstep: Class 2 contains 10535 members Entering Unmasked Estep Score: -1009071.812500 Penalty: 885.231995 Iteration 17Q: 3 clusters Score -1009072 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6105 members Mstep: Class 2 contains 10673 members Entering Unmasked Estep Score: -1009172.187500 Penalty: 885.231995 Iteration 18Q: 3 clusters Score -1009172 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5967 members Mstep: Class 2 contains 10811 members Entering Unmasked Estep Score: -1009267.562500 Penalty: 885.231995 Iteration 19Q: 3 clusters Score -1009268 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5822 members Mstep: Class 2 contains 10956 members Entering Unmasked Estep Score: -1009383.562500 Penalty: 885.231995 Iteration 20F: 3 clusters Score -1009384 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5663 members Mstep: Class 2 contains 11115 members Entering Unmasked Estep Score: -1009499.437500 Penalty: 885.231995 Iteration 21Q: 3 clusters Score -1009499 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5508 members Mstep: Class 2 contains 11270 members Entering Unmasked Estep Score: -1009601.500000 Penalty: 885.231995 Iteration 22Q: 3 clusters Score -1009602 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5380 members Mstep: Class 2 contains 11398 members Entering Unmasked Estep Score: -1009680.687500 Penalty: 885.231995 Iteration 23Q: 3 clusters Score -1009681 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5239 members Mstep: Class 2 contains 11539 members Entering Unmasked Estep Score: -1009746.562500 Penalty: 885.231995 Iteration 24Q: 3 clusters Score -1009747 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5124 members Mstep: Class 2 contains 11654 members Entering Unmasked Estep Score: -1009783.625000 Penalty: 885.231995 Iteration 25Q: 3 clusters Score -1009784 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5015 members Mstep: Class 2 contains 11763 members Entering Unmasked Estep Score: -1009809.187500 Penalty: 885.231995 Iteration 26Q: 3 clusters Score -1009809 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4920 members Mstep: Class 2 contains 11858 members Entering Unmasked Estep Score: -1009827.937500 Penalty: 885.231995 Iteration 27Q: 3 clusters Score -1009828 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4841 members Mstep: Class 2 contains 11937 members Entering Unmasked Estep Score: -1009838.625000 Penalty: 885.231995 Iteration 28Q: 3 clusters Score -1009839 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4765 members Mstep: Class 2 contains 12013 members Entering Unmasked Estep Score: -1009850.687500 Penalty: 885.231995 Iteration 29Q: 3 clusters Score -1009851 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4692 members Mstep: Class 2 contains 12086 members Entering Unmasked Estep Score: -1009862.500000 Penalty: 885.231995 Iteration 30Q: 3 clusters Score -1009862 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4624 members Mstep: Class 2 contains 12154 members Entering Unmasked Estep Score: -1009871.062500 Penalty: 885.231995 Iteration 31Q: 3 clusters Score -1009871 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4562 members Mstep: Class 2 contains 12216 members Entering Unmasked Estep Score: -1009879.375000 Penalty: 885.231995 Iteration 32Q: 3 clusters Score -1009879 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4499 members Mstep: Class 2 contains 12279 members Entering Unmasked Estep Score: -1009887.562500 Penalty: 885.231995 Iteration 33Q: 3 clusters Score -1009888 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4439 members Mstep: Class 2 contains 12339 members Entering Unmasked Estep Score: -1009893.875000 Penalty: 885.231995 Iteration 34Q: 3 clusters Score -1009894 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4382 members Mstep: Class 2 contains 12396 members Entering Unmasked Estep Score: -1009898.000000 Penalty: 885.231995 Iteration 35Q: 3 clusters Score -1009898 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4325 members Mstep: Class 2 contains 12453 members Entering Unmasked Estep Score: -1009901.625000 Penalty: 885.231995 Iteration 36Q: 3 clusters Score -1009902 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4279 members Mstep: Class 2 contains 12499 members Entering Unmasked Estep Score: -1009907.375000 Penalty: 885.231995 Iteration 37Q: 3 clusters Score -1009907 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4233 members Mstep: Class 2 contains 12545 members Entering Unmasked Estep Score: -1009914.625000 Penalty: 885.231995 Iteration 38Q: 3 clusters Score -1009915 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4188 members Mstep: Class 2 contains 12590 members Entering Unmasked Estep Score: -1009912.875000 Penalty: 885.231995 Iteration 39Q: 3 clusters Score -1009913 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4137 members Mstep: Class 2 contains 12641 members Entering Unmasked Estep Score: -1009918.000000 Penalty: 885.231995 Iteration 40F: 3 clusters Score -1009918 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4084 members Mstep: Class 2 contains 12694 members Entering Unmasked Estep Score: -1009923.875000 Penalty: 885.231995 Iteration 41Q: 3 clusters Score -1009924 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4039 members Mstep: Class 2 contains 12739 members Entering Unmasked Estep Score: -1009926.437500 Penalty: 885.231995 Iteration 42Q: 3 clusters Score -1009926 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3997 members Mstep: Class 2 contains 12781 members Entering Unmasked Estep Score: -1009927.000000 Penalty: 885.231995 Iteration 43Q: 3 clusters Score -1009927 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3945 members Mstep: Class 2 contains 12833 members Entering Unmasked Estep Score: -1009934.687500 Penalty: 885.231995 Iteration 44Q: 3 clusters Score -1009935 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3904 members Mstep: Class 2 contains 12874 members Entering Unmasked Estep Score: -1009938.687500 Penalty: 885.231995 Iteration 45Q: 3 clusters Score -1009939 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3867 members Mstep: Class 2 contains 12911 members Entering Unmasked Estep Score: -1009940.250000 Penalty: 885.231995 Iteration 46Q: 3 clusters Score -1009940 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3832 members Mstep: Class 2 contains 12946 members Entering Unmasked Estep Score: -1009942.875000 Penalty: 885.231995 Iteration 47Q: 3 clusters Score -1009943 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3809 members Mstep: Class 2 contains 12969 members Entering Unmasked Estep Score: -1009945.250000 Penalty: 885.231995 Iteration 48Q: 3 clusters Score -1009945 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3787 members Mstep: Class 2 contains 12991 members Entering Unmasked Estep Score: -1009946.500000 Penalty: 885.231995 Iteration 49Q: 3 clusters Score -1009946 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3763 members Mstep: Class 2 contains 13015 members Entering Unmasked Estep Score: -1009949.812500 Penalty: 885.231995 Iteration 50Q: 3 clusters Score -1009950 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3736 members Mstep: Class 2 contains 13042 members Entering Unmasked Estep Score: -1009951.375000 Penalty: 885.231995 Iteration 51Q: 3 clusters Score -1009951 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3710 members Mstep: Class 2 contains 13068 members Entering Unmasked Estep Score: -1009950.937500 Penalty: 885.231995 Iteration 52Q: 3 clusters Score -1009951 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3683 members Mstep: Class 2 contains 13095 members Entering Unmasked Estep Score: -1009958.250000 Penalty: 885.231995 Iteration 53Q: 3 clusters Score -1009958 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3646 members Mstep: Class 2 contains 13132 members Entering Unmasked Estep Score: -1009959.437500 Penalty: 885.231995 Iteration 54Q: 3 clusters Score -1009959 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3606 members Mstep: Class 2 contains 13172 members Entering Unmasked Estep Score: -1009963.500000 Penalty: 885.231995 Iteration 55Q: 3 clusters Score -1009964 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3557 members Mstep: Class 2 contains 13221 members Entering Unmasked Estep Score: -1009973.437500 Penalty: 885.231995 Iteration 56Q: 3 clusters Score -1009973 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3505 members Mstep: Class 2 contains 13273 members Entering Unmasked Estep Score: -1009981.062500 Penalty: 885.231995 Iteration 57Q: 3 clusters Score -1009981 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3447 members Mstep: Class 2 contains 13331 members Entering Unmasked Estep Score: -1009987.125000 Penalty: 885.231995 Iteration 58Q: 3 clusters Score -1009987 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3392 members Mstep: Class 2 contains 13386 members Entering Unmasked Estep Score: -1009996.750000 Penalty: 885.231995 Iteration 59Q: 3 clusters Score -1009997 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3337 members Mstep: Class 2 contains 13441 members Entering Unmasked Estep Score: -1010003.625000 Penalty: 885.231995 Iteration 60F: 3 clusters Score -1010004 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3286 members Mstep: Class 2 contains 13492 members Entering Unmasked Estep Score: -1010007.437500 Penalty: 885.231995 Iteration 61Q: 3 clusters Score -1010007 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3226 members Mstep: Class 2 contains 13552 members Entering Unmasked Estep Score: -1010017.187500 Penalty: 885.231995 Iteration 62Q: 3 clusters Score -1010017 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3158 members Mstep: Class 2 contains 13620 members Entering Unmasked Estep Score: -1010026.562500 Penalty: 885.231995 Iteration 63Q: 3 clusters Score -1010027 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3091 members Mstep: Class 2 contains 13687 members Entering Unmasked Estep Score: -1010035.812500 Penalty: 885.231995 Iteration 64Q: 3 clusters Score -1010036 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3020 members Mstep: Class 2 contains 13758 members Entering Unmasked Estep Score: -1010040.312500 Penalty: 885.231995 Iteration 65Q: 3 clusters Score -1010040 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2960 members Mstep: Class 2 contains 13818 members Entering Unmasked Estep Score: -1010051.687500 Penalty: 885.231995 Iteration 66Q: 3 clusters Score -1010052 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 13889 members Entering Unmasked Estep Score: -1010065.562500 Penalty: 885.231995 Iteration 67Q: 3 clusters Score -1010066 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 13966 members Entering Unmasked Estep Score: -1010072.937500 Penalty: 885.231995 Iteration 68Q: 3 clusters Score -1010073 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 14023 members Entering Unmasked Estep Score: -1010081.750000 Penalty: 885.231995 Iteration 69Q: 3 clusters Score -1010082 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2701 members Mstep: Class 2 contains 14077 members Entering Unmasked Estep Score: -1010092.125000 Penalty: 885.231995 Iteration 70Q: 3 clusters Score -1010092 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2648 members Mstep: Class 2 contains 14130 members Entering Unmasked Estep Score: -1010096.625000 Penalty: 885.231995 Iteration 71Q: 3 clusters Score -1010097 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2600 members Mstep: Class 2 contains 14178 members Entering Unmasked Estep Score: -1010100.562500 Penalty: 885.231995 Iteration 72Q: 3 clusters Score -1010101 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2551 members Mstep: Class 2 contains 14227 members Entering Unmasked Estep Score: -1010108.375000 Penalty: 885.231995 Iteration 73Q: 3 clusters Score -1010108 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2501 members Mstep: Class 2 contains 14277 members Entering Unmasked Estep Score: -1010113.437500 Penalty: 885.231995 Iteration 74Q: 3 clusters Score -1010113 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 14330 members Entering Unmasked Estep Score: -1010118.500000 Penalty: 885.231995 Iteration 75Q: 3 clusters Score -1010118 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2402 members Mstep: Class 2 contains 14376 members Entering Unmasked Estep Score: -1010123.562500 Penalty: 885.231995 Iteration 76Q: 3 clusters Score -1010124 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 14427 members Entering Unmasked Estep Score: -1010133.875000 Penalty: 885.231995 Iteration 77Q: 3 clusters Score -1010134 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2297 members Mstep: Class 2 contains 14481 members Entering Unmasked Estep Score: -1010138.625000 Penalty: 885.231995 Iteration 78Q: 3 clusters Score -1010139 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 14537 members Entering Unmasked Estep Score: -1010150.125000 Penalty: 885.231995 Iteration 79Q: 3 clusters Score -1010150 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2181 members Mstep: Class 2 contains 14597 members Entering Unmasked Estep Score: -1010156.312500 Penalty: 885.231995 Iteration 80F: 3 clusters Score -1010156 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2123 members Mstep: Class 2 contains 14655 members Entering Unmasked Estep Score: -1010164.375000 Penalty: 885.231995 Iteration 81Q: 3 clusters Score -1010164 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2065 members Mstep: Class 2 contains 14713 members Entering Unmasked Estep Score: -1010174.437500 Penalty: 885.231995 Iteration 82Q: 3 clusters Score -1010174 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 14771 members Entering Unmasked Estep Score: -1010186.500000 Penalty: 885.231995 Iteration 83Q: 3 clusters Score -1010186 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 14834 members Entering Unmasked Estep Score: -1010200.437500 Penalty: 885.231995 Iteration 84Q: 3 clusters Score -1010200 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 14903 members Entering Unmasked Estep Score: -1010215.125000 Penalty: 885.231995 Iteration 85Q: 3 clusters Score -1010215 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 14982 members Entering Unmasked Estep Score: -1010230.750000 Penalty: 885.231995 Iteration 86Q: 3 clusters Score -1010231 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 15058 members Entering Unmasked Estep Score: -1010254.687500 Penalty: 885.231995 Iteration 87Q: 3 clusters Score -1010255 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 15132 members Entering Unmasked Estep Score: -1010269.812500 Penalty: 885.231995 Iteration 88Q: 3 clusters Score -1010270 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 15202 members Entering Unmasked Estep Score: -1010288.687500 Penalty: 885.231995 Iteration 89Q: 3 clusters Score -1010289 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 15281 members Entering Unmasked Estep Score: -1010305.000000 Penalty: 885.231995 Iteration 90Q: 3 clusters Score -1010305 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 15359 members Entering Unmasked Estep Score: -1010325.937500 Penalty: 885.231995 Iteration 91Q: 3 clusters Score -1010326 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 15444 members Entering Unmasked Estep Score: -1010349.250000 Penalty: 885.231995 Iteration 92Q: 3 clusters Score -1010349 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 15521 members Entering Unmasked Estep Score: -1010366.875000 Penalty: 885.231995 Iteration 93Q: 3 clusters Score -1010367 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 15589 members Entering Unmasked Estep Score: -1010384.500000 Penalty: 885.231995 Iteration 94Q: 3 clusters Score -1010384 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 15652 members Entering Unmasked Estep Score: -1010402.937500 Penalty: 885.231995 Iteration 95Q: 3 clusters Score -1010403 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 15723 members Entering Unmasked Estep Score: -1010416.937500 Penalty: 885.231995 Iteration 96Q: 3 clusters Score -1010417 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 15771 members Entering Unmasked Estep Score: -1010428.000000 Penalty: 885.231995 Iteration 97Q: 3 clusters Score -1010428 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 15820 members Entering Unmasked Estep Score: -1010437.500000 Penalty: 885.231995 Iteration 98Q: 3 clusters Score -1010438 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 15873 members Entering Unmasked Estep Score: -1010452.375000 Penalty: 885.231995 Iteration 99Q: 3 clusters Score -1010452 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 15924 members Entering Unmasked Estep Score: -1010469.937500 Penalty: 885.231995 Iteration 100F: 3 clusters Score -1010470 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 15981 members Entering Unmasked Estep Score: -1010482.625000 Penalty: 885.231995 Iteration 101Q: 3 clusters Score -1010483 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 16025 members Entering Unmasked Estep Score: -1010492.562500 Penalty: 885.231995 Iteration 102Q: 3 clusters Score -1010493 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 16061 members Entering Unmasked Estep Score: -1010502.687500 Penalty: 885.231995 Iteration 103Q: 3 clusters Score -1010503 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 16106 members Entering Unmasked Estep Score: -1010516.312500 Penalty: 885.231995 Iteration 104Q: 3 clusters Score -1010516 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 16150 members Entering Unmasked Estep Score: -1010531.750000 Penalty: 885.231995 Iteration 105Q: 3 clusters Score -1010532 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 16190 members Entering Unmasked Estep Score: -1010545.812500 Penalty: 885.231995 Iteration 106Q: 3 clusters Score -1010546 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 16230 members Entering Unmasked Estep Score: -1010562.125000 Penalty: 885.231995 Iteration 107Q: 3 clusters Score -1010562 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 16270 members Entering Unmasked Estep Score: -1010580.000000 Penalty: 885.231995 Iteration 108Q: 3 clusters Score -1010580 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 16300 members Entering Unmasked Estep Score: -1010596.187500 Penalty: 885.231995 Iteration 109Q: 3 clusters Score -1010596 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 16327 members Entering Unmasked Estep Score: -1010609.000000 Penalty: 885.231995 Iteration 110Q: 3 clusters Score -1010609 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 16353 members Entering Unmasked Estep Score: -1010619.625000 Penalty: 885.231995 Iteration 111Q: 3 clusters Score -1010620 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 16377 members Entering Unmasked Estep Score: -1010629.437500 Penalty: 885.231995 Iteration 112Q: 3 clusters Score -1010629 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 16400 members Entering Unmasked Estep Score: -1010636.437500 Penalty: 885.231995 Iteration 113Q: 3 clusters Score -1010636 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 16426 members Entering Unmasked Estep Score: -1010650.750000 Penalty: 885.231995 Iteration 114Q: 3 clusters Score -1010651 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 16445 members Entering Unmasked Estep Score: -1010659.187500 Penalty: 885.231995 Iteration 115Q: 3 clusters Score -1010659 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 16465 members Entering Unmasked Estep Score: -1010672.375000 Penalty: 885.231995 Iteration 116Q: 3 clusters Score -1010672 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 16482 members Entering Unmasked Estep Score: -1010683.000000 Penalty: 885.231995 Iteration 117Q: 3 clusters Score -1010683 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 16494 members Entering Unmasked Estep Score: -1010686.437500 Penalty: 885.231995 Iteration 118Q: 3 clusters Score -1010686 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 16506 members Entering Unmasked Estep Score: -1010692.000000 Penalty: 885.231995 Iteration 119Q: 3 clusters Score -1010692 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 16512 members Entering Unmasked Estep Score: -1010698.125000 Penalty: 885.231995 Iteration 120F: 3 clusters Score -1010698 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 16518 members Entering Unmasked Estep Score: -1010700.625000 Penalty: 885.231995 Iteration 121Q: 3 clusters Score -1010701 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 16522 members Entering Unmasked Estep Score: -1010701.562500 Penalty: 885.231995 Iteration 122Q: 3 clusters Score -1010702 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 16529 members Entering Unmasked Estep Score: -1010703.312500 Penalty: 885.231995 Iteration 123Q: 3 clusters Score -1010703 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 16536 members Entering Unmasked Estep Score: -1010707.000000 Penalty: 885.231995 Iteration 124Q: 3 clusters Score -1010707 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 16545 members Entering Unmasked Estep Score: -1010708.875000 Penalty: 885.231995 Iteration 125Q: 3 clusters Score -1010709 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 16548 members Entering Unmasked Estep Score: -1010709.500000 Penalty: 885.231995 Iteration 126Q: 3 clusters Score -1010710 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 16551 members Entering Unmasked Estep Score: -1010710.437500 Penalty: 885.231995 Iteration 127Q: 3 clusters Score -1010710 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 16555 members Entering Unmasked Estep Score: -1010711.812500 Penalty: 885.231995 Iteration 128Q: 3 clusters Score -1010712 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 16556 members Entering Unmasked Estep Score: -1010713.062500 Penalty: 885.231995 Iteration 129Q: 3 clusters Score -1010713 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 16561 members Entering Unmasked Estep Score: -1010714.312500 Penalty: 885.231995 Iteration 130Q: 3 clusters Score -1010714 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 16566 members Entering Unmasked Estep Score: -1010716.125000 Penalty: 885.231995 Iteration 131Q: 3 clusters Score -1010716 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 16570 members Entering Unmasked Estep Score: -1010716.375000 Penalty: 885.231995 Iteration 132Q: 3 clusters Score -1010716 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 16574 members Entering Unmasked Estep Score: -1010718.250000 Penalty: 885.231995 Iteration 133Q: 3 clusters Score -1010718 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 16578 members Entering Unmasked Estep Score: -1010721.625000 Penalty: 885.231995 Iteration 134Q: 3 clusters Score -1010722 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 16583 members Entering Unmasked Estep Score: -1010724.500000 Penalty: 885.231995 Iteration 135Q: 3 clusters Score -1010724 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 16584 members Entering Unmasked Estep Score: -1010725.625000 Penalty: 885.231995 Iteration 136Q: 3 clusters Score -1010726 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 16586 members Entering Unmasked Estep Score: -1010727.312500 Penalty: 885.231995 Iteration 137Q: 3 clusters Score -1010727 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 16589 members Entering Unmasked Estep Score: -1010728.250000 Penalty: 885.231995 Iteration 138Q: 3 clusters Score -1010728 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 16594 members Entering Unmasked Estep Score: -1010730.937500 Penalty: 885.231995 Iteration 139Q: 3 clusters Score -1010731 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 16598 members Entering Unmasked Estep Score: -1010733.687500 Penalty: 885.231995 Iteration 140F: 3 clusters Score -1010734 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 16600 members Entering Unmasked Estep Score: -1010735.812500 Penalty: 885.231995 Iteration 141Q: 3 clusters Score -1010736 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 16601 members Entering Unmasked Estep Score: -1010735.437500 Penalty: 885.231995 Iteration 142Q: 3 clusters Score -1010735 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 16602 members Entering Unmasked Estep Score: -1010736.187500 Penalty: 885.231995 Iteration 143Q: 3 clusters Score -1010736 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 16603 members Entering Unmasked Estep Score: -1010737.437500 Penalty: 885.231995 Iteration 144Q: 3 clusters Score -1010737 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 16606 members Entering Unmasked Estep Score: -1010739.375000 Penalty: 885.231995 Iteration 145Q: 3 clusters Score -1010739 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 16606 members Entering Unmasked Estep Score: -1010739.375000 Penalty: 885.231995 Iteration 146F: 3 clusters Score -1010739 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (238 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Entering Unmasked Estep Score: -10660.356445 Penalty: 248.988312 Iteration 0F: 2 clusters Score -10660.36 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 131 members Entering Unmasked Estep Score: -10347.641602 Penalty: 497.976624 Iteration 0F: 3 clusters Score -10347.64 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -10432.701172 Penalty: 497.976624 Iteration 1F: 3 clusters Score -10432.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -10472.017578 Penalty: 497.976624 Iteration 2F: 3 clusters Score -10472.02 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -10485.103516 Penalty: 497.976624 Iteration 3Q: 3 clusters Score -10485.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -10519.270508 Penalty: 497.976624 Iteration 4F: 3 clusters Score -10519.27 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -10583.376953 Penalty: 497.976624 Iteration 5F: 3 clusters Score -10583.38 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -10637.729492 Penalty: 497.976624 Iteration 6Q: 3 clusters Score -10637.73 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -10763.003906 Penalty: 497.976624 Iteration 7Q: 3 clusters Score -10763 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -10986.784180 Penalty: 497.976624 Iteration 8Q: 3 clusters Score -10986.78 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -11011.120117 Penalty: 497.976624 Iteration 9Q: 3 clusters Score -11011.12 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -11023.632812 Penalty: 497.976624 Iteration 10Q: 3 clusters Score -11023.63 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -11029.135742 Penalty: 497.976624 Iteration 11Q: 3 clusters Score -11029.14 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -11035.052734 Penalty: 497.976624 Iteration 12Q: 3 clusters Score -11035.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -11044.701172 Penalty: 497.976624 Iteration 13Q: 3 clusters Score -11044.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -11048.361328 Penalty: 497.976624 Iteration 14Q: 3 clusters Score -11048.36 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -11048.361328 Penalty: 497.976624 Iteration 15F: 3 clusters Score -11048.36 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 13230 members Mstep: Class 2 contains 100521 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 499 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1079 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 169 members Mstep: Class 10 contains 151 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 235 members Mstep: Class 15 contains 16778 members Mstep: Class 16 contains 48 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 1793 members Mstep: Class 19 contains 698 members Mstep: Class 20 contains 943 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 566 members Mstep: Class 23 contains 513 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 190 members Entering Unmasked Estep Score: -7911170.000000 Penalty: 13516.799805 Splitting cluster 16 changes total score from -7910946.000000 to -7911170.000000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 17 (97 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Entering Unmasked Estep Score: -4584.379395 Penalty: 208.149338 Iteration 0F: 2 clusters Score -4584.379 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 40 members Entering Unmasked Estep Score: -4398.510742 Penalty: 416.298676 Iteration 0F: 3 clusters Score -4398.511 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -4428.439453 Penalty: 416.298676 Iteration 1F: 3 clusters Score -4428.439 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -4452.339844 Penalty: 416.298676 Iteration 2F: 3 clusters Score -4452.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -4462.130859 Penalty: 416.298676 Iteration 3Q: 3 clusters Score -4462.131 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -4464.924805 Penalty: 416.298676 Iteration 4Q: 3 clusters Score -4464.925 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -4464.924805 Penalty: 416.298676 Iteration 5F: 3 clusters Score -4464.925 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1793 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Entering Unmasked Estep Score: -107137.734375 Penalty: 340.869873 Iteration 0F: 2 clusters Score -107137.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -105802.171875 Penalty: 681.739746 Iteration 0F: 3 clusters Score -105802.2 nChanged 759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -106199.367188 Penalty: 681.739746 Iteration 1F: 3 clusters Score -106199.4 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -106284.039062 Penalty: 681.739746 Iteration 2F: 3 clusters Score -106284 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -106356.335938 Penalty: 681.739746 Iteration 3F: 3 clusters Score -106356.3 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -106400.625000 Penalty: 681.739746 Iteration 4F: 3 clusters Score -106400.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -106444.671875 Penalty: 681.739746 Iteration 5Q: 3 clusters Score -106444.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -106485.820312 Penalty: 681.739746 Iteration 6Q: 3 clusters Score -106485.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -106520.031250 Penalty: 681.739746 Iteration 7Q: 3 clusters Score -106520 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -106561.023438 Penalty: 681.739746 Iteration 8Q: 3 clusters Score -106561 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -106609.273438 Penalty: 681.739746 Iteration 9Q: 3 clusters Score -106609.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -106647.890625 Penalty: 681.739746 Iteration 10Q: 3 clusters Score -106647.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -106700.671875 Penalty: 681.739746 Iteration 11Q: 3 clusters Score -106700.7 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -106748.703125 Penalty: 681.739746 Iteration 12Q: 3 clusters Score -106748.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -106789.421875 Penalty: 681.739746 Iteration 13Q: 3 clusters Score -106789.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -106832.726562 Penalty: 681.739746 Iteration 14Q: 3 clusters Score -106832.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -106909.679688 Penalty: 681.739746 Iteration 15Q: 3 clusters Score -106909.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -106980.851562 Penalty: 681.739746 Iteration 16Q: 3 clusters Score -106980.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -107055.421875 Penalty: 681.739746 Iteration 17Q: 3 clusters Score -107055.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -107099.281250 Penalty: 681.739746 Iteration 18Q: 3 clusters Score -107099.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -107122.265625 Penalty: 681.739746 Iteration 19Q: 3 clusters Score -107122.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -107138.492188 Penalty: 681.739746 Iteration 20F: 3 clusters Score -107138.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -107153.226562 Penalty: 681.739746 Iteration 21Q: 3 clusters Score -107153.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -107165.632812 Penalty: 681.739746 Iteration 22Q: 3 clusters Score -107165.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -107175.257812 Penalty: 681.739746 Iteration 23Q: 3 clusters Score -107175.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -107179.046875 Penalty: 681.739746 Iteration 24Q: 3 clusters Score -107179 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -107185.187500 Penalty: 681.739746 Iteration 25Q: 3 clusters Score -107185.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -107188.500000 Penalty: 681.739746 Iteration 26Q: 3 clusters Score -107188.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -107191.765625 Penalty: 681.739746 Iteration 27Q: 3 clusters Score -107191.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -107195.578125 Penalty: 681.739746 Iteration 28Q: 3 clusters Score -107195.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -107199.546875 Penalty: 681.739746 Iteration 29Q: 3 clusters Score -107199.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -107205.109375 Penalty: 681.739746 Iteration 30Q: 3 clusters Score -107205.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -107211.835938 Penalty: 681.739746 Iteration 31Q: 3 clusters Score -107211.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -107215.132812 Penalty: 681.739746 Iteration 32Q: 3 clusters Score -107215.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -107218.250000 Penalty: 681.739746 Iteration 33Q: 3 clusters Score -107218.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -107219.921875 Penalty: 681.739746 Iteration 34Q: 3 clusters Score -107219.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -107221.234375 Penalty: 681.739746 Iteration 35Q: 3 clusters Score -107221.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -107221.828125 Penalty: 681.739746 Iteration 36Q: 3 clusters Score -107221.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -107223.085938 Penalty: 681.739746 Iteration 37Q: 3 clusters Score -107223.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -107223.414062 Penalty: 681.739746 Iteration 38Q: 3 clusters Score -107223.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -107223.570312 Penalty: 681.739746 Iteration 39Q: 3 clusters Score -107223.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -107223.570312 Penalty: 681.739746 Iteration 40F: 3 clusters Score -107223.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 13230 members Mstep: Class 2 contains 100521 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 499 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1079 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 169 members Mstep: Class 10 contains 151 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 235 members Mstep: Class 15 contains 16778 members Mstep: Class 16 contains 48 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 1241 members Mstep: Class 19 contains 698 members Mstep: Class 20 contains 943 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 566 members Mstep: Class 23 contains 513 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 190 members Mstep: Class 26 contains 552 members Entering Unmasked Estep Score: -7911053.000000 Penalty: 14057.471680 Splitting cluster 18 changes total score from -7910946.000000 to -7911053.000000 So it's getting split into cluster 26. Entering ConstructFrom: Trying to split cluster 19 (698 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Entering Unmasked Estep Score: -35265.289062 Penalty: 297.943970 Iteration 0F: 2 clusters Score -35265.29 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -34641.679688 Penalty: 595.887939 Iteration 0F: 3 clusters Score -34641.68 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -34831.496094 Penalty: 595.887939 Iteration 1F: 3 clusters Score -34831.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -34919.718750 Penalty: 595.887939 Iteration 2F: 3 clusters Score -34919.72 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -35043.539062 Penalty: 595.887939 Iteration 3F: 3 clusters Score -35043.54 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -35188.601562 Penalty: 595.887939 Iteration 4F: 3 clusters Score -35188.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -35284.347656 Penalty: 595.887939 Iteration 5F: 3 clusters Score -35284.35 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -35412.601562 Penalty: 595.887939 Iteration 6Q: 3 clusters Score -35412.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -35501.832031 Penalty: 595.887939 Iteration 7Q: 3 clusters Score -35501.83 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -35509.035156 Penalty: 595.887939 Iteration 8Q: 3 clusters Score -35509.04 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -35515.871094 Penalty: 595.887939 Iteration 9Q: 3 clusters Score -35515.87 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -35519.339844 Penalty: 595.887939 Iteration 10Q: 3 clusters Score -35519.34 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -35522.289062 Penalty: 595.887939 Iteration 11Q: 3 clusters Score -35522.29 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -35526.089844 Penalty: 595.887939 Iteration 12Q: 3 clusters Score -35526.09 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -35529.402344 Penalty: 595.887939 Iteration 13Q: 3 clusters Score -35529.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -35537.660156 Penalty: 595.887939 Iteration 14Q: 3 clusters Score -35537.66 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -35548.914062 Penalty: 595.887939 Iteration 15Q: 3 clusters Score -35548.91 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -35569.187500 Penalty: 595.887939 Iteration 16Q: 3 clusters Score -35569.19 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -35577.429688 Penalty: 595.887939 Iteration 17Q: 3 clusters Score -35577.43 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -35581.656250 Penalty: 595.887939 Iteration 18Q: 3 clusters Score -35581.66 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -35585.878906 Penalty: 595.887939 Iteration 19Q: 3 clusters Score -35585.88 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -35588.109375 Penalty: 595.887939 Iteration 20F: 3 clusters Score -35588.11 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -35589.355469 Penalty: 595.887939 Iteration 21Q: 3 clusters Score -35589.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -35590.777344 Penalty: 595.887939 Iteration 22Q: 3 clusters Score -35590.78 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -35592.406250 Penalty: 595.887939 Iteration 23Q: 3 clusters Score -35592.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -35592.710938 Penalty: 595.887939 Iteration 24Q: 3 clusters Score -35592.71 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -35592.710938 Penalty: 595.887939 Iteration 25F: 3 clusters Score -35592.71 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 13230 members Mstep: Class 2 contains 100521 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 499 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1079 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 169 members Mstep: Class 10 contains 151 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 235 members Mstep: Class 15 contains 16778 members Mstep: Class 16 contains 48 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 1241 members Mstep: Class 19 contains 322 members Mstep: Class 20 contains 943 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 566 members Mstep: Class 23 contains 513 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 190 members Mstep: Class 26 contains 552 members Mstep: Class 27 contains 376 members Entering Unmasked Estep Score: -7911137.000000 Penalty: 14598.144531 Splitting cluster 19 changes total score from -7910946.000000 to -7911137.000000 So it's getting split into cluster 27. Entering ConstructFrom: Trying to split cluster 20 (943 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Entering Unmasked Estep Score: -55291.316406 Penalty: 311.632507 Iteration 0F: 2 clusters Score -55291.32 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -54517.246094 Penalty: 623.265015 Iteration 0F: 3 clusters Score -54517.25 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -54785.195312 Penalty: 623.265015 Iteration 1F: 3 clusters Score -54785.2 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -54883.125000 Penalty: 623.265015 Iteration 2F: 3 clusters Score -54883.12 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -54961.550781 Penalty: 623.265015 Iteration 3F: 3 clusters Score -54961.55 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -55035.492188 Penalty: 623.265015 Iteration 4F: 3 clusters Score -55035.49 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -55080.894531 Penalty: 623.265015 Iteration 5F: 3 clusters Score -55080.89 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -55112.601562 Penalty: 623.265015 Iteration 6Q: 3 clusters Score -55112.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -55130.785156 Penalty: 623.265015 Iteration 7Q: 3 clusters Score -55130.79 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -55138.980469 Penalty: 623.265015 Iteration 8Q: 3 clusters Score -55138.98 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -55142.765625 Penalty: 623.265015 Iteration 9Q: 3 clusters Score -55142.77 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -55145.082031 Penalty: 623.265015 Iteration 10Q: 3 clusters Score -55145.08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -55145.957031 Penalty: 623.265015 Iteration 11Q: 3 clusters Score -55145.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -55146.453125 Penalty: 623.265015 Iteration 12Q: 3 clusters Score -55146.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -55146.625000 Penalty: 623.265015 Iteration 13Q: 3 clusters Score -55146.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -55146.625000 Penalty: 623.265015 Iteration 14F: 3 clusters Score -55146.62 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (133 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Entering Unmasked Estep Score: -6511.987793 Penalty: 222.510880 Iteration 0F: 2 clusters Score -6511.988 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -6278.793457 Penalty: 445.021759 Iteration 0F: 3 clusters Score -6278.793 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -6323.998535 Penalty: 445.021759 Iteration 1F: 3 clusters Score -6323.999 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -6335.700195 Penalty: 445.021759 Iteration 2Q: 3 clusters Score -6335.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -6338.471191 Penalty: 445.021759 Iteration 3Q: 3 clusters Score -6338.471 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -6340.479004 Penalty: 445.021759 Iteration 4Q: 3 clusters Score -6340.479 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -6341.056152 Penalty: 445.021759 Iteration 5Q: 3 clusters Score -6341.056 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -6341.056152 Penalty: 445.021759 Iteration 6F: 3 clusters Score -6341.056 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (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: -22232.263672 Penalty: 288.406036 Iteration 0F: 2 clusters Score -22232.26 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: -21759.734375 Penalty: 576.812073 Iteration 0F: 3 clusters Score -21759.73 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -22246.271484 Penalty: 576.812073 Iteration 1F: 3 clusters Score -22246.27 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -22453.943359 Penalty: 576.812073 Iteration 2F: 3 clusters Score -22453.94 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -22491.783203 Penalty: 576.812073 Iteration 3Q: 3 clusters Score -22491.78 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -22527.070312 Penalty: 576.812073 Iteration 4Q: 3 clusters Score -22527.07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -22536.986328 Penalty: 576.812073 Iteration 5Q: 3 clusters Score -22536.99 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -22539.357422 Penalty: 576.812073 Iteration 6Q: 3 clusters Score -22539.36 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -22541.460938 Penalty: 576.812073 Iteration 7Q: 3 clusters Score -22541.46 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -22548.458984 Penalty: 576.812073 Iteration 8Q: 3 clusters Score -22548.46 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -22552.796875 Penalty: 576.812073 Iteration 9Q: 3 clusters Score -22552.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -22557.416016 Penalty: 576.812073 Iteration 10Q: 3 clusters Score -22557.42 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -22560.574219 Penalty: 576.812073 Iteration 11Q: 3 clusters Score -22560.57 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -22567.572266 Penalty: 576.812073 Iteration 12Q: 3 clusters Score -22567.57 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -22571.986328 Penalty: 576.812073 Iteration 13Q: 3 clusters Score -22571.99 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -22572.853516 Penalty: 576.812073 Iteration 14Q: 3 clusters Score -22572.85 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -22573.677734 Penalty: 576.812073 Iteration 15Q: 3 clusters Score -22573.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -22578.037109 Penalty: 576.812073 Iteration 16Q: 3 clusters Score -22578.04 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -22582.560547 Penalty: 576.812073 Iteration 17Q: 3 clusters Score -22582.56 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -22585.916016 Penalty: 576.812073 Iteration 18Q: 3 clusters Score -22585.92 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -22590.224609 Penalty: 576.812073 Iteration 19Q: 3 clusters Score -22590.22 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -22597.767578 Penalty: 576.812073 Iteration 20F: 3 clusters Score -22597.77 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -22637.980469 Penalty: 576.812073 Iteration 21Q: 3 clusters Score -22637.98 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -22698.761719 Penalty: 576.812073 Iteration 22Q: 3 clusters Score -22698.76 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -22764.382812 Penalty: 576.812073 Iteration 23Q: 3 clusters Score -22764.38 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -22769.035156 Penalty: 576.812073 Iteration 24Q: 3 clusters Score -22769.04 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -22770.150391 Penalty: 576.812073 Iteration 25Q: 3 clusters Score -22770.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -22770.150391 Penalty: 576.812073 Iteration 26F: 3 clusters Score -22770.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 13230 members Mstep: Class 2 contains 100521 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 499 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1079 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 169 members Mstep: Class 10 contains 151 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 235 members Mstep: Class 15 contains 16778 members Mstep: Class 16 contains 48 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 1241 members Mstep: Class 19 contains 322 members Mstep: Class 20 contains 943 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 206 members Mstep: Class 23 contains 513 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 190 members Mstep: Class 26 contains 552 members Mstep: Class 27 contains 376 members Mstep: Class 28 contains 360 members Entering Unmasked Estep Score: -7911418.000000 Penalty: 15138.816406 Splitting cluster 22 changes total score from -7910946.000000 to -7911418.000000 So it's getting split into cluster 28. Entering ConstructFrom: Trying to split cluster 23 (513 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Entering Unmasked Estep Score: -26267.355469 Penalty: 283.932556 Iteration 0F: 2 clusters Score -26267.36 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 251 members Entering Unmasked Estep Score: -25781.228516 Penalty: 567.865112 Iteration 0F: 3 clusters Score -25781.23 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -25887.275391 Penalty: 567.865112 Iteration 1F: 3 clusters Score -25887.28 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -25922.707031 Penalty: 567.865112 Iteration 2F: 3 clusters Score -25922.71 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -25942.617188 Penalty: 567.865112 Iteration 3F: 3 clusters Score -25942.62 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -25958.515625 Penalty: 567.865112 Iteration 4Q: 3 clusters Score -25958.52 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -25973.687500 Penalty: 567.865112 Iteration 5Q: 3 clusters Score -25973.69 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -25983.585938 Penalty: 567.865112 Iteration 6Q: 3 clusters Score -25983.59 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -25993.718750 Penalty: 567.865112 Iteration 7Q: 3 clusters Score -25993.72 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -25998.919922 Penalty: 567.865112 Iteration 8Q: 3 clusters Score -25998.92 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -26001.658203 Penalty: 567.865112 Iteration 9Q: 3 clusters Score -26001.66 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -26005.142578 Penalty: 567.865112 Iteration 10Q: 3 clusters Score -26005.14 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -26006.427734 Penalty: 567.865112 Iteration 11Q: 3 clusters Score -26006.43 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -26009.816406 Penalty: 567.865112 Iteration 12Q: 3 clusters Score -26009.82 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -26013.966797 Penalty: 567.865112 Iteration 13Q: 3 clusters Score -26013.97 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -26016.726562 Penalty: 567.865112 Iteration 14Q: 3 clusters Score -26016.73 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -26018.164062 Penalty: 567.865112 Iteration 15Q: 3 clusters Score -26018.16 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -26019.537109 Penalty: 567.865112 Iteration 16Q: 3 clusters Score -26019.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -26020.396484 Penalty: 567.865112 Iteration 17Q: 3 clusters Score -26020.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -26020.589844 Penalty: 567.865112 Iteration 18Q: 3 clusters Score -26020.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -26020.589844 Penalty: 567.865112 Iteration 19F: 3 clusters Score -26020.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 13230 members Mstep: Class 2 contains 100521 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 499 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1079 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 169 members Mstep: Class 10 contains 151 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 235 members Mstep: Class 15 contains 16778 members Mstep: Class 16 contains 48 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 1241 members Mstep: Class 19 contains 322 members Mstep: Class 20 contains 943 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 206 members Mstep: Class 23 contains 513 members Entering Unmasked Estep ConsiderDeletion Score: -7911593.000000 Penalty: 15138.816406 Iteration 119Q: 29 clusters Score -7911593 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 13217 members Mstep: Class 2 contains 100517 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 499 members Mstep: Class 5 contains 183 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1079 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 169 members Mstep: Class 10 contains 151 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 229 members Mstep: Class 15 contains 16807 members Mstep: Class 16 contains 48 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 1270 members Mstep: Class 19 contains 329 members Mstep: Class 20 contains 946 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 209 members Mstep: Class 23 contains 513 members Mstep: Class 24 contains 199 members Mstep: Class 25 contains 190 members Mstep: Class 26 contains 508 members Mstep: Class 27 contains 375 members Mstep: Class 28 contains 358 members Entering Unmasked Estep ConsiderDeletion Deleting Class 16. Lose 384.167816 but Gain 540.671875 Score: -7912002.000000 Penalty: 14598.144531 Iteration 120F: 28 clusters Score -7912002 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 1160 members Mstep: Class 1 contains 13198 members Mstep: Class 2 contains 100414 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 499 members Mstep: Class 5 contains 182 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1079 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 169 members Mstep: Class 10 contains 148 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16803 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 1336 members Mstep: Class 19 contains 334 members Mstep: Class 20 contains 948 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 211 members Mstep: Class 23 contains 513 members Mstep: Class 24 contains 242 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 566 members Mstep: Class 27 contains 377 members Mstep: Class 28 contains 360 members Entering Unmasked Estep ConsiderDeletion Score: -7912347.500000 Penalty: 14598.144531 Iteration 121Q: 28 clusters Score -7912348 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 13177 members Mstep: Class 2 contains 100294 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 499 members Mstep: Class 5 contains 183 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1079 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 169 members Mstep: Class 10 contains 147 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16811 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 1414 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 949 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 513 members Mstep: Class 24 contains 241 members Mstep: Class 25 contains 195 members Mstep: Class 26 contains 620 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Entering Unmasked Estep ConsiderDeletion Score: -7912451.000000 Penalty: 14598.144531 Iteration 122Q: 28 clusters Score -7912451 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 13152 members Mstep: Class 2 contains 100180 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 499 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1079 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 170 members Mstep: Class 10 contains 147 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16831 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 1494 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 951 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 513 members Mstep: Class 24 contains 240 members Mstep: Class 25 contains 195 members Mstep: Class 26 contains 656 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Entering Unmasked Estep ConsiderDeletion Score: -7912511.500000 Penalty: 14598.144531 Iteration 123Q: 28 clusters Score -7912512 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 13127 members Mstep: Class 2 contains 100089 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 499 members Mstep: Class 5 contains 185 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1079 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 170 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16847 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 1558 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 954 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 513 members Mstep: Class 24 contains 240 members Mstep: Class 25 contains 195 members Mstep: Class 26 contains 688 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Entering Unmasked Estep ConsiderDeletion Score: -7912569.500000 Penalty: 14598.144531 Iteration 124Q: 28 clusters Score -7912570 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 13113 members Mstep: Class 2 contains 100008 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 498 members Mstep: Class 5 contains 185 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1079 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 170 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16853 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 1623 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 955 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 513 members Mstep: Class 24 contains 240 members Mstep: Class 25 contains 195 members Mstep: Class 26 contains 712 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Entering Unmasked Estep ConsiderDeletion Score: -7912636.500000 Penalty: 14598.144531 Iteration 125Q: 28 clusters Score -7912636 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 13091 members Mstep: Class 2 contains 99937 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 499 members Mstep: Class 5 contains 185 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1079 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 170 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16855 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 1700 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 956 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 513 members Mstep: Class 24 contains 240 members Mstep: Class 25 contains 195 members Mstep: Class 26 contains 724 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Entering Unmasked Estep ConsiderDeletion Score: -7912677.500000 Penalty: 14598.144531 Iteration 126Q: 28 clusters Score -7912678 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 13067 members Mstep: Class 2 contains 99843 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 499 members Mstep: Class 5 contains 185 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1079 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 170 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16861 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 1795 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 959 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 513 members Mstep: Class 24 contains 240 members Mstep: Class 25 contains 195 members Mstep: Class 26 contains 738 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Entering Unmasked Estep ConsiderDeletion Score: -7912720.500000 Penalty: 14598.144531 Iteration 127Q: 28 clusters Score -7912720 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 13042 members Mstep: Class 2 contains 99754 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 498 members Mstep: Class 5 contains 185 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1079 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 170 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16870 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 1885 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 964 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 513 members Mstep: Class 24 contains 240 members Mstep: Class 25 contains 195 members Mstep: Class 26 contains 749 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Entering Unmasked Estep ConsiderDeletion Score: -7912744.000000 Penalty: 14598.144531 Iteration 128Q: 28 clusters Score -7912744 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 13015 members Mstep: Class 2 contains 99678 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 496 members Mstep: Class 5 contains 185 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1079 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 170 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16882 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 1966 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 972 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 514 members Mstep: Class 24 contains 240 members Mstep: Class 25 contains 195 members Mstep: Class 26 contains 752 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Entering Unmasked Estep ConsiderDeletion Score: -7912784.000000 Penalty: 14598.144531 Iteration 129Q: 28 clusters Score -7912784 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 12985 members Mstep: Class 2 contains 99600 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 495 members Mstep: Class 5 contains 185 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1079 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 170 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16889 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 2060 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 976 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 516 members Mstep: Class 24 contains 240 members Mstep: Class 25 contains 195 members Mstep: Class 26 contains 754 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Entering Unmasked Estep ConsiderDeletion Score: -7912812.500000 Penalty: 14598.144531 Iteration 130Q: 28 clusters Score -7912812 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 12959 members Mstep: Class 2 contains 99536 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 496 members Mstep: Class 5 contains 185 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1079 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 170 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16901 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 2134 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 973 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 519 members Mstep: Class 24 contains 240 members Mstep: Class 25 contains 195 members Mstep: Class 26 contains 757 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Entering Unmasked Estep ConsiderDeletion Score: -7912850.500000 Penalty: 14598.144531 Iteration 131Q: 28 clusters Score -7912850 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 12934 members Mstep: Class 2 contains 99475 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 496 members Mstep: Class 5 contains 185 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1079 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 170 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16904 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 2202 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 979 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 520 members Mstep: Class 24 contains 240 members Mstep: Class 25 contains 195 members Mstep: Class 26 contains 765 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Entering Unmasked Estep ConsiderDeletion Score: -7912880.500000 Penalty: 14598.144531 Iteration 132Q: 28 clusters Score -7912880 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 12903 members Mstep: Class 2 contains 99426 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 497 members Mstep: Class 5 contains 185 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1079 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 170 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16906 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 2269 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 985 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 520 members Mstep: Class 24 contains 240 members Mstep: Class 25 contains 195 members Mstep: Class 26 contains 769 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Entering Unmasked Estep ConsiderDeletion Score: -7912873.500000 Penalty: 14598.144531 Iteration 133Q: 28 clusters Score -7912874 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 12874 members Mstep: Class 2 contains 99389 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 497 members Mstep: Class 5 contains 185 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1079 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 170 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16905 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 2328 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 992 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 520 members Mstep: Class 24 contains 240 members Mstep: Class 25 contains 195 members Mstep: Class 26 contains 770 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Entering Unmasked Estep ConsiderDeletion Score: -7912897.500000 Penalty: 14598.144531 Iteration 134Q: 28 clusters Score -7912898 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 12842 members Mstep: Class 2 contains 99365 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 496 members Mstep: Class 5 contains 185 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1079 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 170 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16913 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 2372 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 995 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 240 members Mstep: Class 25 contains 195 members Mstep: Class 26 contains 771 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Entering Unmasked Estep ConsiderDeletion Score: -7912886.000000 Penalty: 14598.144531 Iteration 135Q: 28 clusters Score -7912886 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 12808 members Mstep: Class 2 contains 99360 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 495 members Mstep: Class 5 contains 185 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1079 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 170 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16924 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 2398 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 998 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 240 members Mstep: Class 25 contains 195 members Mstep: Class 26 contains 771 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Entering Unmasked Estep ConsiderDeletion Score: -7912902.000000 Penalty: 14598.144531 Iteration 136Q: 28 clusters Score -7912902 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 12766 members Mstep: Class 2 contains 99374 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 495 members Mstep: Class 5 contains 185 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1079 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 170 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16937 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 2409 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1002 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 240 members Mstep: Class 25 contains 195 members Mstep: Class 26 contains 771 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Entering Unmasked Estep ConsiderDeletion Score: -7912910.000000 Penalty: 14598.144531 Iteration 137Q: 28 clusters Score -7912910 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 12727 members Mstep: Class 2 contains 99395 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 493 members Mstep: Class 5 contains 185 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1078 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 170 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16949 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 2414 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1006 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 240 members Mstep: Class 25 contains 195 members Mstep: Class 26 contains 771 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Entering Unmasked Estep ConsiderDeletion Score: -7912918.500000 Penalty: 14598.144531 Iteration 138Q: 28 clusters Score -7912918 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 12695 members Mstep: Class 2 contains 99409 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 493 members Mstep: Class 5 contains 185 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1078 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 170 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16958 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 2420 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1009 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 240 members Mstep: Class 25 contains 195 members Mstep: Class 26 contains 771 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Entering Unmasked Estep ConsiderDeletion Score: -7912929.500000 Penalty: 14598.144531 Iteration 139Q: 28 clusters Score -7912930 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 12678 members Mstep: Class 2 contains 99420 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 493 members Mstep: Class 5 contains 185 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1077 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 170 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16956 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 2427 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1011 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 240 members Mstep: Class 25 contains 195 members Mstep: Class 26 contains 771 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Entering Unmasked Estep ConsiderDeletion Score: -7912970.500000 Penalty: 14598.144531 Iteration 140F: 28 clusters Score -7912970 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 12665 members Mstep: Class 2 contains 99348 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 492 members Mstep: Class 5 contains 185 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1076 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 170 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16953 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 2513 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1014 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 240 members Mstep: Class 25 contains 195 members Mstep: Class 26 contains 772 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Entering Unmasked Estep ConsiderDeletion Score: -7913009.000000 Penalty: 14598.144531 Iteration 141Q: 28 clusters Score -7913009 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 12651 members Mstep: Class 2 contains 99287 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 492 members Mstep: Class 5 contains 185 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1074 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 170 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16939 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 2603 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1014 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 240 members Mstep: Class 25 contains 195 members Mstep: Class 26 contains 773 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Entering Unmasked Estep ConsiderDeletion Score: -7913028.000000 Penalty: 14598.144531 Iteration 142Q: 28 clusters Score -7913028 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 12632 members Mstep: Class 2 contains 99215 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 492 members Mstep: Class 5 contains 185 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1074 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 170 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16923 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 2706 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1014 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 240 members Mstep: Class 25 contains 195 members Mstep: Class 26 contains 777 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Entering Unmasked Estep ConsiderDeletion Score: -7913072.500000 Penalty: 14598.144531 Iteration 143Q: 28 clusters Score -7913072 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 12610 members Mstep: Class 2 contains 99114 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 492 members Mstep: Class 5 contains 185 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1074 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 170 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16903 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 2842 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1014 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 240 members Mstep: Class 25 contains 195 members Mstep: Class 26 contains 784 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Entering Unmasked Estep ConsiderDeletion Score: -7913129.500000 Penalty: 14598.144531 Iteration 144Q: 28 clusters Score -7913130 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 12578 members Mstep: Class 2 contains 99026 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 492 members Mstep: Class 5 contains 185 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1073 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 170 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16882 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 2971 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1014 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 240 members Mstep: Class 25 contains 195 members Mstep: Class 26 contains 797 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Entering Unmasked Estep ConsiderDeletion Score: -7913198.500000 Penalty: 14598.144531 Iteration 145Q: 28 clusters Score -7913198 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 12542 members Mstep: Class 2 contains 98945 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 492 members Mstep: Class 5 contains 185 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1073 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 170 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16857 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 3103 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1015 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 240 members Mstep: Class 25 contains 195 members Mstep: Class 26 contains 806 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Entering Unmasked Estep ConsiderDeletion Score: -7913234.000000 Penalty: 14598.144531 Iteration 146Q: 28 clusters Score -7913234 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 12504 members Mstep: Class 2 contains 98866 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 492 members Mstep: Class 5 contains 185 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1073 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 170 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16821 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 3250 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1014 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 240 members Mstep: Class 25 contains 195 members Mstep: Class 26 contains 813 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Entering Unmasked Estep ConsiderDeletion Score: -7913277.500000 Penalty: 14598.144531 Iteration 147Q: 28 clusters Score -7913278 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 12461 members Mstep: Class 2 contains 98798 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 491 members Mstep: Class 5 contains 185 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1073 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 170 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16784 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 3385 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1014 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 240 members Mstep: Class 25 contains 195 members Mstep: Class 26 contains 827 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Entering Unmasked Estep ConsiderDeletion Score: -7913325.000000 Penalty: 14598.144531 Iteration 148Q: 28 clusters Score -7913325 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 12428 members Mstep: Class 2 contains 98707 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 491 members Mstep: Class 5 contains 185 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1072 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 170 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16748 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 3537 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1013 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 240 members Mstep: Class 25 contains 195 members Mstep: Class 26 contains 837 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Entering Unmasked Estep ConsiderDeletion Score: -7913354.000000 Penalty: 14598.144531 Iteration 149Q: 28 clusters Score -7913354 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 12387 members Mstep: Class 2 contains 98619 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 491 members Mstep: Class 5 contains 185 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1070 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 170 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16728 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 3670 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1014 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 240 members Mstep: Class 25 contains 195 members Mstep: Class 26 contains 854 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Entering Unmasked Estep ConsiderDeletion Score: -7913411.500000 Penalty: 14598.144531 Iteration 150Q: 28 clusters Score -7913412 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 12342 members Mstep: Class 2 contains 98524 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 491 members Mstep: Class 5 contains 185 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1069 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 170 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16722 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 3802 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1014 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 240 members Mstep: Class 25 contains 195 members Mstep: Class 26 contains 869 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Entering Unmasked Estep ConsiderDeletion Score: -7913440.500000 Penalty: 14598.144531 Iteration 151Q: 28 clusters Score -7913440 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 12294 members Mstep: Class 2 contains 98451 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 491 members Mstep: Class 5 contains 185 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1068 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 170 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16706 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 3924 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1014 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 240 members Mstep: Class 25 contains 195 members Mstep: Class 26 contains 885 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Entering Unmasked Estep ConsiderDeletion Score: -7913473.000000 Penalty: 14598.144531 Iteration 152Q: 28 clusters Score -7913473 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 12254 members Mstep: Class 2 contains 98377 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 490 members Mstep: Class 5 contains 185 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1067 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 170 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16695 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 4033 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1014 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 240 members Mstep: Class 25 contains 195 members Mstep: Class 26 contains 903 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Entering Unmasked Estep ConsiderDeletion Score: -7913507.000000 Penalty: 14598.144531 Iteration 153Q: 28 clusters Score -7913507 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 12223 members Mstep: Class 2 contains 98316 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 490 members Mstep: Class 5 contains 185 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1064 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 170 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16686 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 4111 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1014 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 240 members Mstep: Class 25 contains 195 members Mstep: Class 26 contains 929 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Entering Unmasked Estep ConsiderDeletion Score: -7913527.500000 Penalty: 14598.144531 Iteration 154Q: 28 clusters Score -7913528 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 12189 members Mstep: Class 2 contains 98263 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 490 members Mstep: Class 5 contains 185 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1063 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 170 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16688 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 4175 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1012 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 240 members Mstep: Class 25 contains 195 members Mstep: Class 26 contains 953 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Entering Unmasked Estep ConsiderDeletion Score: -7913535.000000 Penalty: 14598.144531 Iteration 155Q: 28 clusters Score -7913535 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 12161 members Mstep: Class 2 contains 98213 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 490 members Mstep: Class 5 contains 185 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1062 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 170 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16684 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 4232 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1012 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 240 members Mstep: Class 25 contains 195 members Mstep: Class 26 contains 979 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Entering Unmasked Estep ConsiderDeletion Score: -7913553.500000 Penalty: 14598.144531 Iteration 156Q: 28 clusters Score -7913554 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 12139 members Mstep: Class 2 contains 98168 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 490 members Mstep: Class 5 contains 185 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1060 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 170 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16677 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 4279 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1012 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 240 members Mstep: Class 25 contains 195 members Mstep: Class 26 contains 1008 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Entering Unmasked Estep ConsiderDeletion Score: -7913558.500000 Penalty: 14598.144531 Iteration 157Q: 28 clusters Score -7913558 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 12125 members Mstep: Class 2 contains 98119 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 490 members Mstep: Class 5 contains 185 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1058 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16670 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 4317 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1012 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 240 members Mstep: Class 25 contains 195 members Mstep: Class 26 contains 1041 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Entering Unmasked Estep ConsiderDeletion Score: -7913576.000000 Penalty: 14598.144531 Iteration 158Q: 28 clusters Score -7913576 nChanged 95 Entering ConstructFrom: Score: -7913576.000000 Penalty: 14598.144531 Entering ConstructFrom: Trying to split cluster 1 (12114 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12114 members Entering Unmasked Estep Score: -654048.312500 Penalty: 427.796326 Iteration 0F: 2 clusters Score -654048.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6084 members Mstep: Class 2 contains 6030 members Entering Unmasked Estep Score: -646044.687500 Penalty: 855.592651 Iteration 0F: 3 clusters Score -646044.7 nChanged 5657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6285 members Mstep: Class 2 contains 5829 members Entering Unmasked Estep Score: -649166.437500 Penalty: 855.592651 Iteration 1F: 3 clusters Score -649166.4 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6404 members Mstep: Class 2 contains 5710 members Entering Unmasked Estep Score: -649408.937500 Penalty: 855.592651 Iteration 2F: 3 clusters Score -649408.9 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6617 members Mstep: Class 2 contains 5497 members Entering Unmasked Estep Score: -649656.187500 Penalty: 855.592651 Iteration 3F: 3 clusters Score -649656.2 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6965 members Mstep: Class 2 contains 5149 members Entering Unmasked Estep Score: -649970.312500 Penalty: 855.592651 Iteration 4F: 3 clusters Score -649970.3 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7442 members Mstep: Class 2 contains 4672 members Entering Unmasked Estep Score: -650362.937500 Penalty: 855.592651 Iteration 5F: 3 clusters Score -650362.9 nChanged 739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7987 members Mstep: Class 2 contains 4127 members Entering Unmasked Estep Score: -650773.062500 Penalty: 855.592651 Iteration 6F: 3 clusters Score -650773.1 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8533 members Mstep: Class 2 contains 3581 members Entering Unmasked Estep Score: -651157.750000 Penalty: 855.592651 Iteration 7F: 3 clusters Score -651157.8 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9086 members Mstep: Class 2 contains 3028 members Entering Unmasked Estep Score: -651539.812500 Penalty: 855.592651 Iteration 8F: 3 clusters Score -651539.8 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9607 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -651941.250000 Penalty: 855.592651 Iteration 9Q: 3 clusters Score -651941.2 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10108 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -652335.687500 Penalty: 855.592651 Iteration 10Q: 3 clusters Score -652335.7 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10556 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -652716.312500 Penalty: 855.592651 Iteration 11Q: 3 clusters Score -652716.3 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10914 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -653013.937500 Penalty: 855.592651 Iteration 12Q: 3 clusters Score -653013.9 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11184 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -653224.937500 Penalty: 855.592651 Iteration 13Q: 3 clusters Score -653224.9 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11394 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -653379.187500 Penalty: 855.592651 Iteration 14Q: 3 clusters Score -653379.2 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11565 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -653503.437500 Penalty: 855.592651 Iteration 15Q: 3 clusters Score -653503.4 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11680 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -653595.125000 Penalty: 855.592651 Iteration 16Q: 3 clusters Score -653595.1 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11766 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -653660.687500 Penalty: 855.592651 Iteration 17Q: 3 clusters Score -653660.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11815 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -653694.625000 Penalty: 855.592651 Iteration 18Q: 3 clusters Score -653694.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11848 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -653718.125000 Penalty: 855.592651 Iteration 19Q: 3 clusters Score -653718.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11871 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -653732.562500 Penalty: 855.592651 Iteration 20F: 3 clusters Score -653732.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11886 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -653740.437500 Penalty: 855.592651 Iteration 21Q: 3 clusters Score -653740.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11896 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -653744.687500 Penalty: 855.592651 Iteration 22Q: 3 clusters Score -653744.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11904 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -653747.375000 Penalty: 855.592651 Iteration 23Q: 3 clusters Score -653747.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11909 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -653751.000000 Penalty: 855.592651 Iteration 24Q: 3 clusters Score -653751 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11910 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -653751.562500 Penalty: 855.592651 Iteration 25Q: 3 clusters Score -653751.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11914 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -653754.562500 Penalty: 855.592651 Iteration 26Q: 3 clusters Score -653754.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11922 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -653757.812500 Penalty: 855.592651 Iteration 27Q: 3 clusters Score -653757.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11924 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -653759.437500 Penalty: 855.592651 Iteration 28Q: 3 clusters Score -653759.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11925 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -653760.187500 Penalty: 855.592651 Iteration 29Q: 3 clusters Score -653760.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11928 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -653761.312500 Penalty: 855.592651 Iteration 30Q: 3 clusters Score -653761.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11930 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -653761.500000 Penalty: 855.592651 Iteration 31Q: 3 clusters Score -653761.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11930 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -653761.500000 Penalty: 855.592651 Iteration 32F: 3 clusters Score -653761.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (98073 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98073 members Entering Unmasked Estep Score: -5531793.500000 Penalty: 522.952759 Iteration 0F: 2 clusters Score -5531794 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48960 members Mstep: Class 2 contains 49113 members Entering Unmasked Estep Score: -5465504.000000 Penalty: 1045.905518 Iteration 0F: 3 clusters Score -5465504 nChanged 47967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43463 members Mstep: Class 2 contains 54610 members Entering Unmasked Estep Score: -5496684.500000 Penalty: 1045.905518 Iteration 1F: 3 clusters Score -5496684 nChanged 6127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40338 members Mstep: Class 2 contains 57735 members Entering Unmasked Estep Score: -5500041.000000 Penalty: 1045.905518 Iteration 2F: 3 clusters Score -5500041 nChanged 6892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36656 members Mstep: Class 2 contains 61417 members Entering Unmasked Estep Score: -5504748.500000 Penalty: 1045.905518 Iteration 3F: 3 clusters Score -5504748 nChanged 6972 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33154 members Mstep: Class 2 contains 64919 members Entering Unmasked Estep Score: -5510266.000000 Penalty: 1045.905518 Iteration 4F: 3 clusters Score -5510266 nChanged 6151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30469 members Mstep: Class 2 contains 67604 members Entering Unmasked Estep Score: -5515210.000000 Penalty: 1045.905518 Iteration 5F: 3 clusters Score -5515210 nChanged 4658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28557 members Mstep: Class 2 contains 69516 members Entering Unmasked Estep Score: -5518253.500000 Penalty: 1045.905518 Iteration 6Q: 3 clusters Score -5518254 nChanged 3159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26984 members Mstep: Class 2 contains 71089 members Entering Unmasked Estep Score: -5519693.000000 Penalty: 1045.905518 Iteration 7Q: 3 clusters Score -5519693 nChanged 2086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25404 members Mstep: Class 2 contains 72669 members Entering Unmasked Estep Score: -5520518.500000 Penalty: 1045.905518 Iteration 8Q: 3 clusters Score -5520518 nChanged 1736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23798 members Mstep: Class 2 contains 74275 members Entering Unmasked Estep Score: -5521129.000000 Penalty: 1045.905518 Iteration 9Q: 3 clusters Score -5521129 nChanged 1631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22201 members Mstep: Class 2 contains 75872 members Entering Unmasked Estep Score: -5521658.500000 Penalty: 1045.905518 Iteration 10Q: 3 clusters Score -5521658 nChanged 1559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20650 members Mstep: Class 2 contains 77423 members Entering Unmasked Estep Score: -5522180.500000 Penalty: 1045.905518 Iteration 11Q: 3 clusters Score -5522180 nChanged 1556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19096 members Mstep: Class 2 contains 78977 members Entering Unmasked Estep Score: -5522774.000000 Penalty: 1045.905518 Iteration 12Q: 3 clusters Score -5522774 nChanged 1499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17599 members Mstep: Class 2 contains 80474 members Entering Unmasked Estep Score: -5523339.500000 Penalty: 1045.905518 Iteration 13Q: 3 clusters Score -5523340 nChanged 1450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16151 members Mstep: Class 2 contains 81922 members Entering Unmasked Estep Score: -5523858.000000 Penalty: 1045.905518 Iteration 14Q: 3 clusters Score -5523858 nChanged 1419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14732 members Mstep: Class 2 contains 83341 members Entering Unmasked Estep Score: -5524408.500000 Penalty: 1045.905518 Iteration 15Q: 3 clusters Score -5524408 nChanged 1360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13372 members Mstep: Class 2 contains 84701 members Entering Unmasked Estep Score: -5524907.000000 Penalty: 1045.905518 Iteration 16Q: 3 clusters Score -5524907 nChanged 1349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12023 members Mstep: Class 2 contains 86050 members Entering Unmasked Estep Score: -5525389.500000 Penalty: 1045.905518 Iteration 17Q: 3 clusters Score -5525390 nChanged 1268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10755 members Mstep: Class 2 contains 87318 members Entering Unmasked Estep Score: -5525933.500000 Penalty: 1045.905518 Iteration 18Q: 3 clusters Score -5525934 nChanged 1248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9507 members Mstep: Class 2 contains 88566 members Entering Unmasked Estep Score: -5526446.500000 Penalty: 1045.905518 Iteration 19Q: 3 clusters Score -5526446 nChanged 1177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8330 members Mstep: Class 2 contains 89743 members Entering Unmasked Estep Score: -5526977.000000 Penalty: 1045.905518 Iteration 20F: 3 clusters Score -5526977 nChanged 1116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7214 members Mstep: Class 2 contains 90859 members Entering Unmasked Estep Score: -5527526.000000 Penalty: 1045.905518 Iteration 21Q: 3 clusters Score -5527526 nChanged 1003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6211 members Mstep: Class 2 contains 91862 members Entering Unmasked Estep Score: -5528064.000000 Penalty: 1045.905518 Iteration 22Q: 3 clusters Score -5528064 nChanged 949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5262 members Mstep: Class 2 contains 92811 members Entering Unmasked Estep Score: -5528596.500000 Penalty: 1045.905518 Iteration 23Q: 3 clusters Score -5528596 nChanged 873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4389 members Mstep: Class 2 contains 93684 members Entering Unmasked Estep Score: -5529091.500000 Penalty: 1045.905518 Iteration 24Q: 3 clusters Score -5529092 nChanged 776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3617 members Mstep: Class 2 contains 94456 members Entering Unmasked Estep Score: -5529437.500000 Penalty: 1045.905518 Iteration 25Q: 3 clusters Score -5529438 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 95109 members Entering Unmasked Estep Score: -5529772.500000 Penalty: 1045.905518 Iteration 26Q: 3 clusters Score -5529772 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 95698 members Entering Unmasked Estep Score: -5530074.500000 Penalty: 1045.905518 Iteration 27Q: 3 clusters Score -5530074 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 96221 members Entering Unmasked Estep Score: -5530365.500000 Penalty: 1045.905518 Iteration 28Q: 3 clusters Score -5530366 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 96622 members Entering Unmasked Estep Score: -5530596.500000 Penalty: 1045.905518 Iteration 29Q: 3 clusters Score -5530596 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 96942 members Entering Unmasked Estep Score: -5530769.000000 Penalty: 1045.905518 Iteration 30Q: 3 clusters Score -5530769 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 97200 members Entering Unmasked Estep Score: -5530915.000000 Penalty: 1045.905518 Iteration 31Q: 3 clusters Score -5530915 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 97398 members Entering Unmasked Estep Score: -5531041.000000 Penalty: 1045.905518 Iteration 32Q: 3 clusters Score -5531041 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 97534 members Entering Unmasked Estep Score: -5531119.000000 Penalty: 1045.905518 Iteration 33Q: 3 clusters Score -5531119 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 97627 members Entering Unmasked Estep Score: -5531163.000000 Penalty: 1045.905518 Iteration 34Q: 3 clusters Score -5531163 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 97689 members Entering Unmasked Estep Score: -5531210.500000 Penalty: 1045.905518 Iteration 35Q: 3 clusters Score -5531210 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 97738 members Entering Unmasked Estep Score: -5531242.000000 Penalty: 1045.905518 Iteration 36Q: 3 clusters Score -5531242 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 97785 members Entering Unmasked Estep Score: -5531271.000000 Penalty: 1045.905518 Iteration 37Q: 3 clusters Score -5531271 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 97816 members Entering Unmasked Estep Score: -5531288.500000 Penalty: 1045.905518 Iteration 38Q: 3 clusters Score -5531288 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 97842 members Entering Unmasked Estep Score: -5531302.000000 Penalty: 1045.905518 Iteration 39Q: 3 clusters Score -5531302 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 97868 members Entering Unmasked Estep Score: -5531329.500000 Penalty: 1045.905518 Iteration 40F: 3 clusters Score -5531330 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 97883 members Entering Unmasked Estep Score: -5531339.500000 Penalty: 1045.905518 Iteration 41Q: 3 clusters Score -5531340 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 97893 members Entering Unmasked Estep Score: -5531345.000000 Penalty: 1045.905518 Iteration 42Q: 3 clusters Score -5531345 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 97896 members Entering Unmasked Estep Score: -5531347.500000 Penalty: 1045.905518 Iteration 43Q: 3 clusters Score -5531348 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 97896 members Entering Unmasked Estep Score: -5531346.500000 Penalty: 1045.905518 Iteration 44Q: 3 clusters Score -5531346 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 97896 members Entering Unmasked Estep Score: -5531346.500000 Penalty: 1045.905518 Iteration 45F: 3 clusters Score -5531346 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1428 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Entering Unmasked Estep Score: -78298.296875 Penalty: 330.513367 Iteration 0F: 2 clusters Score -78298.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -77191.390625 Penalty: 661.026733 Iteration 0F: 3 clusters Score -77191.39 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -77532.195312 Penalty: 661.026733 Iteration 1F: 3 clusters Score -77532.2 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -77589.835938 Penalty: 661.026733 Iteration 2F: 3 clusters Score -77589.84 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -77622.078125 Penalty: 661.026733 Iteration 3F: 3 clusters Score -77622.08 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -77653.640625 Penalty: 661.026733 Iteration 4Q: 3 clusters Score -77653.64 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -77687.531250 Penalty: 661.026733 Iteration 5Q: 3 clusters Score -77687.53 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -77736.296875 Penalty: 661.026733 Iteration 6Q: 3 clusters Score -77736.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -77783.984375 Penalty: 661.026733 Iteration 7Q: 3 clusters Score -77783.98 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -77857.820312 Penalty: 661.026733 Iteration 8Q: 3 clusters Score -77857.82 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -77917.921875 Penalty: 661.026733 Iteration 9Q: 3 clusters Score -77917.92 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -77977.382812 Penalty: 661.026733 Iteration 10Q: 3 clusters Score -77977.38 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -78017.101562 Penalty: 661.026733 Iteration 11Q: 3 clusters Score -78017.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -78035.859375 Penalty: 661.026733 Iteration 12Q: 3 clusters Score -78035.86 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -78048.468750 Penalty: 661.026733 Iteration 13Q: 3 clusters Score -78048.47 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -78055.625000 Penalty: 661.026733 Iteration 14Q: 3 clusters Score -78055.62 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -78057.914062 Penalty: 661.026733 Iteration 15Q: 3 clusters Score -78057.91 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -78059.101562 Penalty: 661.026733 Iteration 16Q: 3 clusters Score -78059.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -78059.390625 Penalty: 661.026733 Iteration 17Q: 3 clusters Score -78059.39 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -78059.390625 Penalty: 661.026733 Iteration 18F: 3 clusters Score -78059.39 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (490 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Entering Unmasked Estep Score: -24085.652344 Penalty: 281.845459 Iteration 0F: 2 clusters Score -24085.65 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -23610.648438 Penalty: 563.690918 Iteration 0F: 3 clusters Score -23610.65 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -23790.976562 Penalty: 563.690918 Iteration 1F: 3 clusters Score -23790.98 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -23860.296875 Penalty: 563.690918 Iteration 2F: 3 clusters Score -23860.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -23893.691406 Penalty: 563.690918 Iteration 3F: 3 clusters Score -23893.69 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -23906.789062 Penalty: 563.690918 Iteration 4Q: 3 clusters Score -23906.79 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -23920.845703 Penalty: 563.690918 Iteration 5Q: 3 clusters Score -23920.85 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -23925.568359 Penalty: 563.690918 Iteration 6Q: 3 clusters Score -23925.57 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -23932.455078 Penalty: 563.690918 Iteration 7Q: 3 clusters Score -23932.46 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -23939.458984 Penalty: 563.690918 Iteration 8Q: 3 clusters Score -23939.46 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -23942.458984 Penalty: 563.690918 Iteration 9Q: 3 clusters Score -23942.46 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -23947.888672 Penalty: 563.690918 Iteration 10Q: 3 clusters Score -23947.89 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -23955.076172 Penalty: 563.690918 Iteration 11Q: 3 clusters Score -23955.08 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -23958.263672 Penalty: 563.690918 Iteration 12Q: 3 clusters Score -23958.26 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -23960.687500 Penalty: 563.690918 Iteration 13Q: 3 clusters Score -23960.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -23961.242188 Penalty: 563.690918 Iteration 14Q: 3 clusters Score -23961.24 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -23963.015625 Penalty: 563.690918 Iteration 15Q: 3 clusters Score -23963.02 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -23976.371094 Penalty: 563.690918 Iteration 16Q: 3 clusters Score -23976.37 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -23983.359375 Penalty: 563.690918 Iteration 17Q: 3 clusters Score -23983.36 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -23995.119141 Penalty: 563.690918 Iteration 18Q: 3 clusters Score -23995.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -23997.123047 Penalty: 563.690918 Iteration 19Q: 3 clusters Score -23997.12 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -24000.378906 Penalty: 563.690918 Iteration 20F: 3 clusters Score -24000.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -24003.328125 Penalty: 563.690918 Iteration 21Q: 3 clusters Score -24003.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -24004.703125 Penalty: 563.690918 Iteration 22Q: 3 clusters Score -24004.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -24005.427734 Penalty: 563.690918 Iteration 23Q: 3 clusters Score -24005.43 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -24005.427734 Penalty: 563.690918 Iteration 24F: 3 clusters Score -24005.43 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (185 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Entering Unmasked Estep Score: -7144.688965 Penalty: 237.526199 Iteration 0F: 2 clusters Score -7144.689 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 101 members Entering Unmasked Estep Score: -6908.034668 Penalty: 475.052399 Iteration 0F: 3 clusters Score -6908.035 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -6977.920410 Penalty: 475.052399 Iteration 1F: 3 clusters Score -6977.92 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -6985.214355 Penalty: 475.052399 Iteration 2Q: 3 clusters Score -6985.214 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -6989.037109 Penalty: 475.052399 Iteration 3Q: 3 clusters Score -6989.037 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -6992.612305 Penalty: 475.052399 Iteration 4Q: 3 clusters Score -6992.612 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -6992.612305 Penalty: 475.052399 Iteration 5F: 3 clusters Score -6992.612 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (70 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Entering Unmasked Estep Score: -3302.553467 Penalty: 193.306534 Iteration 0F: 2 clusters Score -3302.553 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -3167.393066 Penalty: 386.613068 Iteration 0F: 3 clusters Score -3167.393 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34 members Mstep: Class 2 contains 36 members Entering Unmasked Estep Score: -3182.618408 Penalty: 386.613068 Iteration 1F: 3 clusters Score -3182.618 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35 members Mstep: Class 2 contains 35 members Entering Unmasked Estep Score: -3195.393066 Penalty: 386.613068 Iteration 2Q: 3 clusters Score -3195.393 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38 members Mstep: Class 2 contains 32 members Entering Unmasked Estep Score: -3201.736328 Penalty: 386.613068 Iteration 3Q: 3 clusters Score -3201.736 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38 members Mstep: Class 2 contains 32 members Entering Unmasked Estep Score: -3201.736328 Penalty: 386.613068 Iteration 4F: 3 clusters Score -3201.736 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1057 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Entering Unmasked Estep Score: -54699.386719 Penalty: 316.825134 Iteration 0F: 2 clusters Score -54699.39 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -53854.941406 Penalty: 633.650269 Iteration 0F: 3 clusters Score -53854.94 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -54165.222656 Penalty: 633.650269 Iteration 1F: 3 clusters Score -54165.22 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -54273.113281 Penalty: 633.650269 Iteration 2F: 3 clusters Score -54273.11 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -54355.027344 Penalty: 633.650269 Iteration 3F: 3 clusters Score -54355.03 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -54421.683594 Penalty: 633.650269 Iteration 4F: 3 clusters Score -54421.68 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -54475.421875 Penalty: 633.650269 Iteration 5F: 3 clusters Score -54475.42 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -54508.218750 Penalty: 633.650269 Iteration 6Q: 3 clusters Score -54508.22 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -54527.089844 Penalty: 633.650269 Iteration 7Q: 3 clusters Score -54527.09 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -54544.542969 Penalty: 633.650269 Iteration 8Q: 3 clusters Score -54544.54 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -54552.585938 Penalty: 633.650269 Iteration 9Q: 3 clusters Score -54552.59 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -54560.402344 Penalty: 633.650269 Iteration 10Q: 3 clusters Score -54560.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -54562.968750 Penalty: 633.650269 Iteration 11Q: 3 clusters Score -54562.97 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -54564.308594 Penalty: 633.650269 Iteration 12Q: 3 clusters Score -54564.31 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -54564.917969 Penalty: 633.650269 Iteration 13Q: 3 clusters Score -54564.92 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -54565.175781 Penalty: 633.650269 Iteration 14Q: 3 clusters Score -54565.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -54565.175781 Penalty: 633.650269 Iteration 15F: 3 clusters Score -54565.18 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (129 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Entering Unmasked Estep Score: -6832.389160 Penalty: 221.121460 Iteration 0F: 2 clusters Score -6832.389 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 63 members Entering Unmasked Estep Score: -6588.428223 Penalty: 442.242920 Iteration 0F: 3 clusters Score -6588.428 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -6633.551270 Penalty: 442.242920 Iteration 1F: 3 clusters Score -6633.551 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -6646.048340 Penalty: 442.242920 Iteration 2Q: 3 clusters Score -6646.048 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -6650.378906 Penalty: 442.242920 Iteration 3Q: 3 clusters Score -6650.379 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -6650.378906 Penalty: 442.242920 Iteration 4F: 3 clusters Score -6650.379 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (171 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Entering Unmasked Estep Score: -8036.289062 Penalty: 233.945694 Iteration 0F: 2 clusters Score -8036.289 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -7795.321777 Penalty: 467.891388 Iteration 0F: 3 clusters Score -7795.322 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -7849.637207 Penalty: 467.891388 Iteration 1F: 3 clusters Score -7849.637 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -7867.353516 Penalty: 467.891388 Iteration 2Q: 3 clusters Score -7867.354 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -7873.249512 Penalty: 467.891388 Iteration 3Q: 3 clusters Score -7873.25 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -7876.884277 Penalty: 467.891388 Iteration 4Q: 3 clusters Score -7876.884 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -7881.328125 Penalty: 467.891388 Iteration 5Q: 3 clusters Score -7881.328 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -7881.979004 Penalty: 467.891388 Iteration 6Q: 3 clusters Score -7881.979 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -7881.979004 Penalty: 467.891388 Iteration 7F: 3 clusters Score -7881.979 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (146 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Entering Unmasked Estep Score: -5415.822266 Penalty: 226.754105 Iteration 0F: 2 clusters Score -5415.822 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -5175.497559 Penalty: 453.508209 Iteration 0F: 3 clusters Score -5175.498 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -5347.793945 Penalty: 453.508209 Iteration 1F: 3 clusters Score -5347.794 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -5522.060059 Penalty: 453.508209 Iteration 2F: 3 clusters Score -5522.06 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -5549.893066 Penalty: 453.508209 Iteration 3F: 3 clusters Score -5549.893 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -5572.715332 Penalty: 453.508209 Iteration 4F: 3 clusters Score -5572.715 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -5603.926758 Penalty: 453.508209 Iteration 5F: 3 clusters Score -5603.927 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -5629.036621 Penalty: 453.508209 Iteration 6F: 3 clusters Score -5629.037 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -5629.734863 Penalty: 453.508209 Iteration 7Q: 3 clusters Score -5629.735 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -5630.806641 Penalty: 453.508209 Iteration 8Q: 3 clusters Score -5630.807 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -5634.358887 Penalty: 453.508209 Iteration 9Q: 3 clusters Score -5634.359 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -5646.169922 Penalty: 453.508209 Iteration 10Q: 3 clusters Score -5646.17 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -5667.174805 Penalty: 453.508209 Iteration 11Q: 3 clusters Score -5667.175 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -5716.888184 Penalty: 453.508209 Iteration 12Q: 3 clusters Score -5716.888 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -5716.888184 Penalty: 453.508209 Iteration 13F: 3 clusters Score -5716.888 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 12114 members Mstep: Class 2 contains 98073 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 490 members Mstep: Class 5 contains 185 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1057 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 33 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16669 members Mstep: Class 16 contains 113 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 4343 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1012 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 240 members Mstep: Class 25 contains 195 members Mstep: Class 26 contains 1074 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Entering Unmasked Estep Score: -7913574.000000 Penalty: 15138.816406 Splitting cluster 10 changes total score from -7913576.000000 to -7913574.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 11 (1226 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Entering Unmasked Estep Score: -67286.835938 Penalty: 323.573792 Iteration 0F: 2 clusters Score -67286.84 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -66328.601562 Penalty: 647.147583 Iteration 0F: 3 clusters Score -66328.6 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -66595.296875 Penalty: 647.147583 Iteration 1F: 3 clusters Score -66595.3 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -66629.679688 Penalty: 647.147583 Iteration 2F: 3 clusters Score -66629.68 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -66662.914062 Penalty: 647.147583 Iteration 3F: 3 clusters Score -66662.91 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -66697.273438 Penalty: 647.147583 Iteration 4Q: 3 clusters Score -66697.27 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -66737.304688 Penalty: 647.147583 Iteration 5Q: 3 clusters Score -66737.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -66774.523438 Penalty: 647.147583 Iteration 6Q: 3 clusters Score -66774.52 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -66809.335938 Penalty: 647.147583 Iteration 7Q: 3 clusters Score -66809.34 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -66828.679688 Penalty: 647.147583 Iteration 8Q: 3 clusters Score -66828.68 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -66842.921875 Penalty: 647.147583 Iteration 9Q: 3 clusters Score -66842.92 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -66859.906250 Penalty: 647.147583 Iteration 10Q: 3 clusters Score -66859.91 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -66874.265625 Penalty: 647.147583 Iteration 11Q: 3 clusters Score -66874.27 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -66888.242188 Penalty: 647.147583 Iteration 12Q: 3 clusters Score -66888.24 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -66903.835938 Penalty: 647.147583 Iteration 13Q: 3 clusters Score -66903.84 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -66919.890625 Penalty: 647.147583 Iteration 14Q: 3 clusters Score -66919.89 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -66938.906250 Penalty: 647.147583 Iteration 15Q: 3 clusters Score -66938.91 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -66956.015625 Penalty: 647.147583 Iteration 16Q: 3 clusters Score -66956.02 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -66973.664062 Penalty: 647.147583 Iteration 17Q: 3 clusters Score -66973.66 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -66994.593750 Penalty: 647.147583 Iteration 18Q: 3 clusters Score -66994.59 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -67016.445312 Penalty: 647.147583 Iteration 19Q: 3 clusters Score -67016.45 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -67048.296875 Penalty: 647.147583 Iteration 20F: 3 clusters Score -67048.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -67073.554688 Penalty: 647.147583 Iteration 21Q: 3 clusters Score -67073.55 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -67091.531250 Penalty: 647.147583 Iteration 22Q: 3 clusters Score -67091.53 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -67102.007812 Penalty: 647.147583 Iteration 23Q: 3 clusters Score -67102.01 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -67109.117188 Penalty: 647.147583 Iteration 24Q: 3 clusters Score -67109.12 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -67114.507812 Penalty: 647.147583 Iteration 25Q: 3 clusters Score -67114.51 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -67120.429688 Penalty: 647.147583 Iteration 26Q: 3 clusters Score -67120.43 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -67125.492188 Penalty: 647.147583 Iteration 27Q: 3 clusters Score -67125.49 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -67129.429688 Penalty: 647.147583 Iteration 28Q: 3 clusters Score -67129.43 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -67131.625000 Penalty: 647.147583 Iteration 29Q: 3 clusters Score -67131.62 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -67132.585938 Penalty: 647.147583 Iteration 30Q: 3 clusters Score -67132.59 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -67134.406250 Penalty: 647.147583 Iteration 31Q: 3 clusters Score -67134.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -67135.179688 Penalty: 647.147583 Iteration 32Q: 3 clusters Score -67135.18 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -67135.320312 Penalty: 647.147583 Iteration 33Q: 3 clusters Score -67135.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -67135.406250 Penalty: 647.147583 Iteration 34Q: 3 clusters Score -67135.41 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -67135.406250 Penalty: 647.147583 Iteration 35F: 3 clusters Score -67135.41 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (269 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Entering Unmasked Estep Score: -12984.380859 Penalty: 254.559357 Iteration 0F: 2 clusters Score -12984.38 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 113 members Entering Unmasked Estep Score: -12685.026367 Penalty: 509.118713 Iteration 0F: 3 clusters Score -12685.03 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -12796.145508 Penalty: 509.118713 Iteration 1F: 3 clusters Score -12796.15 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -12834.286133 Penalty: 509.118713 Iteration 2F: 3 clusters Score -12834.29 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -12857.474609 Penalty: 509.118713 Iteration 3F: 3 clusters Score -12857.47 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -12876.764648 Penalty: 509.118713 Iteration 4Q: 3 clusters Score -12876.76 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -12889.870117 Penalty: 509.118713 Iteration 5Q: 3 clusters Score -12889.87 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -12895.890625 Penalty: 509.118713 Iteration 6Q: 3 clusters Score -12895.89 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -12900.207031 Penalty: 509.118713 Iteration 7Q: 3 clusters Score -12900.21 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -12904.308594 Penalty: 509.118713 Iteration 8Q: 3 clusters Score -12904.31 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -12905.498047 Penalty: 509.118713 Iteration 9Q: 3 clusters Score -12905.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -12905.498047 Penalty: 509.118713 Iteration 10F: 3 clusters Score -12905.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2464 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Entering Unmasked Estep Score: -135067.796875 Penalty: 355.334137 Iteration 0F: 2 clusters Score -135067.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -133335.703125 Penalty: 710.668274 Iteration 0F: 3 clusters Score -133335.7 nChanged 1060 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -133896.984375 Penalty: 710.668274 Iteration 1F: 3 clusters Score -133897 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -134005.828125 Penalty: 710.668274 Iteration 2F: 3 clusters Score -134005.8 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -134087.125000 Penalty: 710.668274 Iteration 3F: 3 clusters Score -134087.1 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -134158.875000 Penalty: 710.668274 Iteration 4Q: 3 clusters Score -134158.9 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -134237.828125 Penalty: 710.668274 Iteration 5Q: 3 clusters Score -134237.8 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -134335.828125 Penalty: 710.668274 Iteration 6Q: 3 clusters Score -134335.8 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -134435.984375 Penalty: 710.668274 Iteration 7Q: 3 clusters Score -134436 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 2090 members Entering Unmasked Estep Score: -134508.609375 Penalty: 710.668274 Iteration 8Q: 3 clusters Score -134508.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 2161 members Entering Unmasked Estep Score: -134564.640625 Penalty: 710.668274 Iteration 9Q: 3 clusters Score -134564.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -134611.828125 Penalty: 710.668274 Iteration 10Q: 3 clusters Score -134611.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -134653.046875 Penalty: 710.668274 Iteration 11Q: 3 clusters Score -134653 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -134684.171875 Penalty: 710.668274 Iteration 12Q: 3 clusters Score -134684.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -134696.609375 Penalty: 710.668274 Iteration 13Q: 3 clusters Score -134696.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -134706.093750 Penalty: 710.668274 Iteration 14Q: 3 clusters Score -134706.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -134717.140625 Penalty: 710.668274 Iteration 15Q: 3 clusters Score -134717.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 2346 members Entering Unmasked Estep Score: -134724.140625 Penalty: 710.668274 Iteration 16Q: 3 clusters Score -134724.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -134732.953125 Penalty: 710.668274 Iteration 17Q: 3 clusters Score -134733 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 2358 members Entering Unmasked Estep Score: -134740.859375 Penalty: 710.668274 Iteration 18Q: 3 clusters Score -134740.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 2362 members Entering Unmasked Estep Score: -134747.046875 Penalty: 710.668274 Iteration 19Q: 3 clusters Score -134747 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 2367 members Entering Unmasked Estep Score: -134751.750000 Penalty: 710.668274 Iteration 20F: 3 clusters Score -134751.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 2371 members Entering Unmasked Estep Score: -134758.718750 Penalty: 710.668274 Iteration 21Q: 3 clusters Score -134758.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 2373 members Entering Unmasked Estep Score: -134763.656250 Penalty: 710.668274 Iteration 22Q: 3 clusters Score -134763.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 2375 members Entering Unmasked Estep Score: -134765.515625 Penalty: 710.668274 Iteration 23Q: 3 clusters Score -134765.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 2377 members Entering Unmasked Estep Score: -134768.359375 Penalty: 710.668274 Iteration 24Q: 3 clusters Score -134768.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -134771.500000 Penalty: 710.668274 Iteration 25Q: 3 clusters Score -134771.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 2379 members Entering Unmasked Estep Score: -134774.859375 Penalty: 710.668274 Iteration 26Q: 3 clusters Score -134774.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 2379 members Entering Unmasked Estep Score: -134774.859375 Penalty: 710.668274 Iteration 27F: 3 clusters Score -134774.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (222 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Entering Unmasked Estep Score: -9720.439453 Penalty: 245.821823 Iteration 0F: 2 clusters Score -9720.439 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 104 members Entering Unmasked Estep Score: -9428.197266 Penalty: 491.643646 Iteration 0F: 3 clusters Score -9428.197 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -9584.974609 Penalty: 491.643646 Iteration 1F: 3 clusters Score -9584.975 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -9723.971680 Penalty: 491.643646 Iteration 2F: 3 clusters Score -9723.972 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -9768.139648 Penalty: 491.643646 Iteration 3F: 3 clusters Score -9768.14 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -9782.779297 Penalty: 491.643646 Iteration 4Q: 3 clusters Score -9782.779 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -9794.171875 Penalty: 491.643646 Iteration 5Q: 3 clusters Score -9794.172 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -9798.516602 Penalty: 491.643646 Iteration 6Q: 3 clusters Score -9798.517 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -9805.539062 Penalty: 491.643646 Iteration 7Q: 3 clusters Score -9805.539 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -9821.125977 Penalty: 491.643646 Iteration 8Q: 3 clusters Score -9821.126 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -9826.759766 Penalty: 491.643646 Iteration 9Q: 3 clusters Score -9826.76 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -9827.742188 Penalty: 491.643646 Iteration 10Q: 3 clusters Score -9827.742 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -9827.742188 Penalty: 491.643646 Iteration 11F: 3 clusters Score -9827.742 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 12114 members Mstep: Class 2 contains 98073 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 490 members Mstep: Class 5 contains 185 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1057 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 53 members Mstep: Class 15 contains 16669 members Mstep: Class 16 contains 169 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 4343 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1012 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 240 members Mstep: Class 25 contains 195 members Mstep: Class 26 contains 1074 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Entering Unmasked Estep Score: -7913395.500000 Penalty: 15138.816406 Splitting cluster 14 changes total score from -7913576.000000 to -7913395.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 15 (16669 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16669 members Entering Unmasked Estep Score: -1004951.875000 Penalty: 442.319427 Iteration 0F: 2 clusters Score -1004952 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8280 members Mstep: Class 2 contains 8389 members Entering Unmasked Estep Score: -993773.875000 Penalty: 884.638855 Iteration 0F: 3 clusters Score -993773.9 nChanged 7888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7450 members Mstep: Class 2 contains 9219 members Entering Unmasked Estep Score: -998510.062500 Penalty: 884.638855 Iteration 1F: 3 clusters Score -998510.1 nChanged 848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6986 members Mstep: Class 2 contains 9683 members Entering Unmasked Estep Score: -998931.437500 Penalty: 884.638855 Iteration 2F: 3 clusters Score -998931.4 nChanged 911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6383 members Mstep: Class 2 contains 10286 members Entering Unmasked Estep Score: -999512.437500 Penalty: 884.638855 Iteration 3F: 3 clusters Score -999512.4 nChanged 947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5702 members Mstep: Class 2 contains 10967 members Entering Unmasked Estep Score: -1000263.625000 Penalty: 884.638855 Iteration 4F: 3 clusters Score -1000264 nChanged 1014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5060 members Mstep: Class 2 contains 11609 members Entering Unmasked Estep Score: -1001111.562500 Penalty: 884.638855 Iteration 5F: 3 clusters Score -1001112 nChanged 941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4549 members Mstep: Class 2 contains 12120 members Entering Unmasked Estep Score: -1001828.125000 Penalty: 884.638855 Iteration 6F: 3 clusters Score -1001828 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4130 members Mstep: Class 2 contains 12539 members Entering Unmasked Estep Score: -1002282.562500 Penalty: 884.638855 Iteration 7Q: 3 clusters Score -1002283 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3746 members Mstep: Class 2 contains 12923 members Entering Unmasked Estep Score: -1002555.937500 Penalty: 884.638855 Iteration 8Q: 3 clusters Score -1002556 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3354 members Mstep: Class 2 contains 13315 members Entering Unmasked Estep Score: -1002767.062500 Penalty: 884.638855 Iteration 9Q: 3 clusters Score -1002767 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2993 members Mstep: Class 2 contains 13676 members Entering Unmasked Estep Score: -1002949.062500 Penalty: 884.638855 Iteration 10Q: 3 clusters Score -1002949 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2673 members Mstep: Class 2 contains 13996 members Entering Unmasked Estep Score: -1003110.375000 Penalty: 884.638855 Iteration 11Q: 3 clusters Score -1003110 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 14284 members Entering Unmasked Estep Score: -1003256.312500 Penalty: 884.638855 Iteration 12Q: 3 clusters Score -1003256 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 14569 members Entering Unmasked Estep Score: -1003416.375000 Penalty: 884.638855 Iteration 13Q: 3 clusters Score -1003416 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 14861 members Entering Unmasked Estep Score: -1003581.937500 Penalty: 884.638855 Iteration 14Q: 3 clusters Score -1003582 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 15101 members Entering Unmasked Estep Score: -1003710.625000 Penalty: 884.638855 Iteration 15Q: 3 clusters Score -1003711 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 15302 members Entering Unmasked Estep Score: -1003821.750000 Penalty: 884.638855 Iteration 16Q: 3 clusters Score -1003822 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 15489 members Entering Unmasked Estep Score: -1003922.562500 Penalty: 884.638855 Iteration 17Q: 3 clusters Score -1003923 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 15657 members Entering Unmasked Estep Score: -1004011.937500 Penalty: 884.638855 Iteration 18Q: 3 clusters Score -1004012 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 15806 members Entering Unmasked Estep Score: -1004085.062500 Penalty: 884.638855 Iteration 19Q: 3 clusters Score -1004085 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 15926 members Entering Unmasked Estep Score: -1004141.250000 Penalty: 884.638855 Iteration 20F: 3 clusters Score -1004141 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 16032 members Entering Unmasked Estep Score: -1004204.125000 Penalty: 884.638855 Iteration 21Q: 3 clusters Score -1004204 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 16144 members Entering Unmasked Estep Score: -1004278.875000 Penalty: 884.638855 Iteration 22Q: 3 clusters Score -1004279 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 16242 members Entering Unmasked Estep Score: -1004340.875000 Penalty: 884.638855 Iteration 23Q: 3 clusters Score -1004341 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 16322 members Entering Unmasked Estep Score: -1004393.812500 Penalty: 884.638855 Iteration 24Q: 3 clusters Score -1004394 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 16391 members Entering Unmasked Estep Score: -1004440.187500 Penalty: 884.638855 Iteration 25Q: 3 clusters Score -1004440 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 16450 members Entering Unmasked Estep Score: -1004479.437500 Penalty: 884.638855 Iteration 26Q: 3 clusters Score -1004479 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 16485 members Entering Unmasked Estep Score: -1004509.062500 Penalty: 884.638855 Iteration 27Q: 3 clusters Score -1004509 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 16504 members Entering Unmasked Estep Score: -1004521.312500 Penalty: 884.638855 Iteration 28Q: 3 clusters Score -1004521 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 16517 members Entering Unmasked Estep Score: -1004528.937500 Penalty: 884.638855 Iteration 29Q: 3 clusters Score -1004529 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 16528 members Entering Unmasked Estep Score: -1004539.250000 Penalty: 884.638855 Iteration 30Q: 3 clusters Score -1004539 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 16537 members Entering Unmasked Estep Score: -1004546.750000 Penalty: 884.638855 Iteration 31Q: 3 clusters Score -1004547 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 16544 members Entering Unmasked Estep Score: -1004554.250000 Penalty: 884.638855 Iteration 32Q: 3 clusters Score -1004554 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 16550 members Entering Unmasked Estep Score: -1004560.625000 Penalty: 884.638855 Iteration 33Q: 3 clusters Score -1004561 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 16553 members Entering Unmasked Estep Score: -1004565.000000 Penalty: 884.638855 Iteration 34Q: 3 clusters Score -1004565 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 16557 members Entering Unmasked Estep Score: -1004568.187500 Penalty: 884.638855 Iteration 35Q: 3 clusters Score -1004568 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 16561 members Entering Unmasked Estep Score: -1004571.562500 Penalty: 884.638855 Iteration 36Q: 3 clusters Score -1004572 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 16565 members Entering Unmasked Estep Score: -1004574.937500 Penalty: 884.638855 Iteration 37Q: 3 clusters Score -1004575 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 16568 members Entering Unmasked Estep Score: -1004575.687500 Penalty: 884.638855 Iteration 38Q: 3 clusters Score -1004576 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 16570 members Entering Unmasked Estep Score: -1004578.500000 Penalty: 884.638855 Iteration 39Q: 3 clusters Score -1004578 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 16574 members Entering Unmasked Estep Score: -1004580.375000 Penalty: 884.638855 Iteration 40F: 3 clusters Score -1004580 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 16575 members Entering Unmasked Estep Score: -1004582.375000 Penalty: 884.638855 Iteration 41Q: 3 clusters Score -1004582 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 16577 members Entering Unmasked Estep Score: -1004584.000000 Penalty: 884.638855 Iteration 42Q: 3 clusters Score -1004584 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 16580 members Entering Unmasked Estep Score: -1004585.250000 Penalty: 884.638855 Iteration 43Q: 3 clusters Score -1004585 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 16581 members Entering Unmasked Estep Score: -1004586.562500 Penalty: 884.638855 Iteration 44Q: 3 clusters Score -1004587 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 16582 members Entering Unmasked Estep Score: -1004586.562500 Penalty: 884.638855 Iteration 45Q: 3 clusters Score -1004587 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 16582 members Entering Unmasked Estep Score: -1004586.562500 Penalty: 884.638855 Iteration 46F: 3 clusters Score -1004587 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (97 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Entering Unmasked Estep Score: -4584.379395 Penalty: 208.149338 Iteration 0F: 2 clusters Score -4584.379 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -4409.562012 Penalty: 416.298676 Iteration 0F: 3 clusters Score -4409.562 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -4447.437500 Penalty: 416.298676 Iteration 1F: 3 clusters Score -4447.438 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -4455.763184 Penalty: 416.298676 Iteration 2F: 3 clusters Score -4455.763 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (4343 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4343 members Entering Unmasked Estep Score: -263888.437500 Penalty: 381.122589 Iteration 0F: 2 clusters Score -263888.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 2191 members Entering Unmasked Estep Score: -260968.796875 Penalty: 762.245178 Iteration 0F: 3 clusters Score -260968.8 nChanged 1936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 2217 members Entering Unmasked Estep Score: -262015.437500 Penalty: 762.245178 Iteration 1F: 3 clusters Score -262015.4 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2123 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -262095.109375 Penalty: 762.245178 Iteration 2Q: 3 clusters Score -262095.1 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -262184.781250 Penalty: 762.245178 Iteration 3Q: 3 clusters Score -262184.8 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2112 members Mstep: Class 2 contains 2231 members Entering Unmasked Estep Score: -262272.468750 Penalty: 762.245178 Iteration 4Q: 3 clusters Score -262272.5 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -262386.906250 Penalty: 762.245178 Iteration 5Q: 3 clusters Score -262386.9 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -262539.625000 Penalty: 762.245178 Iteration 6Q: 3 clusters Score -262539.6 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2143 members Mstep: Class 2 contains 2200 members Entering Unmasked Estep Score: -262700.125000 Penalty: 762.245178 Iteration 7Q: 3 clusters Score -262700.1 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -262826.375000 Penalty: 762.245178 Iteration 8Q: 3 clusters Score -262826.4 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 2185 members Entering Unmasked Estep Score: -262884.468750 Penalty: 762.245178 Iteration 9Q: 3 clusters Score -262884.5 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -262906.218750 Penalty: 762.245178 Iteration 10Q: 3 clusters Score -262906.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 2171 members Entering Unmasked Estep Score: -262921.625000 Penalty: 762.245178 Iteration 11Q: 3 clusters Score -262921.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -262933.187500 Penalty: 762.245178 Iteration 12Q: 3 clusters Score -262933.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -262946.062500 Penalty: 762.245178 Iteration 13Q: 3 clusters Score -262946.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2223 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -262958.812500 Penalty: 762.245178 Iteration 14Q: 3 clusters Score -262958.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -262970.906250 Penalty: 762.245178 Iteration 15Q: 3 clusters Score -262970.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 2070 members Entering Unmasked Estep Score: -262980.625000 Penalty: 762.245178 Iteration 16Q: 3 clusters Score -262980.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2291 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -262988.437500 Penalty: 762.245178 Iteration 17Q: 3 clusters Score -262988.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2326 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -262998.312500 Penalty: 762.245178 Iteration 18Q: 3 clusters Score -262998.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -263007.687500 Penalty: 762.245178 Iteration 19Q: 3 clusters Score -263007.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -263014.531250 Penalty: 762.245178 Iteration 20F: 3 clusters Score -263014.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -263023.031250 Penalty: 762.245178 Iteration 21Q: 3 clusters Score -263023 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2425 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -263025.875000 Penalty: 762.245178 Iteration 22Q: 3 clusters Score -263025.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2438 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -263028.468750 Penalty: 762.245178 Iteration 23Q: 3 clusters Score -263028.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -263030.531250 Penalty: 762.245178 Iteration 24Q: 3 clusters Score -263030.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -263033.718750 Penalty: 762.245178 Iteration 25Q: 3 clusters Score -263033.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2475 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -263035.468750 Penalty: 762.245178 Iteration 26Q: 3 clusters Score -263035.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -263036.406250 Penalty: 762.245178 Iteration 27Q: 3 clusters Score -263036.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2487 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -263037.093750 Penalty: 762.245178 Iteration 28Q: 3 clusters Score -263037.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -263038.000000 Penalty: 762.245178 Iteration 29Q: 3 clusters Score -263038 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2501 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -263038.843750 Penalty: 762.245178 Iteration 30Q: 3 clusters Score -263038.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -263039.812500 Penalty: 762.245178 Iteration 31Q: 3 clusters Score -263039.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2523 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -263041.187500 Penalty: 762.245178 Iteration 32Q: 3 clusters Score -263041.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2536 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -263043.031250 Penalty: 762.245178 Iteration 33Q: 3 clusters Score -263043 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -263044.843750 Penalty: 762.245178 Iteration 34Q: 3 clusters Score -263044.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2564 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -263047.718750 Penalty: 762.245178 Iteration 35Q: 3 clusters Score -263047.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2588 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -263052.718750 Penalty: 762.245178 Iteration 36Q: 3 clusters Score -263052.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2617 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -263060.531250 Penalty: 762.245178 Iteration 37Q: 3 clusters Score -263060.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -263068.562500 Penalty: 762.245178 Iteration 38Q: 3 clusters Score -263068.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2687 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -263077.250000 Penalty: 762.245178 Iteration 39Q: 3 clusters Score -263077.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2717 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -263084.156250 Penalty: 762.245178 Iteration 40F: 3 clusters Score -263084.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2751 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -263093.125000 Penalty: 762.245178 Iteration 41Q: 3 clusters Score -263093.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2785 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -263101.500000 Penalty: 762.245178 Iteration 42Q: 3 clusters Score -263101.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2815 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -263110.031250 Penalty: 762.245178 Iteration 43Q: 3 clusters Score -263110 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2855 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -263119.656250 Penalty: 762.245178 Iteration 44Q: 3 clusters Score -263119.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2894 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -263128.812500 Penalty: 762.245178 Iteration 45Q: 3 clusters Score -263128.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2937 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -263139.656250 Penalty: 762.245178 Iteration 46Q: 3 clusters Score -263139.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2978 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -263151.343750 Penalty: 762.245178 Iteration 47Q: 3 clusters Score -263151.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3016 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -263163.093750 Penalty: 762.245178 Iteration 48Q: 3 clusters Score -263163.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3057 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -263175.281250 Penalty: 762.245178 Iteration 49Q: 3 clusters Score -263175.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3090 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -263185.750000 Penalty: 762.245178 Iteration 50Q: 3 clusters Score -263185.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3131 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -263197.593750 Penalty: 762.245178 Iteration 51Q: 3 clusters Score -263197.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3167 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -263206.125000 Penalty: 762.245178 Iteration 52Q: 3 clusters Score -263206.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3198 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -263213.468750 Penalty: 762.245178 Iteration 53Q: 3 clusters Score -263213.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3227 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -263219.812500 Penalty: 762.245178 Iteration 54Q: 3 clusters Score -263219.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3252 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -263225.781250 Penalty: 762.245178 Iteration 55Q: 3 clusters Score -263225.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3281 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -263231.687500 Penalty: 762.245178 Iteration 56Q: 3 clusters Score -263231.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3305 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -263237.250000 Penalty: 762.245178 Iteration 57Q: 3 clusters Score -263237.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3332 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -263244.843750 Penalty: 762.245178 Iteration 58Q: 3 clusters Score -263244.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3360 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -263252.312500 Penalty: 762.245178 Iteration 59Q: 3 clusters Score -263252.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3382 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -263258.000000 Penalty: 762.245178 Iteration 60F: 3 clusters Score -263258 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3408 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -263264.500000 Penalty: 762.245178 Iteration 61Q: 3 clusters Score -263264.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3432 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -263272.656250 Penalty: 762.245178 Iteration 62Q: 3 clusters Score -263272.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3459 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -263281.093750 Penalty: 762.245178 Iteration 63Q: 3 clusters Score -263281.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3481 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -263287.218750 Penalty: 762.245178 Iteration 64Q: 3 clusters Score -263287.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3507 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -263294.968750 Penalty: 762.245178 Iteration 65Q: 3 clusters Score -263295 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3531 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -263303.406250 Penalty: 762.245178 Iteration 66Q: 3 clusters Score -263303.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3565 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -263316.031250 Penalty: 762.245178 Iteration 67Q: 3 clusters Score -263316 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3593 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -263324.562500 Penalty: 762.245178 Iteration 68Q: 3 clusters Score -263324.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3626 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -263333.718750 Penalty: 762.245178 Iteration 69Q: 3 clusters Score -263333.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3648 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -263340.625000 Penalty: 762.245178 Iteration 70Q: 3 clusters Score -263340.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3675 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -263348.593750 Penalty: 762.245178 Iteration 71Q: 3 clusters Score -263348.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3706 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -263359.062500 Penalty: 762.245178 Iteration 72Q: 3 clusters Score -263359.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3738 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -263370.312500 Penalty: 762.245178 Iteration 73Q: 3 clusters Score -263370.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3770 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -263383.781250 Penalty: 762.245178 Iteration 74Q: 3 clusters Score -263383.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3800 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -263394.937500 Penalty: 762.245178 Iteration 75Q: 3 clusters Score -263394.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3832 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -263408.906250 Penalty: 762.245178 Iteration 76Q: 3 clusters Score -263408.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3864 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -263421.656250 Penalty: 762.245178 Iteration 77Q: 3 clusters Score -263421.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3890 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -263432.875000 Penalty: 762.245178 Iteration 78Q: 3 clusters Score -263432.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3918 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -263445.750000 Penalty: 762.245178 Iteration 79Q: 3 clusters Score -263445.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3951 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -263461.406250 Penalty: 762.245178 Iteration 80F: 3 clusters Score -263461.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3981 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -263474.093750 Penalty: 762.245178 Iteration 81Q: 3 clusters Score -263474.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4002 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -263481.562500 Penalty: 762.245178 Iteration 82Q: 3 clusters Score -263481.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4018 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -263489.343750 Penalty: 762.245178 Iteration 83Q: 3 clusters Score -263489.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4032 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -263497.062500 Penalty: 762.245178 Iteration 84Q: 3 clusters Score -263497.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4042 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -263500.000000 Penalty: 762.245178 Iteration 85Q: 3 clusters Score -263500 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4053 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -263505.156250 Penalty: 762.245178 Iteration 86Q: 3 clusters Score -263505.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4068 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -263514.343750 Penalty: 762.245178 Iteration 87Q: 3 clusters Score -263514.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4079 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -263523.937500 Penalty: 762.245178 Iteration 88Q: 3 clusters Score -263523.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4089 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -263529.281250 Penalty: 762.245178 Iteration 89Q: 3 clusters Score -263529.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4093 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -263530.500000 Penalty: 762.245178 Iteration 90Q: 3 clusters Score -263530.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4100 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -263533.312500 Penalty: 762.245178 Iteration 91Q: 3 clusters Score -263533.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4111 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -263540.781250 Penalty: 762.245178 Iteration 92Q: 3 clusters Score -263540.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4125 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -263549.593750 Penalty: 762.245178 Iteration 93Q: 3 clusters Score -263549.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4137 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -263558.062500 Penalty: 762.245178 Iteration 94Q: 3 clusters Score -263558.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4142 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -263561.156250 Penalty: 762.245178 Iteration 95Q: 3 clusters Score -263561.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4147 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -263564.906250 Penalty: 762.245178 Iteration 96Q: 3 clusters Score -263564.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4149 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -263565.687500 Penalty: 762.245178 Iteration 97Q: 3 clusters Score -263565.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4151 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -263566.125000 Penalty: 762.245178 Iteration 98Q: 3 clusters Score -263566.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4152 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -263566.718750 Penalty: 762.245178 Iteration 99Q: 3 clusters Score -263566.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4152 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -263566.718750 Penalty: 762.245178 Iteration 100F: 3 clusters Score -263566.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (332 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Entering Unmasked Estep Score: -17167.630859 Penalty: 264.133636 Iteration 0F: 2 clusters Score -17167.63 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -16797.818359 Penalty: 528.267273 Iteration 0F: 3 clusters Score -16797.82 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -16887.683594 Penalty: 528.267273 Iteration 1F: 3 clusters Score -16887.68 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -16991.419922 Penalty: 528.267273 Iteration 2F: 3 clusters Score -16991.42 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -17112.494141 Penalty: 528.267273 Iteration 3F: 3 clusters Score -17112.49 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -17173.697266 Penalty: 528.267273 Iteration 4F: 3 clusters Score -17173.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -17184.179688 Penalty: 528.267273 Iteration 5Q: 3 clusters Score -17184.18 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -17189.650391 Penalty: 528.267273 Iteration 6Q: 3 clusters Score -17189.65 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -17191.503906 Penalty: 528.267273 Iteration 7Q: 3 clusters Score -17191.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -17195.925781 Penalty: 528.267273 Iteration 8Q: 3 clusters Score -17195.93 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -17201.958984 Penalty: 528.267273 Iteration 9Q: 3 clusters Score -17201.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -17205.955078 Penalty: 528.267273 Iteration 10Q: 3 clusters Score -17205.96 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -17208.791016 Penalty: 528.267273 Iteration 11Q: 3 clusters Score -17208.79 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -17212.839844 Penalty: 528.267273 Iteration 12Q: 3 clusters Score -17212.84 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -17214.656250 Penalty: 528.267273 Iteration 13Q: 3 clusters Score -17214.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -17217.982422 Penalty: 528.267273 Iteration 14Q: 3 clusters Score -17217.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -17218.572266 Penalty: 528.267273 Iteration 15Q: 3 clusters Score -17218.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -17219.000000 Penalty: 528.267273 Iteration 16Q: 3 clusters Score -17219 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -17219.000000 Penalty: 528.267273 Iteration 17F: 3 clusters Score -17219 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 12114 members Mstep: Class 2 contains 98073 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 490 members Mstep: Class 5 contains 185 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1057 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16669 members Mstep: Class 16 contains 100 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 4343 members Mstep: Class 19 contains 232 members Mstep: Class 20 contains 1012 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 240 members Mstep: Class 25 contains 195 members Mstep: Class 26 contains 1074 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Entering Unmasked Estep Score: -7913357.500000 Penalty: 15138.816406 Splitting cluster 19 changes total score from -7913576.000000 to -7913357.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 20 (1012 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Entering Unmasked Estep Score: -59401.191406 Penalty: 314.845612 Iteration 0F: 2 clusters Score -59401.19 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -58596.355469 Penalty: 629.691223 Iteration 0F: 3 clusters Score -58596.36 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -58849.113281 Penalty: 629.691223 Iteration 1F: 3 clusters Score -58849.11 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -58932.148438 Penalty: 629.691223 Iteration 2F: 3 clusters Score -58932.15 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -59021.503906 Penalty: 629.691223 Iteration 3F: 3 clusters Score -59021.5 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -59081.296875 Penalty: 629.691223 Iteration 4F: 3 clusters Score -59081.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -59123.121094 Penalty: 629.691223 Iteration 5F: 3 clusters Score -59123.12 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -59151.023438 Penalty: 629.691223 Iteration 6Q: 3 clusters Score -59151.02 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -59168.656250 Penalty: 629.691223 Iteration 7Q: 3 clusters Score -59168.66 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -59180.007812 Penalty: 629.691223 Iteration 8Q: 3 clusters Score -59180.01 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -59187.726562 Penalty: 629.691223 Iteration 9Q: 3 clusters Score -59187.73 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -59191.964844 Penalty: 629.691223 Iteration 10Q: 3 clusters Score -59191.96 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -59197.375000 Penalty: 629.691223 Iteration 11Q: 3 clusters Score -59197.38 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -59201.140625 Penalty: 629.691223 Iteration 12Q: 3 clusters Score -59201.14 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -59203.007812 Penalty: 629.691223 Iteration 13Q: 3 clusters Score -59203.01 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -59205.199219 Penalty: 629.691223 Iteration 14Q: 3 clusters Score -59205.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -59206.097656 Penalty: 629.691223 Iteration 15Q: 3 clusters Score -59206.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -59207.503906 Penalty: 629.691223 Iteration 16Q: 3 clusters Score -59207.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -59207.687500 Penalty: 629.691223 Iteration 17Q: 3 clusters Score -59207.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -59207.687500 Penalty: 629.691223 Iteration 18F: 3 clusters Score -59207.69 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (133 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Entering Unmasked Estep Score: -6511.987793 Penalty: 222.510880 Iteration 0F: 2 clusters Score -6511.988 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -6274.655762 Penalty: 445.021759 Iteration 0F: 3 clusters Score -6274.656 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -6319.033691 Penalty: 445.021759 Iteration 1F: 3 clusters Score -6319.034 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -6334.489746 Penalty: 445.021759 Iteration 2F: 3 clusters Score -6334.49 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -6343.686523 Penalty: 445.021759 Iteration 3Q: 3 clusters Score -6343.687 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -6349.488281 Penalty: 445.021759 Iteration 4Q: 3 clusters Score -6349.488 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -6350.854492 Penalty: 445.021759 Iteration 5Q: 3 clusters Score -6350.854 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -6350.854492 Penalty: 445.021759 Iteration 6F: 3 clusters Score -6350.854 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (212 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Entering Unmasked Estep Score: -7974.093750 Penalty: 243.724686 Iteration 0F: 2 clusters Score -7974.094 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -7693.916016 Penalty: 487.449371 Iteration 0F: 3 clusters Score -7693.916 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -7801.430176 Penalty: 487.449371 Iteration 1F: 3 clusters Score -7801.43 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -7841.692383 Penalty: 487.449371 Iteration 2F: 3 clusters Score -7841.692 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -7845.252930 Penalty: 487.449371 Iteration 3Q: 3 clusters Score -7845.253 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -7845.690918 Penalty: 487.449371 Iteration 4Q: 3 clusters Score -7845.691 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -7845.690918 Penalty: 487.449371 Iteration 5F: 3 clusters Score -7845.691 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (521 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Entering Unmasked Estep Score: -26674.925781 Penalty: 284.636627 Iteration 0F: 2 clusters Score -26674.93 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -26179.613281 Penalty: 569.273254 Iteration 0F: 3 clusters Score -26179.61 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -26322.923828 Penalty: 569.273254 Iteration 1F: 3 clusters Score -26322.92 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -26357.955078 Penalty: 569.273254 Iteration 2F: 3 clusters Score -26357.96 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -26370.851562 Penalty: 569.273254 Iteration 3Q: 3 clusters Score -26370.85 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -26377.644531 Penalty: 569.273254 Iteration 4Q: 3 clusters Score -26377.64 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -26378.271484 Penalty: 569.273254 Iteration 5Q: 3 clusters Score -26378.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -26379.794922 Penalty: 569.273254 Iteration 6Q: 3 clusters Score -26379.79 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -26380.400391 Penalty: 569.273254 Iteration 7Q: 3 clusters Score -26380.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -26381.082031 Penalty: 569.273254 Iteration 8Q: 3 clusters Score -26381.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -26381.136719 Penalty: 569.273254 Iteration 9Q: 3 clusters Score -26381.14 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -26381.136719 Penalty: 569.273254 Iteration 10F: 3 clusters Score -26381.14 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (240 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Entering Unmasked Estep Score: -10113.789062 Penalty: 249.369080 Iteration 0F: 2 clusters Score -10113.79 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -9812.756836 Penalty: 498.738159 Iteration 0F: 3 clusters Score -9812.757 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -9974.016602 Penalty: 498.738159 Iteration 1F: 3 clusters Score -9974.017 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -10051.028320 Penalty: 498.738159 Iteration 2F: 3 clusters Score -10051.03 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -10092.578125 Penalty: 498.738159 Iteration 3F: 3 clusters Score -10092.58 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -10110.619141 Penalty: 498.738159 Iteration 4Q: 3 clusters Score -10110.62 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -10123.306641 Penalty: 498.738159 Iteration 5Q: 3 clusters Score -10123.31 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -10134.843750 Penalty: 498.738159 Iteration 6Q: 3 clusters Score -10134.84 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -10185.549805 Penalty: 498.738159 Iteration 7Q: 3 clusters Score -10185.55 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -10256.898438 Penalty: 498.738159 Iteration 8Q: 3 clusters Score -10256.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -10341.439453 Penalty: 498.738159 Iteration 9Q: 3 clusters Score -10341.44 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -10371.495117 Penalty: 498.738159 Iteration 10Q: 3 clusters Score -10371.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -10406.150391 Penalty: 498.738159 Iteration 11Q: 3 clusters Score -10406.15 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -10469.710938 Penalty: 498.738159 Iteration 12Q: 3 clusters Score -10469.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -10532.252930 Penalty: 498.738159 Iteration 13Q: 3 clusters Score -10532.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -10678.938477 Penalty: 498.738159 Iteration 14Q: 3 clusters Score -10678.94 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -10678.938477 Penalty: 498.738159 Iteration 15F: 3 clusters Score -10678.94 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 12114 members Mstep: Class 2 contains 98073 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 490 members Mstep: Class 5 contains 185 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1057 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16669 members Mstep: Class 16 contains 90 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 4343 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1012 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 150 members Mstep: Class 25 contains 195 members Mstep: Class 26 contains 1074 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Entering Unmasked Estep Score: -7913858.500000 Penalty: 15138.816406 Splitting cluster 24 changes total score from -7913576.000000 to -7913858.500000 So it's getting split into cluster 16. Entering ConstructFrom: Trying to split cluster 25 (195 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Entering Unmasked Estep Score: -9301.699219 Penalty: 239.921494 Iteration 0F: 2 clusters Score -9301.699 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 105 members Entering Unmasked Estep Score: -9045.578125 Penalty: 479.842987 Iteration 0F: 3 clusters Score -9045.578 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -9136.360352 Penalty: 479.842987 Iteration 1F: 3 clusters Score -9136.36 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -9172.145508 Penalty: 479.842987 Iteration 2F: 3 clusters Score -9172.146 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -9246.569336 Penalty: 479.842987 Iteration 3F: 3 clusters Score -9246.569 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -9390.090820 Penalty: 479.842987 Iteration 4F: 3 clusters Score -9390.091 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -9404.431641 Penalty: 479.842987 Iteration 5Q: 3 clusters Score -9404.432 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -9426.879883 Penalty: 479.842987 Iteration 6Q: 3 clusters Score -9426.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -9436.490234 Penalty: 479.842987 Iteration 7Q: 3 clusters Score -9436.49 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -9451.418945 Penalty: 479.842987 Iteration 8Q: 3 clusters Score -9451.419 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -9451.418945 Penalty: 479.842987 Iteration 9F: 3 clusters Score -9451.419 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 12114 members Mstep: Class 2 contains 98073 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 490 members Mstep: Class 5 contains 185 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1057 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16669 members Mstep: Class 16 contains 90 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 4343 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1012 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 150 members Mstep: Class 25 contains 54 members Mstep: Class 26 contains 1074 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Mstep: Class 29 contains 141 members Entering Unmasked Estep Score: -7913713.000000 Penalty: 15679.488281 Splitting cluster 25 changes total score from -7913576.000000 to -7913713.000000 So it's getting split into cluster 29. Entering ConstructFrom: Trying to split cluster 26 (1074 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Entering Unmasked Estep Score: -65036.515625 Penalty: 317.551086 Iteration 0F: 2 clusters Score -65036.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -64174.867188 Penalty: 635.102173 Iteration 0F: 3 clusters Score -64174.87 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -64428.703125 Penalty: 635.102173 Iteration 1F: 3 clusters Score -64428.7 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -64471.519531 Penalty: 635.102173 Iteration 2F: 3 clusters Score -64471.52 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -64499.074219 Penalty: 635.102173 Iteration 3Q: 3 clusters Score -64499.07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -64519.085938 Penalty: 635.102173 Iteration 4Q: 3 clusters Score -64519.09 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -64535.199219 Penalty: 635.102173 Iteration 5Q: 3 clusters Score -64535.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -64553.929688 Penalty: 635.102173 Iteration 6Q: 3 clusters Score -64553.93 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -64571.746094 Penalty: 635.102173 Iteration 7Q: 3 clusters Score -64571.75 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -64591.136719 Penalty: 635.102173 Iteration 8Q: 3 clusters Score -64591.14 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -64608.687500 Penalty: 635.102173 Iteration 9Q: 3 clusters Score -64608.69 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -64633.390625 Penalty: 635.102173 Iteration 10Q: 3 clusters Score -64633.39 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -64655.218750 Penalty: 635.102173 Iteration 11Q: 3 clusters Score -64655.22 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -64679.214844 Penalty: 635.102173 Iteration 12Q: 3 clusters Score -64679.21 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -64692.875000 Penalty: 635.102173 Iteration 13Q: 3 clusters Score -64692.88 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -64702.917969 Penalty: 635.102173 Iteration 14Q: 3 clusters Score -64702.92 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -64706.277344 Penalty: 635.102173 Iteration 15Q: 3 clusters Score -64706.28 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -64709.144531 Penalty: 635.102173 Iteration 16Q: 3 clusters Score -64709.14 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -64711.328125 Penalty: 635.102173 Iteration 17Q: 3 clusters Score -64711.33 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -64714.265625 Penalty: 635.102173 Iteration 18Q: 3 clusters Score -64714.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -64716.023438 Penalty: 635.102173 Iteration 19Q: 3 clusters Score -64716.02 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -64718.250000 Penalty: 635.102173 Iteration 20F: 3 clusters Score -64718.25 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -64720.773438 Penalty: 635.102173 Iteration 21Q: 3 clusters Score -64720.77 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -64723.917969 Penalty: 635.102173 Iteration 22Q: 3 clusters Score -64723.92 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -64725.601562 Penalty: 635.102173 Iteration 23Q: 3 clusters Score -64725.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -64726.410156 Penalty: 635.102173 Iteration 24Q: 3 clusters Score -64726.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -64727.335938 Penalty: 635.102173 Iteration 25Q: 3 clusters Score -64727.34 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -64730.250000 Penalty: 635.102173 Iteration 26Q: 3 clusters Score -64730.25 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -64733.652344 Penalty: 635.102173 Iteration 27Q: 3 clusters Score -64733.65 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -64739.769531 Penalty: 635.102173 Iteration 28Q: 3 clusters Score -64739.77 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -64744.136719 Penalty: 635.102173 Iteration 29Q: 3 clusters Score -64744.14 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -64747.339844 Penalty: 635.102173 Iteration 30Q: 3 clusters Score -64747.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -64749.832031 Penalty: 635.102173 Iteration 31Q: 3 clusters Score -64749.83 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -64749.832031 Penalty: 635.102173 Iteration 32F: 3 clusters Score -64749.83 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (379 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Entering Unmasked Estep Score: -19609.994141 Penalty: 270.157898 Iteration 0F: 2 clusters Score -19609.99 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 179 members Entering Unmasked Estep Score: -19185.109375 Penalty: 540.315796 Iteration 0F: 3 clusters Score -19185.11 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -19320.033203 Penalty: 540.315796 Iteration 1F: 3 clusters Score -19320.03 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -19368.070312 Penalty: 540.315796 Iteration 2F: 3 clusters Score -19368.07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -19398.320312 Penalty: 540.315796 Iteration 3F: 3 clusters Score -19398.32 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -19414.283203 Penalty: 540.315796 Iteration 4Q: 3 clusters Score -19414.28 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -19433.064453 Penalty: 540.315796 Iteration 5Q: 3 clusters Score -19433.06 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -19441.455078 Penalty: 540.315796 Iteration 6Q: 3 clusters Score -19441.46 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -19443.742188 Penalty: 540.315796 Iteration 7Q: 3 clusters Score -19443.74 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -19447.509766 Penalty: 540.315796 Iteration 8Q: 3 clusters Score -19447.51 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -19451.830078 Penalty: 540.315796 Iteration 9Q: 3 clusters Score -19451.83 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -19457.835938 Penalty: 540.315796 Iteration 10Q: 3 clusters Score -19457.84 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -19468.093750 Penalty: 540.315796 Iteration 11Q: 3 clusters Score -19468.09 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -19475.158203 Penalty: 540.315796 Iteration 12Q: 3 clusters Score -19475.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -19480.548828 Penalty: 540.315796 Iteration 13Q: 3 clusters Score -19480.55 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -19483.554688 Penalty: 540.315796 Iteration 14Q: 3 clusters Score -19483.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -19484.289062 Penalty: 540.315796 Iteration 15Q: 3 clusters Score -19484.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -19484.470703 Penalty: 540.315796 Iteration 16Q: 3 clusters Score -19484.47 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -19484.470703 Penalty: 540.315796 Iteration 17F: 3 clusters Score -19484.47 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (360 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Entering Unmasked Estep Score: -15458.997070 Penalty: 267.817749 Iteration 0F: 2 clusters Score -15459 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -15051.604492 Penalty: 535.635498 Iteration 0F: 3 clusters Score -15051.6 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -15219.168945 Penalty: 535.635498 Iteration 1F: 3 clusters Score -15219.17 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -15312.120117 Penalty: 535.635498 Iteration 2F: 3 clusters Score -15312.12 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -15368.507812 Penalty: 535.635498 Iteration 3F: 3 clusters Score -15368.51 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -15396.639648 Penalty: 535.635498 Iteration 4Q: 3 clusters Score -15396.64 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -15405.921875 Penalty: 535.635498 Iteration 5Q: 3 clusters Score -15405.92 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -15412.612305 Penalty: 535.635498 Iteration 6Q: 3 clusters Score -15412.61 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -15416.778320 Penalty: 535.635498 Iteration 7Q: 3 clusters Score -15416.78 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -15420.228516 Penalty: 535.635498 Iteration 8Q: 3 clusters Score -15420.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -15420.228516 Penalty: 535.635498 Iteration 9F: 3 clusters Score -15420.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 12114 members Mstep: Class 2 contains 98073 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 490 members Mstep: Class 5 contains 185 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1057 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16669 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 4343 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1012 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 150 members Mstep: Class 25 contains 54 members Mstep: Class 26 contains 1074 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Entering Unmasked Estep ConsiderDeletion Score: -7913717.000000 Penalty: 15679.488281 Iteration 159Q: 30 clusters Score -7913717 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 12101 members Mstep: Class 2 contains 98032 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 491 members Mstep: Class 5 contains 185 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1057 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16666 members Mstep: Class 16 contains 90 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 4371 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1011 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 150 members Mstep: Class 25 contains 54 members Mstep: Class 26 contains 1103 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Mstep: Class 29 contains 141 members Entering Unmasked Estep ConsiderDeletion Score: -7913784.500000 Penalty: 15679.488281 Iteration 160F: 30 clusters Score -7913784 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 12093 members Mstep: Class 2 contains 97949 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 491 members Mstep: Class 5 contains 183 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1057 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16657 members Mstep: Class 16 contains 92 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 4448 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1012 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 150 members Mstep: Class 25 contains 54 members Mstep: Class 26 contains 1125 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Mstep: Class 29 contains 141 members Entering Unmasked Estep ConsiderDeletion Score: -7913807.500000 Penalty: 15679.488281 Iteration 161Q: 30 clusters Score -7913808 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 12077 members Mstep: Class 2 contains 97870 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 491 members Mstep: Class 5 contains 183 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1057 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16646 members Mstep: Class 16 contains 92 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 4534 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1012 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 150 members Mstep: Class 25 contains 54 members Mstep: Class 26 contains 1145 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Mstep: Class 29 contains 141 members Entering Unmasked Estep ConsiderDeletion Score: -7913826.500000 Penalty: 15679.488281 Iteration 162Q: 30 clusters Score -7913826 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 12060 members Mstep: Class 2 contains 97804 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 490 members Mstep: Class 5 contains 183 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1057 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16626 members Mstep: Class 16 contains 92 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 4607 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1012 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 150 members Mstep: Class 25 contains 54 members Mstep: Class 26 contains 1176 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Mstep: Class 29 contains 141 members Entering Unmasked Estep ConsiderDeletion Score: -7913848.000000 Penalty: 15679.488281 Iteration 163Q: 30 clusters Score -7913848 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 12047 members Mstep: Class 2 contains 97741 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 490 members Mstep: Class 5 contains 183 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1057 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16605 members Mstep: Class 16 contains 92 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 4678 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1012 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 150 members Mstep: Class 25 contains 54 members Mstep: Class 26 contains 1202 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Mstep: Class 29 contains 141 members Entering Unmasked Estep ConsiderDeletion Score: -7913870.000000 Penalty: 15679.488281 Iteration 164Q: 30 clusters Score -7913870 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 12032 members Mstep: Class 2 contains 97678 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 490 members Mstep: Class 5 contains 183 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1057 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16589 members Mstep: Class 16 contains 92 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 4733 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1012 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 150 members Mstep: Class 25 contains 54 members Mstep: Class 26 contains 1241 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Mstep: Class 29 contains 141 members Entering Unmasked Estep ConsiderDeletion Score: -7913891.000000 Penalty: 15679.488281 Iteration 165Q: 30 clusters Score -7913891 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 12014 members Mstep: Class 2 contains 97632 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 490 members Mstep: Class 5 contains 183 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1057 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16576 members Mstep: Class 16 contains 92 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 4779 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1013 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 150 members Mstep: Class 25 contains 54 members Mstep: Class 26 contains 1271 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Mstep: Class 29 contains 141 members Entering Unmasked Estep ConsiderDeletion Score: -7913899.000000 Penalty: 15679.488281 Iteration 166Q: 30 clusters Score -7913899 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 11994 members Mstep: Class 2 contains 97599 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 490 members Mstep: Class 5 contains 183 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1056 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16561 members Mstep: Class 16 contains 92 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 4822 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1013 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 150 members Mstep: Class 25 contains 54 members Mstep: Class 26 contains 1297 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Mstep: Class 29 contains 141 members Entering Unmasked Estep ConsiderDeletion Score: -7913912.000000 Penalty: 15679.488281 Iteration 167Q: 30 clusters Score -7913912 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 11976 members Mstep: Class 2 contains 97578 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 490 members Mstep: Class 5 contains 183 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1055 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16540 members Mstep: Class 16 contains 92 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 4856 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1013 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 150 members Mstep: Class 25 contains 54 members Mstep: Class 26 contains 1324 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Mstep: Class 29 contains 141 members Entering Unmasked Estep ConsiderDeletion Score: -7913938.000000 Penalty: 15679.488281 Iteration 168Q: 30 clusters Score -7913938 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 11961 members Mstep: Class 2 contains 97547 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 490 members Mstep: Class 5 contains 183 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1053 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16533 members Mstep: Class 16 contains 92 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 4894 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1013 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 150 members Mstep: Class 25 contains 54 members Mstep: Class 26 contains 1341 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Mstep: Class 29 contains 141 members Entering Unmasked Estep ConsiderDeletion Score: -7913931.500000 Penalty: 15679.488281 Iteration 169Q: 30 clusters Score -7913932 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 11948 members Mstep: Class 2 contains 97513 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 489 members Mstep: Class 5 contains 183 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1052 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16526 members Mstep: Class 16 contains 92 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 4926 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1014 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 150 members Mstep: Class 25 contains 54 members Mstep: Class 26 contains 1364 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Mstep: Class 29 contains 141 members Entering Unmasked Estep ConsiderDeletion Score: -7913918.500000 Penalty: 15679.488281 Iteration 170Q: 30 clusters Score -7913918 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 11933 members Mstep: Class 2 contains 97484 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 489 members Mstep: Class 5 contains 183 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1051 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16529 members Mstep: Class 16 contains 92 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 4954 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1015 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 150 members Mstep: Class 25 contains 54 members Mstep: Class 26 contains 1377 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Mstep: Class 29 contains 141 members Entering Unmasked Estep ConsiderDeletion Score: -7913927.500000 Penalty: 15679.488281 Iteration 171Q: 30 clusters Score -7913928 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 11922 members Mstep: Class 2 contains 97458 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 489 members Mstep: Class 5 contains 183 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1048 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16532 members Mstep: Class 16 contains 92 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 4981 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1015 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 150 members Mstep: Class 25 contains 54 members Mstep: Class 26 contains 1387 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Mstep: Class 29 contains 141 members Entering Unmasked Estep ConsiderDeletion Score: -7913929.500000 Penalty: 15679.488281 Iteration 172Q: 30 clusters Score -7913930 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 11910 members Mstep: Class 2 contains 97451 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 489 members Mstep: Class 5 contains 183 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1045 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16526 members Mstep: Class 16 contains 92 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 4999 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1015 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 150 members Mstep: Class 25 contains 54 members Mstep: Class 26 contains 1397 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Mstep: Class 29 contains 141 members Entering Unmasked Estep ConsiderDeletion Score: -7913943.000000 Penalty: 15679.488281 Iteration 173Q: 30 clusters Score -7913943 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 11899 members Mstep: Class 2 contains 97449 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 489 members Mstep: Class 5 contains 183 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1043 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16519 members Mstep: Class 16 contains 92 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 5014 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1014 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 150 members Mstep: Class 25 contains 54 members Mstep: Class 26 contains 1405 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Mstep: Class 29 contains 141 members Entering Unmasked Estep ConsiderDeletion Score: -7913948.000000 Penalty: 15679.488281 Iteration 174Q: 30 clusters Score -7913948 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 11887 members Mstep: Class 2 contains 97449 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 489 members Mstep: Class 5 contains 183 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1042 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16511 members Mstep: Class 16 contains 92 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 5028 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1014 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 150 members Mstep: Class 25 contains 54 members Mstep: Class 26 contains 1412 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Mstep: Class 29 contains 141 members Entering Unmasked Estep ConsiderDeletion Score: -7913955.000000 Penalty: 15679.488281 Iteration 175Q: 30 clusters Score -7913955 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 11877 members Mstep: Class 2 contains 97436 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 489 members Mstep: Class 5 contains 183 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1042 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16506 members Mstep: Class 16 contains 92 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 5044 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1014 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 150 members Mstep: Class 25 contains 54 members Mstep: Class 26 contains 1424 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Mstep: Class 29 contains 141 members Entering Unmasked Estep ConsiderDeletion Score: -7913951.500000 Penalty: 15679.488281 Iteration 176Q: 30 clusters Score -7913952 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 11864 members Mstep: Class 2 contains 97423 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 489 members Mstep: Class 5 contains 183 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1042 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16498 members Mstep: Class 16 contains 92 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 5062 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1014 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 150 members Mstep: Class 25 contains 54 members Mstep: Class 26 contains 1440 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Mstep: Class 29 contains 141 members Entering Unmasked Estep ConsiderDeletion Score: -7913956.500000 Penalty: 15679.488281 Iteration 177Q: 30 clusters Score -7913956 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 11850 members Mstep: Class 2 contains 97413 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 489 members Mstep: Class 5 contains 183 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1042 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16494 members Mstep: Class 16 contains 92 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 5077 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1014 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 150 members Mstep: Class 25 contains 54 members Mstep: Class 26 contains 1453 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Mstep: Class 29 contains 141 members Entering Unmasked Estep ConsiderDeletion Score: -7913942.000000 Penalty: 15679.488281 Iteration 178Q: 30 clusters Score -7913942 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 11840 members Mstep: Class 2 contains 97410 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 489 members Mstep: Class 5 contains 183 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1042 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16491 members Mstep: Class 16 contains 92 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 5091 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1014 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 150 members Mstep: Class 25 contains 54 members Mstep: Class 26 contains 1455 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Mstep: Class 29 contains 141 members Entering Unmasked Estep ConsiderDeletion Score: -7913950.500000 Penalty: 15679.488281 Iteration 179Q: 30 clusters Score -7913950 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 11830 members Mstep: Class 2 contains 97393 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 488 members Mstep: Class 5 contains 183 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1041 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16486 members Mstep: Class 16 contains 92 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 5112 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1014 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 150 members Mstep: Class 25 contains 54 members Mstep: Class 26 contains 1468 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Mstep: Class 29 contains 141 members Entering Unmasked Estep ConsiderDeletion Score: -7913958.000000 Penalty: 15679.488281 Iteration 180F: 30 clusters Score -7913958 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 11825 members Mstep: Class 2 contains 97370 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 488 members Mstep: Class 5 contains 183 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1041 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16483 members Mstep: Class 16 contains 92 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 5135 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1014 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 150 members Mstep: Class 25 contains 54 members Mstep: Class 26 contains 1476 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Mstep: Class 29 contains 141 members Entering Unmasked Estep ConsiderDeletion Score: -7913946.000000 Penalty: 15679.488281 Iteration 181Q: 30 clusters Score -7913946 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 11814 members Mstep: Class 2 contains 97351 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 488 members Mstep: Class 5 contains 183 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1041 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16479 members Mstep: Class 16 contains 92 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 5161 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1014 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 150 members Mstep: Class 25 contains 54 members Mstep: Class 26 contains 1484 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Mstep: Class 29 contains 141 members Entering Unmasked Estep ConsiderDeletion Score: -7913931.000000 Penalty: 15679.488281 Iteration 182Q: 30 clusters Score -7913931 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 11799 members Mstep: Class 2 contains 97329 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 488 members Mstep: Class 5 contains 183 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1041 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16463 members Mstep: Class 16 contains 92 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 5195 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1013 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 150 members Mstep: Class 25 contains 54 members Mstep: Class 26 contains 1504 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Mstep: Class 29 contains 141 members Entering Unmasked Estep ConsiderDeletion Score: -7913957.500000 Penalty: 15679.488281 Iteration 183Q: 30 clusters Score -7913958 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 11789 members Mstep: Class 2 contains 97326 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 488 members Mstep: Class 5 contains 183 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1041 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16454 members Mstep: Class 16 contains 92 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 5213 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1012 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 150 members Mstep: Class 25 contains 54 members Mstep: Class 26 contains 1509 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Mstep: Class 29 contains 141 members Entering Unmasked Estep ConsiderDeletion Score: -7913962.500000 Penalty: 15679.488281 Iteration 184Q: 30 clusters Score -7913962 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 11783 members Mstep: Class 2 contains 97316 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 488 members Mstep: Class 5 contains 183 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1041 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16444 members Mstep: Class 16 contains 92 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 5234 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1013 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 150 members Mstep: Class 25 contains 54 members Mstep: Class 26 contains 1513 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Mstep: Class 29 contains 141 members Entering Unmasked Estep ConsiderDeletion Score: -7913958.500000 Penalty: 15679.488281 Iteration 185Q: 30 clusters Score -7913958 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 11780 members Mstep: Class 2 contains 97309 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 488 members Mstep: Class 5 contains 183 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1041 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16435 members Mstep: Class 16 contains 92 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 5249 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1013 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 150 members Mstep: Class 25 contains 54 members Mstep: Class 26 contains 1517 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Mstep: Class 29 contains 141 members Entering Unmasked Estep ConsiderDeletion Score: -7913956.500000 Penalty: 15679.488281 Iteration 186Q: 30 clusters Score -7913956 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 11776 members Mstep: Class 2 contains 97293 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 488 members Mstep: Class 5 contains 183 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1041 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16426 members Mstep: Class 16 contains 92 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 5272 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1014 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 150 members Mstep: Class 25 contains 54 members Mstep: Class 26 contains 1522 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Mstep: Class 29 contains 141 members Entering Unmasked Estep ConsiderDeletion Score: -7913970.000000 Penalty: 15679.488281 Iteration 187Q: 30 clusters Score -7913970 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 11773 members Mstep: Class 2 contains 97283 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 488 members Mstep: Class 5 contains 183 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1041 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16423 members Mstep: Class 16 contains 92 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 5284 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1014 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 150 members Mstep: Class 25 contains 54 members Mstep: Class 26 contains 1526 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Mstep: Class 29 contains 141 members Entering Unmasked Estep ConsiderDeletion Score: -7913978.500000 Penalty: 15679.488281 Iteration 188Q: 30 clusters Score -7913978 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 11772 members Mstep: Class 2 contains 97274 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 488 members Mstep: Class 5 contains 183 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1041 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16421 members Mstep: Class 16 contains 92 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 5292 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1014 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 150 members Mstep: Class 25 contains 54 members Mstep: Class 26 contains 1530 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Mstep: Class 29 contains 141 members Entering Unmasked Estep ConsiderDeletion Score: -7913984.500000 Penalty: 15679.488281 Iteration 189Q: 30 clusters Score -7913984 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 11771 members Mstep: Class 2 contains 97262 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 488 members Mstep: Class 5 contains 183 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1041 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16421 members Mstep: Class 16 contains 92 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 5302 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1014 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 150 members Mstep: Class 25 contains 54 members Mstep: Class 26 contains 1533 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Mstep: Class 29 contains 141 members Entering Unmasked Estep ConsiderDeletion Score: -7913982.000000 Penalty: 15679.488281 Iteration 190Q: 30 clusters Score -7913982 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 11769 members Mstep: Class 2 contains 97251 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 488 members Mstep: Class 5 contains 183 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1041 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16417 members Mstep: Class 16 contains 92 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 5311 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1014 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 150 members Mstep: Class 25 contains 54 members Mstep: Class 26 contains 1541 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Mstep: Class 29 contains 141 members Entering Unmasked Estep ConsiderDeletion Score: -7913980.000000 Penalty: 15679.488281 Iteration 191Q: 30 clusters Score -7913980 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 11767 members Mstep: Class 2 contains 97238 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 488 members Mstep: Class 5 contains 183 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1041 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16418 members Mstep: Class 16 contains 92 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 5323 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1014 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 150 members Mstep: Class 25 contains 54 members Mstep: Class 26 contains 1543 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Mstep: Class 29 contains 141 members Entering Unmasked Estep ConsiderDeletion Score: -7913983.000000 Penalty: 15679.488281 Iteration 192Q: 30 clusters Score -7913983 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 11762 members Mstep: Class 2 contains 97229 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 488 members Mstep: Class 5 contains 183 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1041 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16416 members Mstep: Class 16 contains 92 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 5339 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1014 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 150 members Mstep: Class 25 contains 54 members Mstep: Class 26 contains 1543 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Mstep: Class 29 contains 141 members Entering Unmasked Estep ConsiderDeletion Score: -7913969.000000 Penalty: 15679.488281 Iteration 193Q: 30 clusters Score -7913969 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 11754 members Mstep: Class 2 contains 97224 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 488 members Mstep: Class 5 contains 183 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1041 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16412 members Mstep: Class 16 contains 92 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 5354 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1014 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 150 members Mstep: Class 25 contains 54 members Mstep: Class 26 contains 1545 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Mstep: Class 29 contains 141 members Entering Unmasked Estep ConsiderDeletion Score: -7913978.000000 Penalty: 15679.488281 Iteration 194Q: 30 clusters Score -7913978 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 11747 members Mstep: Class 2 contains 97212 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 488 members Mstep: Class 5 contains 183 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1041 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16409 members Mstep: Class 16 contains 92 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 5374 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1014 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 150 members Mstep: Class 25 contains 54 members Mstep: Class 26 contains 1547 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Mstep: Class 29 contains 141 members Entering Unmasked Estep ConsiderDeletion Score: -7913978.000000 Penalty: 15679.488281 Iteration 195Q: 30 clusters Score -7913978 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 11738 members Mstep: Class 2 contains 97211 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 488 members Mstep: Class 5 contains 183 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1041 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16405 members Mstep: Class 16 contains 92 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 5387 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1014 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 150 members Mstep: Class 25 contains 54 members Mstep: Class 26 contains 1548 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Mstep: Class 29 contains 141 members Entering Unmasked Estep ConsiderDeletion Score: -7913986.000000 Penalty: 15679.488281 Iteration 196Q: 30 clusters Score -7913986 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 11729 members Mstep: Class 2 contains 97213 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 488 members Mstep: Class 5 contains 183 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1041 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16402 members Mstep: Class 16 contains 92 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 5397 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1014 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 150 members Mstep: Class 25 contains 54 members Mstep: Class 26 contains 1548 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Mstep: Class 29 contains 141 members Entering Unmasked Estep ConsiderDeletion Score: -7913981.000000 Penalty: 15679.488281 Iteration 197Q: 30 clusters Score -7913981 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 11720 members Mstep: Class 2 contains 97216 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 488 members Mstep: Class 5 contains 183 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1041 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16400 members Mstep: Class 16 contains 92 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 5404 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1014 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 150 members Mstep: Class 25 contains 54 members Mstep: Class 26 contains 1549 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Mstep: Class 29 contains 141 members Entering Unmasked Estep ConsiderDeletion Score: -7913996.500000 Penalty: 15679.488281 Iteration 198Q: 30 clusters Score -7913996 nChanged 21 Entering ConstructFrom: Score: -7913996.500000 Penalty: 15679.488281 Entering ConstructFrom: Trying to split cluster 1 (11712 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11712 members Entering Unmasked Estep Score: -631931.062500 Penalty: 426.260803 Iteration 0F: 2 clusters Score -631931.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5889 members Mstep: Class 2 contains 5823 members Entering Unmasked Estep Score: -624081.312500 Penalty: 852.521606 Iteration 0F: 3 clusters Score -624081.3 nChanged 5516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6495 members Mstep: Class 2 contains 5217 members Entering Unmasked Estep Score: -627343.187500 Penalty: 852.521606 Iteration 1F: 3 clusters Score -627343.2 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6822 members Mstep: Class 2 contains 4890 members Entering Unmasked Estep Score: -627620.750000 Penalty: 852.521606 Iteration 2F: 3 clusters Score -627620.8 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7173 members Mstep: Class 2 contains 4539 members Entering Unmasked Estep Score: -627899.500000 Penalty: 852.521606 Iteration 3F: 3 clusters Score -627899.5 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7609 members Mstep: Class 2 contains 4103 members Entering Unmasked Estep Score: -628227.000000 Penalty: 852.521606 Iteration 4F: 3 clusters Score -628227 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8144 members Mstep: Class 2 contains 3568 members Entering Unmasked Estep Score: -628619.312500 Penalty: 852.521606 Iteration 5F: 3 clusters Score -628619.3 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8747 members Mstep: Class 2 contains 2965 members Entering Unmasked Estep Score: -629063.125000 Penalty: 852.521606 Iteration 6F: 3 clusters Score -629063.1 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9371 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -629525.812500 Penalty: 852.521606 Iteration 7F: 3 clusters Score -629525.8 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9947 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -629973.187500 Penalty: 852.521606 Iteration 8Q: 3 clusters Score -629973.2 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10483 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -630427.750000 Penalty: 852.521606 Iteration 9Q: 3 clusters Score -630427.8 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10935 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -630834.250000 Penalty: 852.521606 Iteration 10Q: 3 clusters Score -630834.2 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11300 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -631184.812500 Penalty: 852.521606 Iteration 11Q: 3 clusters Score -631184.8 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11519 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -631414.375000 Penalty: 852.521606 Iteration 12Q: 3 clusters Score -631414.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11595 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -631497.687500 Penalty: 852.521606 Iteration 13Q: 3 clusters Score -631497.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11622 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -631533.375000 Penalty: 852.521606 Iteration 14Q: 3 clusters Score -631533.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11631 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -631565.875000 Penalty: 852.521606 Iteration 15Q: 3 clusters Score -631565.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11637 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -631581.812500 Penalty: 852.521606 Iteration 16Q: 3 clusters Score -631581.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11640 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -631595.250000 Penalty: 852.521606 Iteration 17Q: 3 clusters Score -631595.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11638 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -631599.875000 Penalty: 852.521606 Iteration 18Q: 3 clusters Score -631599.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11640 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -631605.000000 Penalty: 852.521606 Iteration 19Q: 3 clusters Score -631605 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11642 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -631606.625000 Penalty: 852.521606 Iteration 20F: 3 clusters Score -631606.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11643 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -631606.937500 Penalty: 852.521606 Iteration 21Q: 3 clusters Score -631606.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11643 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -631606.937500 Penalty: 852.521606 Iteration 22F: 3 clusters Score -631606.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (97218 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97218 members Entering Unmasked Estep Score: -5481788.500000 Penalty: 522.554321 Iteration 0F: 2 clusters Score -5481788 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48460 members Mstep: Class 2 contains 48758 members Entering Unmasked Estep Score: -5415778.000000 Penalty: 1045.108643 Iteration 0F: 3 clusters Score -5415778 nChanged 47607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42437 members Mstep: Class 2 contains 54781 members Entering Unmasked Estep Score: -5445244.000000 Penalty: 1045.108643 Iteration 1F: 3 clusters Score -5445244 nChanged 5485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38484 members Mstep: Class 2 contains 58734 members Entering Unmasked Estep Score: -5447949.000000 Penalty: 1045.108643 Iteration 2F: 3 clusters Score -5447949 nChanged 6739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32941 members Mstep: Class 2 contains 64277 members Entering Unmasked Estep Score: -5452341.500000 Penalty: 1045.108643 Iteration 3F: 3 clusters Score -5452342 nChanged 7388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26413 members Mstep: Class 2 contains 70805 members Entering Unmasked Estep Score: -5458144.000000 Penalty: 1045.108643 Iteration 4F: 3 clusters Score -5458144 nChanged 7140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19773 members Mstep: Class 2 contains 77445 members Entering Unmasked Estep Score: -5464395.000000 Penalty: 1045.108643 Iteration 5F: 3 clusters Score -5464395 nChanged 5822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14195 members Mstep: Class 2 contains 83023 members Entering Unmasked Estep Score: -5469672.000000 Penalty: 1045.108643 Iteration 6F: 3 clusters Score -5469672 nChanged 4333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9996 members Mstep: Class 2 contains 87222 members Entering Unmasked Estep Score: -5473770.500000 Penalty: 1045.108643 Iteration 7Q: 3 clusters Score -5473770 nChanged 2964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7072 members Mstep: Class 2 contains 90146 members Entering Unmasked Estep Score: -5476209.000000 Penalty: 1045.108643 Iteration 8Q: 3 clusters Score -5476209 nChanged 2043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5043 members Mstep: Class 2 contains 92175 members Entering Unmasked Estep Score: -5477811.500000 Penalty: 1045.108643 Iteration 9Q: 3 clusters Score -5477812 nChanged 1531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3512 members Mstep: Class 2 contains 93706 members Entering Unmasked Estep Score: -5478951.000000 Penalty: 1045.108643 Iteration 10Q: 3 clusters Score -5478951 nChanged 1113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2401 members Mstep: Class 2 contains 94817 members Entering Unmasked Estep Score: -5479781.000000 Penalty: 1045.108643 Iteration 11Q: 3 clusters Score -5479781 nChanged 805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 95622 members Entering Unmasked Estep Score: -5480351.500000 Penalty: 1045.108643 Iteration 12Q: 3 clusters Score -5480352 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 96122 members Entering Unmasked Estep Score: -5480680.500000 Penalty: 1045.108643 Iteration 13Q: 3 clusters Score -5480680 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 96464 members Entering Unmasked Estep Score: -5480899.000000 Penalty: 1045.108643 Iteration 14Q: 3 clusters Score -5480899 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 96687 members Entering Unmasked Estep Score: -5481060.000000 Penalty: 1045.108643 Iteration 15Q: 3 clusters Score -5481060 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 96829 members Entering Unmasked Estep Score: -5481158.000000 Penalty: 1045.108643 Iteration 16Q: 3 clusters Score -5481158 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 96913 members Entering Unmasked Estep Score: -5481219.500000 Penalty: 1045.108643 Iteration 17Q: 3 clusters Score -5481220 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 96973 members Entering Unmasked Estep Score: -5481247.500000 Penalty: 1045.108643 Iteration 18Q: 3 clusters Score -5481248 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 97009 members Entering Unmasked Estep Score: -5481273.000000 Penalty: 1045.108643 Iteration 19Q: 3 clusters Score -5481273 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 97030 members Entering Unmasked Estep Score: -5481288.500000 Penalty: 1045.108643 Iteration 20F: 3 clusters Score -5481288 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 97048 members Entering Unmasked Estep Score: -5481304.500000 Penalty: 1045.108643 Iteration 21Q: 3 clusters Score -5481304 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 97062 members Entering Unmasked Estep Score: -5481320.500000 Penalty: 1045.108643 Iteration 22Q: 3 clusters Score -5481320 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 97070 members Entering Unmasked Estep Score: -5481328.000000 Penalty: 1045.108643 Iteration 23Q: 3 clusters Score -5481328 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 97075 members Entering Unmasked Estep Score: -5481333.000000 Penalty: 1045.108643 Iteration 24Q: 3 clusters Score -5481333 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 97076 members Entering Unmasked Estep Score: -5481331.500000 Penalty: 1045.108643 Iteration 25Q: 3 clusters Score -5481332 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 97078 members Entering Unmasked Estep Score: -5481334.500000 Penalty: 1045.108643 Iteration 26Q: 3 clusters Score -5481334 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 97081 members Entering Unmasked Estep Score: -5481336.500000 Penalty: 1045.108643 Iteration 27Q: 3 clusters Score -5481336 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 97083 members Entering Unmasked Estep Score: -5481340.000000 Penalty: 1045.108643 Iteration 28Q: 3 clusters Score -5481340 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 97084 members Entering Unmasked Estep Score: -5481343.500000 Penalty: 1045.108643 Iteration 29Q: 3 clusters Score -5481344 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 97087 members Entering Unmasked Estep Score: -5481340.500000 Penalty: 1045.108643 Iteration 30Q: 3 clusters Score -5481340 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 97087 members Entering Unmasked Estep Score: -5481340.500000 Penalty: 1045.108643 Iteration 31F: 3 clusters Score -5481340 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1428 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Entering Unmasked Estep Score: -78298.296875 Penalty: 330.513367 Iteration 0F: 2 clusters Score -78298.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -77228.617188 Penalty: 661.026733 Iteration 0F: 3 clusters Score -77228.62 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -77566.375000 Penalty: 661.026733 Iteration 1F: 3 clusters Score -77566.38 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -77604.335938 Penalty: 661.026733 Iteration 2F: 3 clusters Score -77604.34 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -77633.070312 Penalty: 661.026733 Iteration 3Q: 3 clusters Score -77633.07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -77663.226562 Penalty: 661.026733 Iteration 4Q: 3 clusters Score -77663.23 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -77692.476562 Penalty: 661.026733 Iteration 5Q: 3 clusters Score -77692.48 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -77716.382812 Penalty: 661.026733 Iteration 6Q: 3 clusters Score -77716.38 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -77741.906250 Penalty: 661.026733 Iteration 7Q: 3 clusters Score -77741.91 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -77770.171875 Penalty: 661.026733 Iteration 8Q: 3 clusters Score -77770.17 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -77808.703125 Penalty: 661.026733 Iteration 9Q: 3 clusters Score -77808.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -77840.843750 Penalty: 661.026733 Iteration 10Q: 3 clusters Score -77840.84 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -77858.835938 Penalty: 661.026733 Iteration 11Q: 3 clusters Score -77858.84 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -77868.859375 Penalty: 661.026733 Iteration 12Q: 3 clusters Score -77868.86 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -77880.203125 Penalty: 661.026733 Iteration 13Q: 3 clusters Score -77880.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -77884.820312 Penalty: 661.026733 Iteration 14Q: 3 clusters Score -77884.82 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -77887.914062 Penalty: 661.026733 Iteration 15Q: 3 clusters Score -77887.91 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -77891.406250 Penalty: 661.026733 Iteration 16Q: 3 clusters Score -77891.41 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -77895.273438 Penalty: 661.026733 Iteration 17Q: 3 clusters Score -77895.27 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -77898.914062 Penalty: 661.026733 Iteration 18Q: 3 clusters Score -77898.91 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -77900.789062 Penalty: 661.026733 Iteration 19Q: 3 clusters Score -77900.79 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -77901.789062 Penalty: 661.026733 Iteration 20F: 3 clusters Score -77901.79 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -77902.406250 Penalty: 661.026733 Iteration 21Q: 3 clusters Score -77902.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -77902.976562 Penalty: 661.026733 Iteration 22Q: 3 clusters Score -77902.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -77903.281250 Penalty: 661.026733 Iteration 23Q: 3 clusters Score -77903.28 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -77903.640625 Penalty: 661.026733 Iteration 24Q: 3 clusters Score -77903.64 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -77903.835938 Penalty: 661.026733 Iteration 25Q: 3 clusters Score -77903.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -77903.812500 Penalty: 661.026733 Iteration 26Q: 3 clusters Score -77903.81 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -77903.812500 Penalty: 661.026733 Iteration 27F: 3 clusters Score -77903.81 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (488 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Entering Unmasked Estep Score: -23982.894531 Penalty: 281.659332 Iteration 0F: 2 clusters Score -23982.89 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -23504.521484 Penalty: 563.318665 Iteration 0F: 3 clusters Score -23504.52 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -23694.697266 Penalty: 563.318665 Iteration 1F: 3 clusters Score -23694.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -23745.619141 Penalty: 563.318665 Iteration 2F: 3 clusters Score -23745.62 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -23764.710938 Penalty: 563.318665 Iteration 3F: 3 clusters Score -23764.71 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -23781.302734 Penalty: 563.318665 Iteration 4Q: 3 clusters Score -23781.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -23796.072266 Penalty: 563.318665 Iteration 5Q: 3 clusters Score -23796.07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -23815.970703 Penalty: 563.318665 Iteration 6Q: 3 clusters Score -23815.97 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -23855.103516 Penalty: 563.318665 Iteration 7F: 3 clusters Score -23855.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -23887.443359 Penalty: 563.318665 Iteration 8F: 3 clusters Score -23887.44 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -23897.714844 Penalty: 563.318665 Iteration 9Q: 3 clusters Score -23897.71 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -23902.294922 Penalty: 563.318665 Iteration 10Q: 3 clusters Score -23902.29 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -23904.677734 Penalty: 563.318665 Iteration 11Q: 3 clusters Score -23904.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -23905.943359 Penalty: 563.318665 Iteration 12Q: 3 clusters Score -23905.94 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -23905.943359 Penalty: 563.318665 Iteration 13F: 3 clusters Score -23905.94 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (183 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Entering Unmasked Estep Score: -7066.707031 Penalty: 237.031616 Iteration 0F: 2 clusters Score -7066.707 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -6825.041504 Penalty: 474.063232 Iteration 0F: 3 clusters Score -6825.042 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -6926.351562 Penalty: 474.063232 Iteration 1F: 3 clusters Score -6926.352 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -6954.389648 Penalty: 474.063232 Iteration 2F: 3 clusters Score -6954.39 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -6965.723633 Penalty: 474.063232 Iteration 3Q: 3 clusters Score -6965.724 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -6978.720703 Penalty: 474.063232 Iteration 4Q: 3 clusters Score -6978.721 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -6990.766113 Penalty: 474.063232 Iteration 5Q: 3 clusters Score -6990.766 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -6998.395996 Penalty: 474.063232 Iteration 6Q: 3 clusters Score -6998.396 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -7001.946777 Penalty: 474.063232 Iteration 7Q: 3 clusters Score -7001.947 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -7004.042969 Penalty: 474.063232 Iteration 8Q: 3 clusters Score -7004.043 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -7007.857910 Penalty: 474.063232 Iteration 9Q: 3 clusters Score -7007.858 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -7022.594238 Penalty: 474.063232 Iteration 10Q: 3 clusters Score -7022.594 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -7032.262207 Penalty: 474.063232 Iteration 11Q: 3 clusters Score -7032.262 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -7046.330078 Penalty: 474.063232 Iteration 12Q: 3 clusters Score -7046.33 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -7078.841309 Penalty: 474.063232 Iteration 13Q: 3 clusters Score -7078.841 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -7133.038574 Penalty: 474.063232 Iteration 14Q: 3 clusters Score -7133.039 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -7179.090332 Penalty: 474.063232 Iteration 15Q: 3 clusters Score -7179.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -7184.011230 Penalty: 474.063232 Iteration 16Q: 3 clusters Score -7184.011 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -7194.160645 Penalty: 474.063232 Iteration 17Q: 3 clusters Score -7194.161 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -7194.160645 Penalty: 474.063232 Iteration 18F: 3 clusters Score -7194.161 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 11712 members Mstep: Class 2 contains 97218 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 488 members Mstep: Class 5 contains 74 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1041 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16397 members Mstep: Class 16 contains 92 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 5413 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1014 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 150 members Mstep: Class 25 contains 54 members Mstep: Class 26 contains 1549 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Mstep: Class 29 contains 141 members Mstep: Class 30 contains 109 members Entering Unmasked Estep Score: -7913823.500000 Penalty: 16220.160156 Splitting cluster 5 changes total score from -7913996.500000 to -7913823.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 6 (70 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Entering Unmasked Estep Score: -3302.553467 Penalty: 193.306534 Iteration 0F: 2 clusters Score -3302.553 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38 members Mstep: Class 2 contains 32 members Entering Unmasked Estep Score: -3188.150391 Penalty: 386.613068 Iteration 0F: 3 clusters Score -3188.15 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 25 members Entering Unmasked Estep Score: -3234.026611 Penalty: 386.613068 Iteration 1F: 3 clusters Score -3234.027 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 22 members Entering Unmasked Estep Score: -3242.587402 Penalty: 386.613068 Iteration 2Q: 3 clusters Score -3242.587 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 21 members Entering Unmasked Estep Score: -3248.717529 Penalty: 386.613068 Iteration 3Q: 3 clusters Score -3248.718 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 21 members Entering Unmasked Estep Score: -3248.717529 Penalty: 386.613068 Iteration 4F: 3 clusters Score -3248.718 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1041 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Entering Unmasked Estep Score: -53840.089844 Penalty: 316.131134 Iteration 0F: 2 clusters Score -53840.09 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -53016.207031 Penalty: 632.262268 Iteration 0F: 3 clusters Score -53016.21 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -53386.726562 Penalty: 632.262268 Iteration 1F: 3 clusters Score -53386.73 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -53508.500000 Penalty: 632.262268 Iteration 2F: 3 clusters Score -53508.5 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -53593.472656 Penalty: 632.262268 Iteration 3F: 3 clusters Score -53593.47 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -53644.292969 Penalty: 632.262268 Iteration 4F: 3 clusters Score -53644.29 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -53666.800781 Penalty: 632.262268 Iteration 5Q: 3 clusters Score -53666.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -53687.222656 Penalty: 632.262268 Iteration 6Q: 3 clusters Score -53687.22 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -53693.167969 Penalty: 632.262268 Iteration 7Q: 3 clusters Score -53693.17 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -53700.058594 Penalty: 632.262268 Iteration 8Q: 3 clusters Score -53700.06 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -53704.687500 Penalty: 632.262268 Iteration 9Q: 3 clusters Score -53704.69 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -53705.730469 Penalty: 632.262268 Iteration 10Q: 3 clusters Score -53705.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -53709.218750 Penalty: 632.262268 Iteration 11Q: 3 clusters Score -53709.22 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -53716.988281 Penalty: 632.262268 Iteration 12Q: 3 clusters Score -53716.99 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -53718.687500 Penalty: 632.262268 Iteration 13Q: 3 clusters Score -53718.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -53719.160156 Penalty: 632.262268 Iteration 14Q: 3 clusters Score -53719.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -53719.390625 Penalty: 632.262268 Iteration 15Q: 3 clusters Score -53719.39 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -53719.390625 Penalty: 632.262268 Iteration 16F: 3 clusters Score -53719.39 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (129 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Entering Unmasked Estep Score: -6832.389160 Penalty: 221.121460 Iteration 0F: 2 clusters Score -6832.389 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -6582.059570 Penalty: 442.242920 Iteration 0F: 3 clusters Score -6582.06 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -6623.370605 Penalty: 442.242920 Iteration 1F: 3 clusters Score -6623.371 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -6634.021484 Penalty: 442.242920 Iteration 2F: 3 clusters Score -6634.021 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -6638.407227 Penalty: 442.242920 Iteration 3Q: 3 clusters Score -6638.407 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 40 members Entering Unmasked Estep Score: -6645.895996 Penalty: 442.242920 Iteration 4Q: 3 clusters Score -6645.896 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -6653.446289 Penalty: 442.242920 Iteration 5Q: 3 clusters Score -6653.446 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 36 members Entering Unmasked Estep Score: -6655.099121 Penalty: 442.242920 Iteration 6Q: 3 clusters Score -6655.099 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 36 members Entering Unmasked Estep Score: -6655.099121 Penalty: 442.242920 Iteration 7F: 3 clusters Score -6655.099 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (171 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Entering Unmasked Estep Score: -8036.289062 Penalty: 233.945694 Iteration 0F: 2 clusters Score -8036.289 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -7782.177734 Penalty: 467.891388 Iteration 0F: 3 clusters Score -7782.178 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -7843.566895 Penalty: 467.891388 Iteration 1F: 3 clusters Score -7843.567 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -7866.995605 Penalty: 467.891388 Iteration 2F: 3 clusters Score -7866.996 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -7888.482910 Penalty: 467.891388 Iteration 3Q: 3 clusters Score -7888.483 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -7898.379395 Penalty: 467.891388 Iteration 4Q: 3 clusters Score -7898.379 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -7903.035156 Penalty: 467.891388 Iteration 5Q: 3 clusters Score -7903.035 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -7908.373047 Penalty: 467.891388 Iteration 6Q: 3 clusters Score -7908.373 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -7908.373047 Penalty: 467.891388 Iteration 7F: 3 clusters Score -7908.373 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (146 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Entering Unmasked Estep Score: -5415.822266 Penalty: 226.754105 Iteration 0F: 2 clusters Score -5415.822 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -5213.833496 Penalty: 453.508209 Iteration 0F: 3 clusters Score -5213.833 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -5609.577637 Penalty: 453.508209 Iteration 1F: 3 clusters Score -5609.578 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -5692.507812 Penalty: 453.508209 Iteration 2F: 3 clusters Score -5692.508 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -5709.064941 Penalty: 453.508209 Iteration 3Q: 3 clusters Score -5709.065 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -5725.591797 Penalty: 453.508209 Iteration 4Q: 3 clusters Score -5725.592 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -5725.591797 Penalty: 453.508209 Iteration 5F: 3 clusters Score -5725.592 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 11712 members Mstep: Class 2 contains 97218 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 488 members Mstep: Class 5 contains 183 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1041 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 96 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16397 members Mstep: Class 16 contains 92 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 5413 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1014 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 150 members Mstep: Class 25 contains 54 members Mstep: Class 26 contains 1549 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Mstep: Class 29 contains 141 members Mstep: Class 30 contains 50 members Entering Unmasked Estep Score: -7913996.000000 Penalty: 16220.160156 Splitting cluster 10 changes total score from -7913996.500000 to -7913996.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 11 (1226 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Entering Unmasked Estep Score: -67286.835938 Penalty: 323.573792 Iteration 0F: 2 clusters Score -67286.84 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -66356.835938 Penalty: 647.147583 Iteration 0F: 3 clusters Score -66356.84 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -66619.898438 Penalty: 647.147583 Iteration 1F: 3 clusters Score -66619.9 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -66659.031250 Penalty: 647.147583 Iteration 2F: 3 clusters Score -66659.03 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -66685.351562 Penalty: 647.147583 Iteration 3Q: 3 clusters Score -66685.35 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -66708.687500 Penalty: 647.147583 Iteration 4Q: 3 clusters Score -66708.69 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -66732.492188 Penalty: 647.147583 Iteration 5Q: 3 clusters Score -66732.49 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -66755.289062 Penalty: 647.147583 Iteration 6Q: 3 clusters Score -66755.29 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -66773.578125 Penalty: 647.147583 Iteration 7Q: 3 clusters Score -66773.58 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -66798.632812 Penalty: 647.147583 Iteration 8Q: 3 clusters Score -66798.63 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -66816.359375 Penalty: 647.147583 Iteration 9Q: 3 clusters Score -66816.36 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -66838.453125 Penalty: 647.147583 Iteration 10Q: 3 clusters Score -66838.45 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -66865.406250 Penalty: 647.147583 Iteration 11Q: 3 clusters Score -66865.41 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -66899.062500 Penalty: 647.147583 Iteration 12Q: 3 clusters Score -66899.06 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -66928.835938 Penalty: 647.147583 Iteration 13Q: 3 clusters Score -66928.84 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -66958.546875 Penalty: 647.147583 Iteration 14Q: 3 clusters Score -66958.55 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -66983.765625 Penalty: 647.147583 Iteration 15Q: 3 clusters Score -66983.77 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -67012.445312 Penalty: 647.147583 Iteration 16Q: 3 clusters Score -67012.45 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -67048.179688 Penalty: 647.147583 Iteration 17Q: 3 clusters Score -67048.18 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -67062.789062 Penalty: 647.147583 Iteration 18Q: 3 clusters Score -67062.79 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -67081.812500 Penalty: 647.147583 Iteration 19Q: 3 clusters Score -67081.81 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -67095.906250 Penalty: 647.147583 Iteration 20F: 3 clusters Score -67095.91 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -67110.343750 Penalty: 647.147583 Iteration 21Q: 3 clusters Score -67110.34 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -67117.210938 Penalty: 647.147583 Iteration 22Q: 3 clusters Score -67117.21 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -67119.500000 Penalty: 647.147583 Iteration 23Q: 3 clusters Score -67119.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -67120.367188 Penalty: 647.147583 Iteration 24Q: 3 clusters Score -67120.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -67120.554688 Penalty: 647.147583 Iteration 25Q: 3 clusters Score -67120.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -67121.359375 Penalty: 647.147583 Iteration 26Q: 3 clusters Score -67121.36 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -67121.492188 Penalty: 647.147583 Iteration 27Q: 3 clusters Score -67121.49 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -67121.492188 Penalty: 647.147583 Iteration 28F: 3 clusters Score -67121.49 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (269 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Entering Unmasked Estep Score: -12984.380859 Penalty: 254.559357 Iteration 0F: 2 clusters Score -12984.38 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 132 members Entering Unmasked Estep Score: -12659.200195 Penalty: 509.118713 Iteration 0F: 3 clusters Score -12659.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -12737.928711 Penalty: 509.118713 Iteration 1F: 3 clusters Score -12737.93 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -12775.168945 Penalty: 509.118713 Iteration 2F: 3 clusters Score -12775.17 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -12795.376953 Penalty: 509.118713 Iteration 3F: 3 clusters Score -12795.38 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -12805.760742 Penalty: 509.118713 Iteration 4Q: 3 clusters Score -12805.76 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -12817.888672 Penalty: 509.118713 Iteration 5Q: 3 clusters Score -12817.89 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -12821.236328 Penalty: 509.118713 Iteration 6Q: 3 clusters Score -12821.24 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -12822.292969 Penalty: 509.118713 Iteration 7Q: 3 clusters Score -12822.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -12822.522461 Penalty: 509.118713 Iteration 8Q: 3 clusters Score -12822.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -12822.522461 Penalty: 509.118713 Iteration 9F: 3 clusters Score -12822.52 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2464 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Entering Unmasked Estep Score: -135067.796875 Penalty: 355.334137 Iteration 0F: 2 clusters Score -135067.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -133322.015625 Penalty: 710.668274 Iteration 0F: 3 clusters Score -133322 nChanged 1091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -134004.828125 Penalty: 710.668274 Iteration 1F: 3 clusters Score -134004.8 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -134180.437500 Penalty: 710.668274 Iteration 2F: 3 clusters Score -134180.4 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -134364.578125 Penalty: 710.668274 Iteration 3F: 3 clusters Score -134364.6 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -134528.015625 Penalty: 710.668274 Iteration 4F: 3 clusters Score -134528 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -134679.546875 Penalty: 710.668274 Iteration 5F: 3 clusters Score -134679.5 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -134762.890625 Penalty: 710.668274 Iteration 6Q: 3 clusters Score -134762.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -134804.265625 Penalty: 710.668274 Iteration 7Q: 3 clusters Score -134804.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -134828.453125 Penalty: 710.668274 Iteration 8Q: 3 clusters Score -134828.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -134846.046875 Penalty: 710.668274 Iteration 9Q: 3 clusters Score -134846 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -134853.703125 Penalty: 710.668274 Iteration 10Q: 3 clusters Score -134853.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -134857.187500 Penalty: 710.668274 Iteration 11Q: 3 clusters Score -134857.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -134859.328125 Penalty: 710.668274 Iteration 12Q: 3 clusters Score -134859.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -134861.218750 Penalty: 710.668274 Iteration 13Q: 3 clusters Score -134861.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -134862.890625 Penalty: 710.668274 Iteration 14Q: 3 clusters Score -134862.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -134865.750000 Penalty: 710.668274 Iteration 15Q: 3 clusters Score -134865.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -134866.921875 Penalty: 710.668274 Iteration 16Q: 3 clusters Score -134866.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -134867.906250 Penalty: 710.668274 Iteration 17Q: 3 clusters Score -134867.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -134870.265625 Penalty: 710.668274 Iteration 18Q: 3 clusters Score -134870.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -134873.593750 Penalty: 710.668274 Iteration 19Q: 3 clusters Score -134873.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -134879.328125 Penalty: 710.668274 Iteration 20F: 3 clusters Score -134879.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -134882.875000 Penalty: 710.668274 Iteration 21Q: 3 clusters Score -134882.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -134884.984375 Penalty: 710.668274 Iteration 22Q: 3 clusters Score -134885 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -134885.828125 Penalty: 710.668274 Iteration 23Q: 3 clusters Score -134885.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -134886.671875 Penalty: 710.668274 Iteration 24Q: 3 clusters Score -134886.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -134887.515625 Penalty: 710.668274 Iteration 25Q: 3 clusters Score -134887.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -134888.578125 Penalty: 710.668274 Iteration 26Q: 3 clusters Score -134888.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -134889.203125 Penalty: 710.668274 Iteration 27Q: 3 clusters Score -134889.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -134889.203125 Penalty: 710.668274 Iteration 28F: 3 clusters Score -134889.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (222 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Entering Unmasked Estep Score: -9720.439453 Penalty: 245.821823 Iteration 0F: 2 clusters Score -9720.439 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -9435.440430 Penalty: 491.643646 Iteration 0F: 3 clusters Score -9435.44 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -9507.457031 Penalty: 491.643646 Iteration 1F: 3 clusters Score -9507.457 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -9529.924805 Penalty: 491.643646 Iteration 2F: 3 clusters Score -9529.925 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -9547.455078 Penalty: 491.643646 Iteration 3F: 3 clusters Score -9547.455 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -9561.082031 Penalty: 491.643646 Iteration 4Q: 3 clusters Score -9561.082 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -9569.307617 Penalty: 491.643646 Iteration 5Q: 3 clusters Score -9569.308 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -9581.056641 Penalty: 491.643646 Iteration 6Q: 3 clusters Score -9581.057 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -9585.442383 Penalty: 491.643646 Iteration 7Q: 3 clusters Score -9585.442 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -9591.280273 Penalty: 491.643646 Iteration 8Q: 3 clusters Score -9591.28 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -9603.833008 Penalty: 491.643646 Iteration 9Q: 3 clusters Score -9603.833 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -9614.481445 Penalty: 491.643646 Iteration 10Q: 3 clusters Score -9614.481 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -9618.621094 Penalty: 491.643646 Iteration 11Q: 3 clusters Score -9618.621 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -9622.091797 Penalty: 491.643646 Iteration 12Q: 3 clusters Score -9622.092 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -9625.284180 Penalty: 491.643646 Iteration 13Q: 3 clusters Score -9625.284 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -9631.126953 Penalty: 491.643646 Iteration 14Q: 3 clusters Score -9631.127 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -9638.995117 Penalty: 491.643646 Iteration 15Q: 3 clusters Score -9638.995 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -9641.386719 Penalty: 491.643646 Iteration 16Q: 3 clusters Score -9641.387 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -9641.386719 Penalty: 491.643646 Iteration 17F: 3 clusters Score -9641.387 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (16397 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16397 members Entering Unmasked Estep Score: -988613.750000 Penalty: 441.570862 Iteration 0F: 2 clusters Score -988613.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8072 members Mstep: Class 2 contains 8325 members Entering Unmasked Estep Score: -977625.312500 Penalty: 883.141724 Iteration 0F: 3 clusters Score -977625.3 nChanged 7696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6752 members Mstep: Class 2 contains 9645 members Entering Unmasked Estep Score: -982229.875000 Penalty: 883.141724 Iteration 1F: 3 clusters Score -982229.9 nChanged 931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5957 members Mstep: Class 2 contains 10440 members Entering Unmasked Estep Score: -982762.437500 Penalty: 883.141724 Iteration 2F: 3 clusters Score -982762.4 nChanged 1154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4847 members Mstep: Class 2 contains 11550 members Entering Unmasked Estep Score: -983602.250000 Penalty: 883.141724 Iteration 3F: 3 clusters Score -983602.2 nChanged 1418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3447 members Mstep: Class 2 contains 12950 members Entering Unmasked Estep Score: -984835.125000 Penalty: 883.141724 Iteration 4F: 3 clusters Score -984835.1 nChanged 1483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 14427 members Entering Unmasked Estep Score: -986296.750000 Penalty: 883.141724 Iteration 5F: 3 clusters Score -986296.8 nChanged 1097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 15524 members Entering Unmasked Estep Score: -987409.500000 Penalty: 883.141724 Iteration 6F: 3 clusters Score -987409.5 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 16079 members Entering Unmasked Estep Score: -987961.312500 Penalty: 883.141724 Iteration 7Q: 3 clusters Score -987961.3 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 16266 members Entering Unmasked Estep Score: -988140.250000 Penalty: 883.141724 Iteration 8Q: 3 clusters Score -988140.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 16312 members Entering Unmasked Estep Score: -988194.687500 Penalty: 883.141724 Iteration 9Q: 3 clusters Score -988194.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 16321 members Entering Unmasked Estep Score: -988215.375000 Penalty: 883.141724 Iteration 10Q: 3 clusters Score -988215.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 16326 members Entering Unmasked Estep Score: -988228.625000 Penalty: 883.141724 Iteration 11Q: 3 clusters Score -988228.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 16322 members Entering Unmasked Estep Score: -988231.500000 Penalty: 883.141724 Iteration 12Q: 3 clusters Score -988231.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 16320 members Entering Unmasked Estep Score: -988231.562500 Penalty: 883.141724 Iteration 13Q: 3 clusters Score -988231.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 16321 members Entering Unmasked Estep Score: -988232.187500 Penalty: 883.141724 Iteration 14Q: 3 clusters Score -988232.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 16321 members Entering Unmasked Estep Score: -988232.187500 Penalty: 883.141724 Iteration 15F: 3 clusters Score -988232.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (92 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Entering Unmasked Estep Score: -4114.712402 Penalty: 205.741379 Iteration 0F: 2 clusters Score -4114.712 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -3898.845459 Penalty: 411.482758 Iteration 0F: 3 clusters Score -3898.845 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -3950.796387 Penalty: 411.482758 Iteration 1F: 3 clusters Score -3950.796 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -3954.622803 Penalty: 411.482758 Iteration 2Q: 3 clusters Score -3954.623 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -3958.790527 Penalty: 411.482758 Iteration 3Q: 3 clusters Score -3958.791 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -3958.790527 Penalty: 411.482758 Iteration 4F: 3 clusters Score -3958.791 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (97 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Entering Unmasked Estep Score: -4584.379395 Penalty: 208.149338 Iteration 0F: 2 clusters Score -4584.379 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -4386.592285 Penalty: 416.298676 Iteration 0F: 3 clusters Score -4386.592 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -4420.535645 Penalty: 416.298676 Iteration 1F: 3 clusters Score -4420.536 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -4429.680664 Penalty: 416.298676 Iteration 2Q: 3 clusters Score -4429.681 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -4431.877441 Penalty: 416.298676 Iteration 3Q: 3 clusters Score -4431.877 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -4434.427734 Penalty: 416.298676 Iteration 4Q: 3 clusters Score -4434.428 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -4435.708984 Penalty: 416.298676 Iteration 5Q: 3 clusters Score -4435.709 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -4435.708984 Penalty: 416.298676 Iteration 6F: 3 clusters Score -4435.709 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (5413 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5413 members Entering Unmasked Estep Score: -328135.750000 Penalty: 391.143402 Iteration 0F: 2 clusters Score -328135.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2714 members Mstep: Class 2 contains 2699 members Entering Unmasked Estep Score: -324480.781250 Penalty: 782.286804 Iteration 0F: 3 clusters Score -324480.8 nChanged 2486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2842 members Mstep: Class 2 contains 2571 members Entering Unmasked Estep Score: -325885.593750 Penalty: 782.286804 Iteration 1F: 3 clusters Score -325885.6 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2856 members Mstep: Class 2 contains 2557 members Entering Unmasked Estep Score: -325992.093750 Penalty: 782.286804 Iteration 2F: 3 clusters Score -325992.1 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2885 members Mstep: Class 2 contains 2528 members Entering Unmasked Estep Score: -326129.062500 Penalty: 782.286804 Iteration 3F: 3 clusters Score -326129.1 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2937 members Mstep: Class 2 contains 2476 members Entering Unmasked Estep Score: -326311.562500 Penalty: 782.286804 Iteration 4F: 3 clusters Score -326311.6 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2994 members Mstep: Class 2 contains 2419 members Entering Unmasked Estep Score: -326516.937500 Penalty: 782.286804 Iteration 5F: 3 clusters Score -326516.9 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3055 members Mstep: Class 2 contains 2358 members Entering Unmasked Estep Score: -326733.500000 Penalty: 782.286804 Iteration 6F: 3 clusters Score -326733.5 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3090 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -326895.281250 Penalty: 782.286804 Iteration 7F: 3 clusters Score -326895.3 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3106 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -326965.625000 Penalty: 782.286804 Iteration 8Q: 3 clusters Score -326965.6 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3131 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -327003.406250 Penalty: 782.286804 Iteration 9Q: 3 clusters Score -327003.4 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3167 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -327028.531250 Penalty: 782.286804 Iteration 10Q: 3 clusters Score -327028.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3207 members Mstep: Class 2 contains 2206 members Entering Unmasked Estep Score: -327047.750000 Penalty: 782.286804 Iteration 11Q: 3 clusters Score -327047.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3253 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -327063.937500 Penalty: 782.286804 Iteration 12Q: 3 clusters Score -327063.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3300 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -327076.968750 Penalty: 782.286804 Iteration 13Q: 3 clusters Score -327077 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3350 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -327090.843750 Penalty: 782.286804 Iteration 14Q: 3 clusters Score -327090.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3400 members Mstep: Class 2 contains 2013 members Entering Unmasked Estep Score: -327104.750000 Penalty: 782.286804 Iteration 15Q: 3 clusters Score -327104.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3459 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -327120.750000 Penalty: 782.286804 Iteration 16Q: 3 clusters Score -327120.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3526 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -327141.937500 Penalty: 782.286804 Iteration 17Q: 3 clusters Score -327141.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3604 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -327169.781250 Penalty: 782.286804 Iteration 18Q: 3 clusters Score -327169.8 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3688 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -327199.562500 Penalty: 782.286804 Iteration 19Q: 3 clusters Score -327199.6 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3770 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -327228.187500 Penalty: 782.286804 Iteration 20F: 3 clusters Score -327228.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3851 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -327253.562500 Penalty: 782.286804 Iteration 21Q: 3 clusters Score -327253.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3915 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -327269.031250 Penalty: 782.286804 Iteration 22Q: 3 clusters Score -327269 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3971 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -327283.437500 Penalty: 782.286804 Iteration 23Q: 3 clusters Score -327283.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4025 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -327297.906250 Penalty: 782.286804 Iteration 24Q: 3 clusters Score -327297.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4072 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -327310.031250 Penalty: 782.286804 Iteration 25Q: 3 clusters Score -327310 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4122 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -327322.937500 Penalty: 782.286804 Iteration 26Q: 3 clusters Score -327322.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4179 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -327340.375000 Penalty: 782.286804 Iteration 27Q: 3 clusters Score -327340.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4236 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -327358.312500 Penalty: 782.286804 Iteration 28Q: 3 clusters Score -327358.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -327375.156250 Penalty: 782.286804 Iteration 29Q: 3 clusters Score -327375.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4341 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -327389.062500 Penalty: 782.286804 Iteration 30Q: 3 clusters Score -327389.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4392 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -327404.781250 Penalty: 782.286804 Iteration 31Q: 3 clusters Score -327404.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4458 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -327427.906250 Penalty: 782.286804 Iteration 32Q: 3 clusters Score -327427.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4518 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -327450.250000 Penalty: 782.286804 Iteration 33Q: 3 clusters Score -327450.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4577 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -327472.468750 Penalty: 782.286804 Iteration 34Q: 3 clusters Score -327472.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4630 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -327498.218750 Penalty: 782.286804 Iteration 35Q: 3 clusters Score -327498.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4696 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -327530.906250 Penalty: 782.286804 Iteration 36Q: 3 clusters Score -327530.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4759 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -327564.812500 Penalty: 782.286804 Iteration 37Q: 3 clusters Score -327564.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4811 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -327591.656250 Penalty: 782.286804 Iteration 38Q: 3 clusters Score -327591.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4856 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -327610.406250 Penalty: 782.286804 Iteration 39Q: 3 clusters Score -327610.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4891 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -327622.062500 Penalty: 782.286804 Iteration 40F: 3 clusters Score -327622.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4923 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -327632.656250 Penalty: 782.286804 Iteration 41Q: 3 clusters Score -327632.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4953 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -327643.531250 Penalty: 782.286804 Iteration 42Q: 3 clusters Score -327643.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4984 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -327656.531250 Penalty: 782.286804 Iteration 43Q: 3 clusters Score -327656.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5013 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -327672.281250 Penalty: 782.286804 Iteration 44Q: 3 clusters Score -327672.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5044 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -327689.750000 Penalty: 782.286804 Iteration 45Q: 3 clusters Score -327689.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5072 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -327708.906250 Penalty: 782.286804 Iteration 46Q: 3 clusters Score -327708.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5103 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -327732.562500 Penalty: 782.286804 Iteration 47Q: 3 clusters Score -327732.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5128 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -327750.968750 Penalty: 782.286804 Iteration 48Q: 3 clusters Score -327751 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5149 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -327766.968750 Penalty: 782.286804 Iteration 49Q: 3 clusters Score -327767 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5175 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -327786.718750 Penalty: 782.286804 Iteration 50Q: 3 clusters Score -327786.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5197 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -327796.281250 Penalty: 782.286804 Iteration 51Q: 3 clusters Score -327796.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5210 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -327803.031250 Penalty: 782.286804 Iteration 52Q: 3 clusters Score -327803 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5221 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -327810.000000 Penalty: 782.286804 Iteration 53Q: 3 clusters Score -327810 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5228 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -327812.468750 Penalty: 782.286804 Iteration 54Q: 3 clusters Score -327812.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5232 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -327815.625000 Penalty: 782.286804 Iteration 55Q: 3 clusters Score -327815.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5237 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -327817.937500 Penalty: 782.286804 Iteration 56Q: 3 clusters Score -327817.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5240 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -327817.781250 Penalty: 782.286804 Iteration 57Q: 3 clusters Score -327817.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5243 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -327820.281250 Penalty: 782.286804 Iteration 58Q: 3 clusters Score -327820.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5243 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -327820.281250 Penalty: 782.286804 Iteration 59F: 3 clusters Score -327820.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (332 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Entering Unmasked Estep Score: -17167.630859 Penalty: 264.133636 Iteration 0F: 2 clusters Score -17167.63 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -16785.343750 Penalty: 528.267273 Iteration 0F: 3 clusters Score -16785.34 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -16934.332031 Penalty: 528.267273 Iteration 1F: 3 clusters Score -16934.33 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -17054.863281 Penalty: 528.267273 Iteration 2F: 3 clusters Score -17054.86 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -17156.232422 Penalty: 528.267273 Iteration 3F: 3 clusters Score -17156.23 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -17194.824219 Penalty: 528.267273 Iteration 4F: 3 clusters Score -17194.82 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -17209.660156 Penalty: 528.267273 Iteration 5Q: 3 clusters Score -17209.66 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -17219.052734 Penalty: 528.267273 Iteration 6Q: 3 clusters Score -17219.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -17229.794922 Penalty: 528.267273 Iteration 7Q: 3 clusters Score -17229.79 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -17232.564453 Penalty: 528.267273 Iteration 8Q: 3 clusters Score -17232.56 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -17232.564453 Penalty: 528.267273 Iteration 9F: 3 clusters Score -17232.56 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 11712 members Mstep: Class 2 contains 97218 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 488 members Mstep: Class 5 contains 183 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1041 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16397 members Mstep: Class 16 contains 92 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 5413 members Mstep: Class 19 contains 75 members Mstep: Class 20 contains 1014 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 150 members Mstep: Class 25 contains 54 members Mstep: Class 26 contains 1549 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Mstep: Class 29 contains 141 members Mstep: Class 30 contains 257 members Entering Unmasked Estep Score: -7913788.000000 Penalty: 16220.160156 Splitting cluster 19 changes total score from -7913996.500000 to -7913788.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 20 (1014 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Entering Unmasked Estep Score: -59508.554688 Penalty: 314.935455 Iteration 0F: 2 clusters Score -59508.55 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -58685.941406 Penalty: 629.870911 Iteration 0F: 3 clusters Score -58685.94 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -58927.312500 Penalty: 629.870911 Iteration 1F: 3 clusters Score -58927.31 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -58997.539062 Penalty: 629.870911 Iteration 2F: 3 clusters Score -58997.54 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -59075.359375 Penalty: 629.870911 Iteration 3F: 3 clusters Score -59075.36 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -59124.875000 Penalty: 629.870911 Iteration 4F: 3 clusters Score -59124.88 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -59170.359375 Penalty: 629.870911 Iteration 5F: 3 clusters Score -59170.36 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -59206.593750 Penalty: 629.870911 Iteration 6Q: 3 clusters Score -59206.59 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -59238.800781 Penalty: 629.870911 Iteration 7Q: 3 clusters Score -59238.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -59256.292969 Penalty: 629.870911 Iteration 8Q: 3 clusters Score -59256.29 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -59263.003906 Penalty: 629.870911 Iteration 9Q: 3 clusters Score -59263 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -59266.832031 Penalty: 629.870911 Iteration 10Q: 3 clusters Score -59266.83 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -59267.781250 Penalty: 629.870911 Iteration 11Q: 3 clusters Score -59267.78 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -59268.894531 Penalty: 629.870911 Iteration 12Q: 3 clusters Score -59268.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -59269.113281 Penalty: 629.870911 Iteration 13Q: 3 clusters Score -59269.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -59269.152344 Penalty: 629.870911 Iteration 14Q: 3 clusters Score -59269.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -59269.152344 Penalty: 629.870911 Iteration 15F: 3 clusters Score -59269.15 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (133 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Entering Unmasked Estep Score: -6511.987793 Penalty: 222.510880 Iteration 0F: 2 clusters Score -6511.988 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -6277.949219 Penalty: 445.021759 Iteration 0F: 3 clusters Score -6277.949 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -6321.558594 Penalty: 445.021759 Iteration 1F: 3 clusters Score -6321.559 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -6331.281250 Penalty: 445.021759 Iteration 2Q: 3 clusters Score -6331.281 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -6335.727051 Penalty: 445.021759 Iteration 3Q: 3 clusters Score -6335.727 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -6338.025879 Penalty: 445.021759 Iteration 4Q: 3 clusters Score -6338.026 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -6342.395020 Penalty: 445.021759 Iteration 5Q: 3 clusters Score -6342.395 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -6346.174805 Penalty: 445.021759 Iteration 6Q: 3 clusters Score -6346.175 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -6346.174805 Penalty: 445.021759 Iteration 7F: 3 clusters Score -6346.175 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (212 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Entering Unmasked Estep Score: -7974.093750 Penalty: 243.724686 Iteration 0F: 2 clusters Score -7974.094 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 102 members Entering Unmasked Estep Score: -7692.386230 Penalty: 487.449371 Iteration 0F: 3 clusters Score -7692.386 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -7798.541016 Penalty: 487.449371 Iteration 1F: 3 clusters Score -7798.541 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -7830.216797 Penalty: 487.449371 Iteration 2F: 3 clusters Score -7830.217 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -7850.354492 Penalty: 487.449371 Iteration 3F: 3 clusters Score -7850.354 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -7862.239258 Penalty: 487.449371 Iteration 4Q: 3 clusters Score -7862.239 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -7881.523926 Penalty: 487.449371 Iteration 5Q: 3 clusters Score -7881.524 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -7890.184082 Penalty: 487.449371 Iteration 6Q: 3 clusters Score -7890.184 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -7893.436523 Penalty: 487.449371 Iteration 7Q: 3 clusters Score -7893.437 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -7893.436523 Penalty: 487.449371 Iteration 8F: 3 clusters Score -7893.437 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (521 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Entering Unmasked Estep Score: -26674.925781 Penalty: 284.636627 Iteration 0F: 2 clusters Score -26674.93 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -26187.841797 Penalty: 569.273254 Iteration 0F: 3 clusters Score -26187.84 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -26332.322266 Penalty: 569.273254 Iteration 1F: 3 clusters Score -26332.32 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -26380.580078 Penalty: 569.273254 Iteration 2F: 3 clusters Score -26380.58 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -26405.363281 Penalty: 569.273254 Iteration 3F: 3 clusters Score -26405.36 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -26421.144531 Penalty: 569.273254 Iteration 4Q: 3 clusters Score -26421.14 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -26433.652344 Penalty: 569.273254 Iteration 5Q: 3 clusters Score -26433.65 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -26445.902344 Penalty: 569.273254 Iteration 6Q: 3 clusters Score -26445.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -26454.710938 Penalty: 569.273254 Iteration 7Q: 3 clusters Score -26454.71 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -26457.880859 Penalty: 569.273254 Iteration 8Q: 3 clusters Score -26457.88 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -26459.109375 Penalty: 569.273254 Iteration 9Q: 3 clusters Score -26459.11 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -26459.109375 Penalty: 569.273254 Iteration 10F: 3 clusters Score -26459.11 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (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: -6874.966309 Penalty: 227.983917 Iteration 0F: 2 clusters Score -6874.966 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -6610.865723 Penalty: 455.967834 Iteration 0F: 3 clusters Score -6610.866 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -6655.096680 Penalty: 455.967834 Iteration 1F: 3 clusters Score -6655.097 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -6676.829590 Penalty: 455.967834 Iteration 2F: 3 clusters Score -6676.83 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -6680.724609 Penalty: 455.967834 Iteration 3Q: 3 clusters Score -6680.725 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -6680.724609 Penalty: 455.967834 Iteration 4F: 3 clusters Score -6680.725 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (54 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Entering Unmasked Estep Score: -2590.580566 Penalty: 181.498779 Iteration 0F: 2 clusters Score -2590.581 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27 members Mstep: Class 2 contains 27 members Entering Unmasked Estep Score: -2440.601074 Penalty: 362.997559 Iteration 0F: 3 clusters Score -2440.601 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28 members Mstep: Class 2 contains 26 members Entering Unmasked Estep Score: -2459.253418 Penalty: 362.997559 Iteration 1F: 3 clusters Score -2459.253 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (1549 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Entering Unmasked Estep Score: -94221.171875 Penalty: 334.214111 Iteration 0F: 2 clusters Score -94221.17 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -93050.820312 Penalty: 668.428223 Iteration 0F: 3 clusters Score -93050.82 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -93468.609375 Penalty: 668.428223 Iteration 1F: 3 clusters Score -93468.61 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -93574.859375 Penalty: 668.428223 Iteration 2F: 3 clusters Score -93574.86 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -93657.929688 Penalty: 668.428223 Iteration 3F: 3 clusters Score -93657.93 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -93727.781250 Penalty: 668.428223 Iteration 4F: 3 clusters Score -93727.78 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -93781.164062 Penalty: 668.428223 Iteration 5Q: 3 clusters Score -93781.16 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -93808.007812 Penalty: 668.428223 Iteration 6Q: 3 clusters Score -93808.01 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -93818.750000 Penalty: 668.428223 Iteration 7Q: 3 clusters Score -93818.75 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -93825.281250 Penalty: 668.428223 Iteration 8Q: 3 clusters Score -93825.28 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -93829.328125 Penalty: 668.428223 Iteration 9Q: 3 clusters Score -93829.33 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -93831.914062 Penalty: 668.428223 Iteration 10Q: 3 clusters Score -93831.91 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -93833.664062 Penalty: 668.428223 Iteration 11Q: 3 clusters Score -93833.66 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -93835.898438 Penalty: 668.428223 Iteration 12Q: 3 clusters Score -93835.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -93837.437500 Penalty: 668.428223 Iteration 13Q: 3 clusters Score -93837.44 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -93838.085938 Penalty: 668.428223 Iteration 14Q: 3 clusters Score -93838.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -93838.804688 Penalty: 668.428223 Iteration 15Q: 3 clusters Score -93838.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -93839.773438 Penalty: 668.428223 Iteration 16Q: 3 clusters Score -93839.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -93839.914062 Penalty: 668.428223 Iteration 17Q: 3 clusters Score -93839.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -93840.007812 Penalty: 668.428223 Iteration 18Q: 3 clusters Score -93840.01 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -93840.328125 Penalty: 668.428223 Iteration 19Q: 3 clusters Score -93840.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -93840.679688 Penalty: 668.428223 Iteration 20F: 3 clusters Score -93840.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -93841.218750 Penalty: 668.428223 Iteration 21Q: 3 clusters Score -93841.22 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -93841.546875 Penalty: 668.428223 Iteration 22Q: 3 clusters Score -93841.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -93841.468750 Penalty: 668.428223 Iteration 23Q: 3 clusters Score -93841.47 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -93841.468750 Penalty: 668.428223 Iteration 24F: 3 clusters Score -93841.47 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (379 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Entering Unmasked Estep Score: -19609.994141 Penalty: 270.157898 Iteration 0F: 2 clusters Score -19609.99 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -19212.576172 Penalty: 540.315796 Iteration 0F: 3 clusters Score -19212.58 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -19336.957031 Penalty: 540.315796 Iteration 1F: 3 clusters Score -19336.96 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -19362.757812 Penalty: 540.315796 Iteration 2F: 3 clusters Score -19362.76 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -19377.255859 Penalty: 540.315796 Iteration 3Q: 3 clusters Score -19377.26 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -19385.824219 Penalty: 540.315796 Iteration 4Q: 3 clusters Score -19385.82 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -19390.636719 Penalty: 540.315796 Iteration 5Q: 3 clusters Score -19390.64 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -19392.451172 Penalty: 540.315796 Iteration 6Q: 3 clusters Score -19392.45 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -19402.621094 Penalty: 540.315796 Iteration 7Q: 3 clusters Score -19402.62 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -19407.824219 Penalty: 540.315796 Iteration 8Q: 3 clusters Score -19407.82 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -19412.708984 Penalty: 540.315796 Iteration 9Q: 3 clusters Score -19412.71 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -19419.328125 Penalty: 540.315796 Iteration 10Q: 3 clusters Score -19419.33 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -19428.695312 Penalty: 540.315796 Iteration 11Q: 3 clusters Score -19428.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -19437.787109 Penalty: 540.315796 Iteration 12Q: 3 clusters Score -19437.79 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -19447.166016 Penalty: 540.315796 Iteration 13Q: 3 clusters Score -19447.17 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -19454.732422 Penalty: 540.315796 Iteration 14Q: 3 clusters Score -19454.73 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -19461.679688 Penalty: 540.315796 Iteration 15Q: 3 clusters Score -19461.68 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -19471.279297 Penalty: 540.315796 Iteration 16Q: 3 clusters Score -19471.28 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -19475.572266 Penalty: 540.315796 Iteration 17Q: 3 clusters Score -19475.57 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -19477.457031 Penalty: 540.315796 Iteration 18Q: 3 clusters Score -19477.46 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -19483.324219 Penalty: 540.315796 Iteration 19Q: 3 clusters Score -19483.32 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -19488.494141 Penalty: 540.315796 Iteration 20F: 3 clusters Score -19488.49 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -19493.576172 Penalty: 540.315796 Iteration 21Q: 3 clusters Score -19493.58 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -19495.765625 Penalty: 540.315796 Iteration 22Q: 3 clusters Score -19495.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -19496.970703 Penalty: 540.315796 Iteration 23Q: 3 clusters Score -19496.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -19496.970703 Penalty: 540.315796 Iteration 24F: 3 clusters Score -19496.97 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (360 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Entering Unmasked Estep Score: -15458.997070 Penalty: 267.817749 Iteration 0F: 2 clusters Score -15459 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -15076.522461 Penalty: 535.635498 Iteration 0F: 3 clusters Score -15076.52 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -15215.913086 Penalty: 535.635498 Iteration 1F: 3 clusters Score -15215.91 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -15273.052734 Penalty: 535.635498 Iteration 2F: 3 clusters Score -15273.05 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -15311.212891 Penalty: 535.635498 Iteration 3F: 3 clusters Score -15311.21 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -15350.504883 Penalty: 535.635498 Iteration 4F: 3 clusters Score -15350.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -15393.349609 Penalty: 535.635498 Iteration 5F: 3 clusters Score -15393.35 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -15425.607422 Penalty: 535.635498 Iteration 6Q: 3 clusters Score -15425.61 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -15442.689453 Penalty: 535.635498 Iteration 7Q: 3 clusters Score -15442.69 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -15448.610352 Penalty: 535.635498 Iteration 8Q: 3 clusters Score -15448.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -15448.610352 Penalty: 535.635498 Iteration 9F: 3 clusters Score -15448.61 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (141 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Entering Unmasked Estep Score: -7048.081543 Penalty: 225.168579 Iteration 0F: 2 clusters Score -7048.082 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -6802.191406 Penalty: 450.337158 Iteration 0F: 3 clusters Score -6802.191 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -6848.067383 Penalty: 450.337158 Iteration 1F: 3 clusters Score -6848.067 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -6851.044922 Penalty: 450.337158 Iteration 2Q: 3 clusters Score -6851.045 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -6853.915039 Penalty: 450.337158 Iteration 3Q: 3 clusters Score -6853.915 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -6863.455078 Penalty: 450.337158 Iteration 4Q: 3 clusters Score -6863.455 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -6865.242188 Penalty: 450.337158 Iteration 5Q: 3 clusters Score -6865.242 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -6866.569824 Penalty: 450.337158 Iteration 6Q: 3 clusters Score -6866.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -6867.354004 Penalty: 450.337158 Iteration 7Q: 3 clusters Score -6867.354 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -6867.354004 Penalty: 450.337158 Iteration 8F: 3 clusters Score -6867.354 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 11712 members Mstep: Class 2 contains 97218 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 488 members Mstep: Class 5 contains 183 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1041 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16397 members Mstep: Class 16 contains 92 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 5413 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1014 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 150 members Mstep: Class 25 contains 54 members Mstep: Class 26 contains 1549 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Mstep: Class 29 contains 141 members Entering Unmasked Estep ConsiderDeletion Score: -7913999.000000 Penalty: 15679.488281 Iteration 199Q: 30 clusters Score -7913999 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 11706 members Mstep: Class 2 contains 97218 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 488 members Mstep: Class 5 contains 183 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1041 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16398 members Mstep: Class 16 contains 92 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 5418 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1014 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 150 members Mstep: Class 25 contains 54 members Mstep: Class 26 contains 1549 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Mstep: Class 29 contains 141 members Entering Unmasked Estep ConsiderDeletion Score: -7913997.500000 Penalty: 15679.488281 Iteration 200F: 30 clusters Score -7913998 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 11702 members Mstep: Class 2 contains 97213 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 488 members Mstep: Class 5 contains 183 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1041 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16400 members Mstep: Class 16 contains 92 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 5425 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1014 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 150 members Mstep: Class 25 contains 54 members Mstep: Class 26 contains 1549 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Mstep: Class 29 contains 141 members Entering Unmasked Estep ConsiderDeletion Score: -7913992.500000 Penalty: 15679.488281 Iteration 201Q: 30 clusters Score -7913992 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 11702 members Mstep: Class 2 contains 97204 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 488 members Mstep: Class 5 contains 183 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1041 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16401 members Mstep: Class 16 contains 92 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 5433 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1014 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 150 members Mstep: Class 25 contains 54 members Mstep: Class 26 contains 1549 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Mstep: Class 29 contains 141 members Entering Unmasked Estep ConsiderDeletion Score: -7913997.000000 Penalty: 15679.488281 Iteration 202Q: 30 clusters Score -7913997 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 11701 members Mstep: Class 2 contains 97194 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 488 members Mstep: Class 5 contains 183 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1041 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16404 members Mstep: Class 16 contains 92 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 5441 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1014 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 150 members Mstep: Class 25 contains 54 members Mstep: Class 26 contains 1549 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Mstep: Class 29 contains 141 members Entering Unmasked Estep ConsiderDeletion Score: -7914004.000000 Penalty: 15679.488281 Iteration 203Q: 30 clusters Score -7914004 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 11700 members Mstep: Class 2 contains 97183 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 488 members Mstep: Class 5 contains 183 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1041 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16406 members Mstep: Class 16 contains 92 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 5451 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1014 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 150 members Mstep: Class 25 contains 54 members Mstep: Class 26 contains 1549 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Mstep: Class 29 contains 141 members Entering Unmasked Estep ConsiderDeletion Score: -7914000.000000 Penalty: 15679.488281 Iteration 204Q: 30 clusters Score -7914000 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 11700 members Mstep: Class 2 contains 97173 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 488 members Mstep: Class 5 contains 183 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1041 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16407 members Mstep: Class 16 contains 92 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 5460 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1014 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 150 members Mstep: Class 25 contains 54 members Mstep: Class 26 contains 1549 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Mstep: Class 29 contains 141 members Entering Unmasked Estep ConsiderDeletion Score: -7913995.500000 Penalty: 15679.488281 Iteration 205Q: 30 clusters Score -7913996 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 11700 members Mstep: Class 2 contains 97164 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 488 members Mstep: Class 5 contains 183 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1041 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16408 members Mstep: Class 16 contains 92 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 5468 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1014 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 150 members Mstep: Class 25 contains 54 members Mstep: Class 26 contains 1549 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Mstep: Class 29 contains 141 members Entering Unmasked Estep ConsiderDeletion Score: -7913991.000000 Penalty: 15679.488281 Iteration 206Q: 30 clusters Score -7913991 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 11700 members Mstep: Class 2 contains 97158 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 488 members Mstep: Class 5 contains 183 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1041 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16407 members Mstep: Class 16 contains 92 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 5475 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1014 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 150 members Mstep: Class 25 contains 54 members Mstep: Class 26 contains 1549 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Mstep: Class 29 contains 141 members Entering Unmasked Estep ConsiderDeletion Score: -7913990.500000 Penalty: 15679.488281 Iteration 207Q: 30 clusters Score -7913990 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 11699 members Mstep: Class 2 contains 97154 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 488 members Mstep: Class 5 contains 183 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1041 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16408 members Mstep: Class 16 contains 92 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 5479 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1014 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 150 members Mstep: Class 25 contains 54 members Mstep: Class 26 contains 1549 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Mstep: Class 29 contains 141 members Entering Unmasked Estep ConsiderDeletion Score: -7913991.500000 Penalty: 15679.488281 Iteration 208Q: 30 clusters Score -7913992 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 11699 members Mstep: Class 2 contains 97153 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 488 members Mstep: Class 5 contains 183 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1041 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16407 members Mstep: Class 16 contains 92 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 5481 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1014 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 150 members Mstep: Class 25 contains 54 members Mstep: Class 26 contains 1549 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Mstep: Class 29 contains 141 members Entering Unmasked Estep ConsiderDeletion Score: -7913996.500000 Penalty: 15679.488281 Iteration 209Q: 30 clusters Score -7913996 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 11699 members Mstep: Class 2 contains 97153 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 488 members Mstep: Class 5 contains 183 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1041 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16407 members Mstep: Class 16 contains 92 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 5481 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1014 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 150 members Mstep: Class 25 contains 54 members Mstep: Class 26 contains 1549 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Mstep: Class 29 contains 141 members Entering Unmasked Estep ConsiderDeletion Score: -7913996.500000 Penalty: 15679.488281 Iteration 210F: 30 clusters Score -7913996 nChanged 0 Entering ConstructFrom: Score: -7913996.500000 Penalty: 15679.488281 Entering ConstructFrom: Trying to split cluster 1 (11699 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11699 members Entering Unmasked Estep Score: -631237.375000 Penalty: 426.210297 Iteration 0F: 2 clusters Score -631237.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5855 members Mstep: Class 2 contains 5844 members Entering Unmasked Estep Score: -623489.375000 Penalty: 852.420593 Iteration 0F: 3 clusters Score -623489.4 nChanged 5455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6106 members Mstep: Class 2 contains 5593 members Entering Unmasked Estep Score: -626674.187500 Penalty: 852.420593 Iteration 1F: 3 clusters Score -626674.2 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6279 members Mstep: Class 2 contains 5420 members Entering Unmasked Estep Score: -626995.000000 Penalty: 852.420593 Iteration 2F: 3 clusters Score -626995 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6488 members Mstep: Class 2 contains 5211 members Entering Unmasked Estep Score: -627318.875000 Penalty: 852.420593 Iteration 3F: 3 clusters Score -627318.9 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6766 members Mstep: Class 2 contains 4933 members Entering Unmasked Estep Score: -627697.625000 Penalty: 852.420593 Iteration 4F: 3 clusters Score -627697.6 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7055 members Mstep: Class 2 contains 4644 members Entering Unmasked Estep Score: -628182.875000 Penalty: 852.420593 Iteration 5F: 3 clusters Score -628182.9 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7279 members Mstep: Class 2 contains 4420 members Entering Unmasked Estep Score: -628648.812500 Penalty: 852.420593 Iteration 6F: 3 clusters Score -628648.8 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7456 members Mstep: Class 2 contains 4243 members Entering Unmasked Estep Score: -628942.375000 Penalty: 852.420593 Iteration 7Q: 3 clusters Score -628942.4 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7622 members Mstep: Class 2 contains 4077 members Entering Unmasked Estep Score: -629098.562500 Penalty: 852.420593 Iteration 8Q: 3 clusters Score -629098.6 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7785 members Mstep: Class 2 contains 3914 members Entering Unmasked Estep Score: -629168.687500 Penalty: 852.420593 Iteration 9Q: 3 clusters Score -629168.7 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7935 members Mstep: Class 2 contains 3764 members Entering Unmasked Estep Score: -629210.250000 Penalty: 852.420593 Iteration 10Q: 3 clusters Score -629210.2 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8085 members Mstep: Class 2 contains 3614 members Entering Unmasked Estep Score: -629248.312500 Penalty: 852.420593 Iteration 11Q: 3 clusters Score -629248.3 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8231 members Mstep: Class 2 contains 3468 members Entering Unmasked Estep Score: -629281.437500 Penalty: 852.420593 Iteration 12Q: 3 clusters Score -629281.4 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8384 members Mstep: Class 2 contains 3315 members Entering Unmasked Estep Score: -629325.875000 Penalty: 852.420593 Iteration 13Q: 3 clusters Score -629325.9 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8554 members Mstep: Class 2 contains 3145 members Entering Unmasked Estep Score: -629382.687500 Penalty: 852.420593 Iteration 14Q: 3 clusters Score -629382.7 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8745 members Mstep: Class 2 contains 2954 members Entering Unmasked Estep Score: -629449.812500 Penalty: 852.420593 Iteration 15Q: 3 clusters Score -629449.8 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8950 members Mstep: Class 2 contains 2749 members Entering Unmasked Estep Score: -629527.375000 Penalty: 852.420593 Iteration 16Q: 3 clusters Score -629527.4 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9147 members Mstep: Class 2 contains 2552 members Entering Unmasked Estep Score: -629611.812500 Penalty: 852.420593 Iteration 17Q: 3 clusters Score -629611.8 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9362 members Mstep: Class 2 contains 2337 members Entering Unmasked Estep Score: -629705.875000 Penalty: 852.420593 Iteration 18Q: 3 clusters Score -629705.9 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9578 members Mstep: Class 2 contains 2121 members Entering Unmasked Estep Score: -629809.750000 Penalty: 852.420593 Iteration 19Q: 3 clusters Score -629809.8 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9802 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -629922.562500 Penalty: 852.420593 Iteration 20F: 3 clusters Score -629922.6 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10018 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -630037.000000 Penalty: 852.420593 Iteration 21Q: 3 clusters Score -630037 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10231 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -630161.250000 Penalty: 852.420593 Iteration 22Q: 3 clusters Score -630161.2 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10418 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -630288.250000 Penalty: 852.420593 Iteration 23Q: 3 clusters Score -630288.2 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10604 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -630409.937500 Penalty: 852.420593 Iteration 24Q: 3 clusters Score -630409.9 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10756 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -630498.312500 Penalty: 852.420593 Iteration 25Q: 3 clusters Score -630498.3 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10892 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -630576.562500 Penalty: 852.420593 Iteration 26Q: 3 clusters Score -630576.6 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11022 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -630650.437500 Penalty: 852.420593 Iteration 27Q: 3 clusters Score -630650.4 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11114 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -630693.875000 Penalty: 852.420593 Iteration 28Q: 3 clusters Score -630693.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11183 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -630720.250000 Penalty: 852.420593 Iteration 29Q: 3 clusters Score -630720.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11238 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -630738.437500 Penalty: 852.420593 Iteration 30Q: 3 clusters Score -630738.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11289 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -630762.562500 Penalty: 852.420593 Iteration 31Q: 3 clusters Score -630762.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11336 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -630785.500000 Penalty: 852.420593 Iteration 32Q: 3 clusters Score -630785.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11377 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -630807.437500 Penalty: 852.420593 Iteration 33Q: 3 clusters Score -630807.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11412 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -630822.500000 Penalty: 852.420593 Iteration 34Q: 3 clusters Score -630822.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11450 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -630839.687500 Penalty: 852.420593 Iteration 35Q: 3 clusters Score -630839.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11486 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -630856.437500 Penalty: 852.420593 Iteration 36Q: 3 clusters Score -630856.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11510 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -630867.750000 Penalty: 852.420593 Iteration 37Q: 3 clusters Score -630867.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11526 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -630877.625000 Penalty: 852.420593 Iteration 38Q: 3 clusters Score -630877.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11543 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -630890.625000 Penalty: 852.420593 Iteration 39Q: 3 clusters Score -630890.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11559 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -630897.625000 Penalty: 852.420593 Iteration 40F: 3 clusters Score -630897.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11565 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -630900.875000 Penalty: 852.420593 Iteration 41Q: 3 clusters Score -630900.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11568 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -630902.375000 Penalty: 852.420593 Iteration 42Q: 3 clusters Score -630902.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11575 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -630907.437500 Penalty: 852.420593 Iteration 43Q: 3 clusters Score -630907.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11585 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -630913.687500 Penalty: 852.420593 Iteration 44Q: 3 clusters Score -630913.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11592 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -630917.750000 Penalty: 852.420593 Iteration 45Q: 3 clusters Score -630917.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11594 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -630918.062500 Penalty: 852.420593 Iteration 46Q: 3 clusters Score -630918.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11596 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -630917.875000 Penalty: 852.420593 Iteration 47Q: 3 clusters Score -630917.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11595 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -630919.250000 Penalty: 852.420593 Iteration 48Q: 3 clusters Score -630919.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11596 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -630919.375000 Penalty: 852.420593 Iteration 49Q: 3 clusters Score -630919.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11598 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -630920.375000 Penalty: 852.420593 Iteration 50Q: 3 clusters Score -630920.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11598 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -630920.375000 Penalty: 852.420593 Iteration 51F: 3 clusters Score -630920.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (97153 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97153 members Entering Unmasked Estep Score: -5477969.500000 Penalty: 522.523926 Iteration 0F: 2 clusters Score -5477970 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48829 members Mstep: Class 2 contains 48324 members Entering Unmasked Estep Score: -5412151.500000 Penalty: 1045.047852 Iteration 0F: 3 clusters Score -5412152 nChanged 47466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56323 members Mstep: Class 2 contains 40830 members Entering Unmasked Estep Score: -5442329.000000 Penalty: 1045.047852 Iteration 1F: 3 clusters Score -5442329 nChanged 5305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60678 members Mstep: Class 2 contains 36475 members Entering Unmasked Estep Score: -5445335.000000 Penalty: 1045.047852 Iteration 2F: 3 clusters Score -5445335 nChanged 6565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66553 members Mstep: Class 2 contains 30600 members Entering Unmasked Estep Score: -5449980.500000 Penalty: 1045.047852 Iteration 3F: 3 clusters Score -5449980 nChanged 7486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73507 members Mstep: Class 2 contains 23646 members Entering Unmasked Estep Score: -5456249.500000 Penalty: 1045.047852 Iteration 4F: 3 clusters Score -5456250 nChanged 7120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80323 members Mstep: Class 2 contains 16830 members Entering Unmasked Estep Score: -5462721.000000 Penalty: 1045.047852 Iteration 5F: 3 clusters Score -5462721 nChanged 5768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85961 members Mstep: Class 2 contains 11192 members Entering Unmasked Estep Score: -5467954.000000 Penalty: 1045.047852 Iteration 6F: 3 clusters Score -5467954 nChanged 4080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90007 members Mstep: Class 2 contains 7146 members Entering Unmasked Estep Score: -5471544.500000 Penalty: 1045.047852 Iteration 7Q: 3 clusters Score -5471544 nChanged 2779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92762 members Mstep: Class 2 contains 4391 members Entering Unmasked Estep Score: -5473853.000000 Penalty: 1045.047852 Iteration 8Q: 3 clusters Score -5473853 nChanged 1904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94666 members Mstep: Class 2 contains 2487 members Entering Unmasked Estep Score: -5475459.000000 Penalty: 1045.047852 Iteration 9Q: 3 clusters Score -5475459 nChanged 1173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95839 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -5476450.500000 Penalty: 1045.047852 Iteration 10Q: 3 clusters Score -5476450 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96501 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -5476965.000000 Penalty: 1045.047852 Iteration 11Q: 3 clusters Score -5476965 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96817 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -5477233.500000 Penalty: 1045.047852 Iteration 12Q: 3 clusters Score -5477234 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96967 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -5477384.500000 Penalty: 1045.047852 Iteration 13Q: 3 clusters Score -5477384 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97041 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -5477451.000000 Penalty: 1045.047852 Iteration 14Q: 3 clusters Score -5477451 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97068 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -5477482.500000 Penalty: 1045.047852 Iteration 15Q: 3 clusters Score -5477482 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97080 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -5477507.500000 Penalty: 1045.047852 Iteration 16Q: 3 clusters Score -5477508 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97083 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -5477515.500000 Penalty: 1045.047852 Iteration 17Q: 3 clusters Score -5477516 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97082 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -5477512.500000 Penalty: 1045.047852 Iteration 18Q: 3 clusters Score -5477512 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97082 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -5477512.500000 Penalty: 1045.047852 Iteration 19F: 3 clusters Score -5477512 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1428 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Entering Unmasked Estep Score: -78298.296875 Penalty: 330.513367 Iteration 0F: 2 clusters Score -78298.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -77220.359375 Penalty: 661.026733 Iteration 0F: 3 clusters Score -77220.36 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -77504.257812 Penalty: 661.026733 Iteration 1F: 3 clusters Score -77504.26 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -77543.617188 Penalty: 661.026733 Iteration 2F: 3 clusters Score -77543.62 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -77574.585938 Penalty: 661.026733 Iteration 3Q: 3 clusters Score -77574.59 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -77596.601562 Penalty: 661.026733 Iteration 4Q: 3 clusters Score -77596.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -77614.882812 Penalty: 661.026733 Iteration 5Q: 3 clusters Score -77614.88 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -77626.984375 Penalty: 661.026733 Iteration 6Q: 3 clusters Score -77626.98 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -77638.296875 Penalty: 661.026733 Iteration 7Q: 3 clusters Score -77638.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -77648.968750 Penalty: 661.026733 Iteration 8Q: 3 clusters Score -77648.97 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -77655.835938 Penalty: 661.026733 Iteration 9Q: 3 clusters Score -77655.84 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -77661.773438 Penalty: 661.026733 Iteration 10Q: 3 clusters Score -77661.77 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -77670.734375 Penalty: 661.026733 Iteration 11Q: 3 clusters Score -77670.73 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -77681.132812 Penalty: 661.026733 Iteration 12Q: 3 clusters Score -77681.13 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -77692.039062 Penalty: 661.026733 Iteration 13Q: 3 clusters Score -77692.04 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -77707.390625 Penalty: 661.026733 Iteration 14Q: 3 clusters Score -77707.39 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -77722.882812 Penalty: 661.026733 Iteration 15Q: 3 clusters Score -77722.88 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -77737.289062 Penalty: 661.026733 Iteration 16Q: 3 clusters Score -77737.29 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -77749.171875 Penalty: 661.026733 Iteration 17Q: 3 clusters Score -77749.17 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -77758.015625 Penalty: 661.026733 Iteration 18Q: 3 clusters Score -77758.02 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -77765.343750 Penalty: 661.026733 Iteration 19Q: 3 clusters Score -77765.34 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -77781.484375 Penalty: 661.026733 Iteration 20F: 3 clusters Score -77781.48 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -77798.109375 Penalty: 661.026733 Iteration 21Q: 3 clusters Score -77798.11 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -77810.296875 Penalty: 661.026733 Iteration 22Q: 3 clusters Score -77810.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -77823.992188 Penalty: 661.026733 Iteration 23Q: 3 clusters Score -77823.99 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -77837.648438 Penalty: 661.026733 Iteration 24Q: 3 clusters Score -77837.65 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -77847.148438 Penalty: 661.026733 Iteration 25Q: 3 clusters Score -77847.15 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -77855.093750 Penalty: 661.026733 Iteration 26Q: 3 clusters Score -77855.09 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -77863.156250 Penalty: 661.026733 Iteration 27Q: 3 clusters Score -77863.16 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -77871.812500 Penalty: 661.026733 Iteration 28Q: 3 clusters Score -77871.81 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -77880.906250 Penalty: 661.026733 Iteration 29Q: 3 clusters Score -77880.91 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -77891.187500 Penalty: 661.026733 Iteration 30Q: 3 clusters Score -77891.19 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -77901.804688 Penalty: 661.026733 Iteration 31Q: 3 clusters Score -77901.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -77910.937500 Penalty: 661.026733 Iteration 32Q: 3 clusters Score -77910.94 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -77916.867188 Penalty: 661.026733 Iteration 33Q: 3 clusters Score -77916.87 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -77919.421875 Penalty: 661.026733 Iteration 34Q: 3 clusters Score -77919.42 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -77919.765625 Penalty: 661.026733 Iteration 35Q: 3 clusters Score -77919.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -77920.093750 Penalty: 661.026733 Iteration 36Q: 3 clusters Score -77920.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -77920.289062 Penalty: 661.026733 Iteration 37Q: 3 clusters Score -77920.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -77920.765625 Penalty: 661.026733 Iteration 38Q: 3 clusters Score -77920.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -77922.500000 Penalty: 661.026733 Iteration 39Q: 3 clusters Score -77922.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -77922.789062 Penalty: 661.026733 Iteration 40F: 3 clusters Score -77922.79 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -77923.828125 Penalty: 661.026733 Iteration 41Q: 3 clusters Score -77923.83 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -77925.312500 Penalty: 661.026733 Iteration 42Q: 3 clusters Score -77925.31 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -77926.476562 Penalty: 661.026733 Iteration 43Q: 3 clusters Score -77926.48 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -77927.757812 Penalty: 661.026733 Iteration 44Q: 3 clusters Score -77927.76 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -77929.968750 Penalty: 661.026733 Iteration 45Q: 3 clusters Score -77929.97 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -77933.171875 Penalty: 661.026733 Iteration 46Q: 3 clusters Score -77933.17 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -77936.250000 Penalty: 661.026733 Iteration 47Q: 3 clusters Score -77936.25 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -77940.148438 Penalty: 661.026733 Iteration 48Q: 3 clusters Score -77940.15 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -77942.414062 Penalty: 661.026733 Iteration 49Q: 3 clusters Score -77942.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -77943.460938 Penalty: 661.026733 Iteration 50Q: 3 clusters Score -77943.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -77943.484375 Penalty: 661.026733 Iteration 51Q: 3 clusters Score -77943.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -77943.484375 Penalty: 661.026733 Iteration 52F: 3 clusters Score -77943.48 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (488 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Entering Unmasked Estep Score: -23982.894531 Penalty: 281.659332 Iteration 0F: 2 clusters Score -23982.89 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 247 members Entering Unmasked Estep Score: -23551.554688 Penalty: 563.318665 Iteration 0F: 3 clusters Score -23551.55 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -23745.283203 Penalty: 563.318665 Iteration 1F: 3 clusters Score -23745.28 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -23833.982422 Penalty: 563.318665 Iteration 2F: 3 clusters Score -23833.98 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -23875.441406 Penalty: 563.318665 Iteration 3F: 3 clusters Score -23875.44 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -23889.242188 Penalty: 563.318665 Iteration 4Q: 3 clusters Score -23889.24 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -23892.304688 Penalty: 563.318665 Iteration 5Q: 3 clusters Score -23892.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -23893.691406 Penalty: 563.318665 Iteration 6Q: 3 clusters Score -23893.69 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -23894.447266 Penalty: 563.318665 Iteration 7Q: 3 clusters Score -23894.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -23895.707031 Penalty: 563.318665 Iteration 8Q: 3 clusters Score -23895.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -23897.230469 Penalty: 563.318665 Iteration 9Q: 3 clusters Score -23897.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -23897.849609 Penalty: 563.318665 Iteration 10Q: 3 clusters Score -23897.85 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -23897.968750 Penalty: 563.318665 Iteration 11Q: 3 clusters Score -23897.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -23897.968750 Penalty: 563.318665 Iteration 12F: 3 clusters Score -23897.97 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (183 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Entering Unmasked Estep Score: -7066.707031 Penalty: 237.031616 Iteration 0F: 2 clusters Score -7066.707 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -6836.699219 Penalty: 474.063232 Iteration 0F: 3 clusters Score -6836.699 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -6951.358887 Penalty: 474.063232 Iteration 1F: 3 clusters Score -6951.359 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -6983.633789 Penalty: 474.063232 Iteration 2F: 3 clusters Score -6983.634 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -6992.727051 Penalty: 474.063232 Iteration 3Q: 3 clusters Score -6992.727 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -7003.147949 Penalty: 474.063232 Iteration 4Q: 3 clusters Score -7003.148 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -7012.825684 Penalty: 474.063232 Iteration 5Q: 3 clusters Score -7012.826 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -7012.825684 Penalty: 474.063232 Iteration 6F: 3 clusters Score -7012.826 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (70 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Entering Unmasked Estep Score: -3302.553467 Penalty: 193.306534 Iteration 0F: 2 clusters Score -3302.553 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -3171.885498 Penalty: 386.613068 Iteration 0F: 3 clusters Score -3171.885 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 30 members Entering Unmasked Estep Score: -3215.814453 Penalty: 386.613068 Iteration 1F: 3 clusters Score -3215.814 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41 members Mstep: Class 2 contains 29 members Entering Unmasked Estep Score: -3220.591309 Penalty: 386.613068 Iteration 2Q: 3 clusters Score -3220.591 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41 members Mstep: Class 2 contains 29 members Entering Unmasked Estep Score: -3220.591309 Penalty: 386.613068 Iteration 3F: 3 clusters Score -3220.591 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1041 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Entering Unmasked Estep Score: -53840.089844 Penalty: 316.131134 Iteration 0F: 2 clusters Score -53840.09 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -53013.859375 Penalty: 632.262268 Iteration 0F: 3 clusters Score -53013.86 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -53315.164062 Penalty: 632.262268 Iteration 1F: 3 clusters Score -53315.16 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -53368.781250 Penalty: 632.262268 Iteration 2F: 3 clusters Score -53368.78 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -53408.328125 Penalty: 632.262268 Iteration 3F: 3 clusters Score -53408.33 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -53435.660156 Penalty: 632.262268 Iteration 4Q: 3 clusters Score -53435.66 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -53464.667969 Penalty: 632.262268 Iteration 5Q: 3 clusters Score -53464.67 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -53479.480469 Penalty: 632.262268 Iteration 6Q: 3 clusters Score -53479.48 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -53490.511719 Penalty: 632.262268 Iteration 7Q: 3 clusters Score -53490.51 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -53497.113281 Penalty: 632.262268 Iteration 8Q: 3 clusters Score -53497.11 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -53509.609375 Penalty: 632.262268 Iteration 9Q: 3 clusters Score -53509.61 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -53522.003906 Penalty: 632.262268 Iteration 10Q: 3 clusters Score -53522 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -53532.992188 Penalty: 632.262268 Iteration 11Q: 3 clusters Score -53532.99 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -53545.429688 Penalty: 632.262268 Iteration 12Q: 3 clusters Score -53545.43 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -53550.316406 Penalty: 632.262268 Iteration 13Q: 3 clusters Score -53550.32 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -53553.386719 Penalty: 632.262268 Iteration 14Q: 3 clusters Score -53553.39 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -53555.058594 Penalty: 632.262268 Iteration 15Q: 3 clusters Score -53555.06 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -53556.886719 Penalty: 632.262268 Iteration 16Q: 3 clusters Score -53556.89 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -53558.324219 Penalty: 632.262268 Iteration 17Q: 3 clusters Score -53558.32 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -53560.195312 Penalty: 632.262268 Iteration 18Q: 3 clusters Score -53560.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -53561.910156 Penalty: 632.262268 Iteration 19Q: 3 clusters Score -53561.91 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -53564.535156 Penalty: 632.262268 Iteration 20F: 3 clusters Score -53564.54 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -53565.355469 Penalty: 632.262268 Iteration 21Q: 3 clusters Score -53565.36 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -53566.214844 Penalty: 632.262268 Iteration 22Q: 3 clusters Score -53566.21 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -53566.937500 Penalty: 632.262268 Iteration 23Q: 3 clusters Score -53566.94 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -53567.640625 Penalty: 632.262268 Iteration 24Q: 3 clusters Score -53567.64 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -53568.421875 Penalty: 632.262268 Iteration 25Q: 3 clusters Score -53568.42 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -53568.738281 Penalty: 632.262268 Iteration 26Q: 3 clusters Score -53568.74 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -53568.738281 Penalty: 632.262268 Iteration 27F: 3 clusters Score -53568.74 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (129 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Entering Unmasked Estep Score: -6832.389160 Penalty: 221.121460 Iteration 0F: 2 clusters Score -6832.389 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 58 members Entering Unmasked Estep Score: -6604.745605 Penalty: 442.242920 Iteration 0F: 3 clusters Score -6604.746 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -6656.540527 Penalty: 442.242920 Iteration 1F: 3 clusters Score -6656.541 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -6667.424805 Penalty: 442.242920 Iteration 2F: 3 clusters Score -6667.425 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -6674.161621 Penalty: 442.242920 Iteration 3Q: 3 clusters Score -6674.162 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -6679.397461 Penalty: 442.242920 Iteration 4Q: 3 clusters Score -6679.397 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -6680.553711 Penalty: 442.242920 Iteration 5Q: 3 clusters Score -6680.554 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -6680.553711 Penalty: 442.242920 Iteration 6F: 3 clusters Score -6680.554 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (171 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Entering Unmasked Estep Score: -8036.289062 Penalty: 233.945694 Iteration 0F: 2 clusters Score -8036.289 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -7789.713867 Penalty: 467.891388 Iteration 0F: 3 clusters Score -7789.714 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -7847.790039 Penalty: 467.891388 Iteration 1F: 3 clusters Score -7847.79 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -7861.442871 Penalty: 467.891388 Iteration 2F: 3 clusters Score -7861.443 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -7869.805664 Penalty: 467.891388 Iteration 3Q: 3 clusters Score -7869.806 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -7880.426270 Penalty: 467.891388 Iteration 4Q: 3 clusters Score -7880.426 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -7884.534180 Penalty: 467.891388 Iteration 5Q: 3 clusters Score -7884.534 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -7887.605469 Penalty: 467.891388 Iteration 6Q: 3 clusters Score -7887.605 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -7893.070312 Penalty: 467.891388 Iteration 7Q: 3 clusters Score -7893.07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -7893.070312 Penalty: 467.891388 Iteration 8F: 3 clusters Score -7893.07 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (146 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Entering Unmasked Estep Score: -5415.822266 Penalty: 226.754105 Iteration 0F: 2 clusters Score -5415.822 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -5196.025391 Penalty: 453.508209 Iteration 0F: 3 clusters Score -5196.025 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -5341.466797 Penalty: 453.508209 Iteration 1F: 3 clusters Score -5341.467 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 43 members Entering Unmasked Estep Score: -5625.374512 Penalty: 453.508209 Iteration 2F: 3 clusters Score -5625.375 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 36 members Entering Unmasked Estep Score: -5679.880859 Penalty: 453.508209 Iteration 3F: 3 clusters Score -5679.881 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 33 members Entering Unmasked Estep Score: -5702.666992 Penalty: 453.508209 Iteration 4Q: 3 clusters Score -5702.667 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 32 members Entering Unmasked Estep Score: -5707.621582 Penalty: 453.508209 Iteration 5Q: 3 clusters Score -5707.622 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 32 members Entering Unmasked Estep Score: -5707.621582 Penalty: 453.508209 Iteration 6F: 3 clusters Score -5707.622 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 11699 members Mstep: Class 2 contains 97153 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 488 members Mstep: Class 5 contains 183 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1041 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 114 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16407 members Mstep: Class 16 contains 92 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 5481 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1014 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 150 members Mstep: Class 25 contains 54 members Mstep: Class 26 contains 1549 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Mstep: Class 29 contains 141 members Mstep: Class 30 contains 32 members Entering Unmasked Estep Score: -7913978.500000 Penalty: 16220.160156 Splitting cluster 10 changes total score from -7913996.500000 to -7913978.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 11 (1226 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Entering Unmasked Estep Score: -67286.835938 Penalty: 323.573792 Iteration 0F: 2 clusters Score -67286.84 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -66363.304688 Penalty: 647.147583 Iteration 0F: 3 clusters Score -66363.3 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -66632.289062 Penalty: 647.147583 Iteration 1F: 3 clusters Score -66632.29 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -66672.296875 Penalty: 647.147583 Iteration 2F: 3 clusters Score -66672.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -66694.679688 Penalty: 647.147583 Iteration 3Q: 3 clusters Score -66694.68 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -66711.664062 Penalty: 647.147583 Iteration 4Q: 3 clusters Score -66711.66 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -66723.335938 Penalty: 647.147583 Iteration 5Q: 3 clusters Score -66723.34 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -66729.835938 Penalty: 647.147583 Iteration 6Q: 3 clusters Score -66729.84 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -66738.429688 Penalty: 647.147583 Iteration 7Q: 3 clusters Score -66738.43 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -66747.164062 Penalty: 647.147583 Iteration 8Q: 3 clusters Score -66747.16 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -66756.296875 Penalty: 647.147583 Iteration 9Q: 3 clusters Score -66756.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -66770.835938 Penalty: 647.147583 Iteration 10Q: 3 clusters Score -66770.84 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -66787.367188 Penalty: 647.147583 Iteration 11Q: 3 clusters Score -66787.37 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -66809.164062 Penalty: 647.147583 Iteration 12Q: 3 clusters Score -66809.16 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -66827.890625 Penalty: 647.147583 Iteration 13Q: 3 clusters Score -66827.89 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -66849.210938 Penalty: 647.147583 Iteration 14Q: 3 clusters Score -66849.21 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -66867.148438 Penalty: 647.147583 Iteration 15Q: 3 clusters Score -66867.15 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -66885.242188 Penalty: 647.147583 Iteration 16Q: 3 clusters Score -66885.24 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -66905.500000 Penalty: 647.147583 Iteration 17Q: 3 clusters Score -66905.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -66921.359375 Penalty: 647.147583 Iteration 18Q: 3 clusters Score -66921.36 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -66937.156250 Penalty: 647.147583 Iteration 19Q: 3 clusters Score -66937.16 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -66946.250000 Penalty: 647.147583 Iteration 20F: 3 clusters Score -66946.25 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -66955.398438 Penalty: 647.147583 Iteration 21Q: 3 clusters Score -66955.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -66960.812500 Penalty: 647.147583 Iteration 22Q: 3 clusters Score -66960.81 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -66964.250000 Penalty: 647.147583 Iteration 23Q: 3 clusters Score -66964.25 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -66967.945312 Penalty: 647.147583 Iteration 24Q: 3 clusters Score -66967.95 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -66974.617188 Penalty: 647.147583 Iteration 25Q: 3 clusters Score -66974.62 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -66978.070312 Penalty: 647.147583 Iteration 26Q: 3 clusters Score -66978.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -66979.375000 Penalty: 647.147583 Iteration 27Q: 3 clusters Score -66979.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -66980.523438 Penalty: 647.147583 Iteration 28Q: 3 clusters Score -66980.52 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -66982.125000 Penalty: 647.147583 Iteration 29Q: 3 clusters Score -66982.12 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -66983.203125 Penalty: 647.147583 Iteration 30Q: 3 clusters Score -66983.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -66984.007812 Penalty: 647.147583 Iteration 31Q: 3 clusters Score -66984.01 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -66984.312500 Penalty: 647.147583 Iteration 32Q: 3 clusters Score -66984.31 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -66984.312500 Penalty: 647.147583 Iteration 33F: 3 clusters Score -66984.31 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (269 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Entering Unmasked Estep Score: -12984.380859 Penalty: 254.559357 Iteration 0F: 2 clusters Score -12984.38 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 150 members Entering Unmasked Estep Score: -12631.202148 Penalty: 509.118713 Iteration 0F: 3 clusters Score -12631.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -12718.709961 Penalty: 509.118713 Iteration 1F: 3 clusters Score -12718.71 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -12748.333008 Penalty: 509.118713 Iteration 2F: 3 clusters Score -12748.33 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -12782.020508 Penalty: 509.118713 Iteration 3Q: 3 clusters Score -12782.02 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -12795.692383 Penalty: 509.118713 Iteration 4Q: 3 clusters Score -12795.69 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -12803.955078 Penalty: 509.118713 Iteration 5Q: 3 clusters Score -12803.96 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -12809.742188 Penalty: 509.118713 Iteration 6Q: 3 clusters Score -12809.74 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -12824.824219 Penalty: 509.118713 Iteration 7Q: 3 clusters Score -12824.82 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -12836.000000 Penalty: 509.118713 Iteration 8Q: 3 clusters Score -12836 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -12847.266602 Penalty: 509.118713 Iteration 9Q: 3 clusters Score -12847.27 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -12860.305664 Penalty: 509.118713 Iteration 10Q: 3 clusters Score -12860.31 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -12873.264648 Penalty: 509.118713 Iteration 11Q: 3 clusters Score -12873.26 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -12882.886719 Penalty: 509.118713 Iteration 12Q: 3 clusters Score -12882.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -12884.753906 Penalty: 509.118713 Iteration 13Q: 3 clusters Score -12884.75 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -12886.842773 Penalty: 509.118713 Iteration 14Q: 3 clusters Score -12886.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -12886.842773 Penalty: 509.118713 Iteration 15F: 3 clusters Score -12886.84 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2464 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Entering Unmasked Estep Score: -135067.796875 Penalty: 355.334137 Iteration 0F: 2 clusters Score -135067.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -133300.843750 Penalty: 710.668274 Iteration 0F: 3 clusters Score -133300.8 nChanged 1064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -133901.921875 Penalty: 710.668274 Iteration 1F: 3 clusters Score -133901.9 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -133973.421875 Penalty: 710.668274 Iteration 2F: 3 clusters Score -133973.4 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -134050.328125 Penalty: 710.668274 Iteration 3F: 3 clusters Score -134050.3 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -134151.031250 Penalty: 710.668274 Iteration 4F: 3 clusters Score -134151 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -134297.062500 Penalty: 710.668274 Iteration 5F: 3 clusters Score -134297.1 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -134444.437500 Penalty: 710.668274 Iteration 6F: 3 clusters Score -134444.4 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -134564.906250 Penalty: 710.668274 Iteration 7F: 3 clusters Score -134564.9 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -134649.750000 Penalty: 710.668274 Iteration 8Q: 3 clusters Score -134649.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -134713.312500 Penalty: 710.668274 Iteration 9Q: 3 clusters Score -134713.3 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -134748.875000 Penalty: 710.668274 Iteration 10Q: 3 clusters Score -134748.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -134768.750000 Penalty: 710.668274 Iteration 11Q: 3 clusters Score -134768.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -134785.890625 Penalty: 710.668274 Iteration 12Q: 3 clusters Score -134785.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -134805.218750 Penalty: 710.668274 Iteration 13Q: 3 clusters Score -134805.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -134817.187500 Penalty: 710.668274 Iteration 14Q: 3 clusters Score -134817.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -134828.609375 Penalty: 710.668274 Iteration 15Q: 3 clusters Score -134828.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -134839.078125 Penalty: 710.668274 Iteration 16Q: 3 clusters Score -134839.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -134845.484375 Penalty: 710.668274 Iteration 17Q: 3 clusters Score -134845.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -134847.812500 Penalty: 710.668274 Iteration 18Q: 3 clusters Score -134847.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -134849.703125 Penalty: 710.668274 Iteration 19Q: 3 clusters Score -134849.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -134854.453125 Penalty: 710.668274 Iteration 20F: 3 clusters Score -134854.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -134858.937500 Penalty: 710.668274 Iteration 21Q: 3 clusters Score -134858.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -134861.359375 Penalty: 710.668274 Iteration 22Q: 3 clusters Score -134861.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -134863.531250 Penalty: 710.668274 Iteration 23Q: 3 clusters Score -134863.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -134866.156250 Penalty: 710.668274 Iteration 24Q: 3 clusters Score -134866.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -134868.921875 Penalty: 710.668274 Iteration 25Q: 3 clusters Score -134868.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -134870.093750 Penalty: 710.668274 Iteration 26Q: 3 clusters Score -134870.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -134871.031250 Penalty: 710.668274 Iteration 27Q: 3 clusters Score -134871 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -134871.437500 Penalty: 710.668274 Iteration 28Q: 3 clusters Score -134871.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -134871.687500 Penalty: 710.668274 Iteration 29Q: 3 clusters Score -134871.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -134871.875000 Penalty: 710.668274 Iteration 30Q: 3 clusters Score -134871.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -134872.281250 Penalty: 710.668274 Iteration 31Q: 3 clusters Score -134872.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -134873.203125 Penalty: 710.668274 Iteration 32Q: 3 clusters Score -134873.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -134874.500000 Penalty: 710.668274 Iteration 33Q: 3 clusters Score -134874.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -134875.578125 Penalty: 710.668274 Iteration 34Q: 3 clusters Score -134875.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -134877.031250 Penalty: 710.668274 Iteration 35Q: 3 clusters Score -134877 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -134879.031250 Penalty: 710.668274 Iteration 36Q: 3 clusters Score -134879 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -134880.531250 Penalty: 710.668274 Iteration 37Q: 3 clusters Score -134880.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -134883.015625 Penalty: 710.668274 Iteration 38Q: 3 clusters Score -134883 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -134884.156250 Penalty: 710.668274 Iteration 39Q: 3 clusters Score -134884.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -134884.656250 Penalty: 710.668274 Iteration 40F: 3 clusters Score -134884.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -134885.156250 Penalty: 710.668274 Iteration 41Q: 3 clusters Score -134885.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -134885.921875 Penalty: 710.668274 Iteration 42Q: 3 clusters Score -134885.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -134887.125000 Penalty: 710.668274 Iteration 43Q: 3 clusters Score -134887.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -134887.859375 Penalty: 710.668274 Iteration 44Q: 3 clusters Score -134887.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -134888.234375 Penalty: 710.668274 Iteration 45Q: 3 clusters Score -134888.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -134888.609375 Penalty: 710.668274 Iteration 46Q: 3 clusters Score -134888.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -134888.765625 Penalty: 710.668274 Iteration 47Q: 3 clusters Score -134888.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -134888.765625 Penalty: 710.668274 Iteration 48F: 3 clusters Score -134888.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (222 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Entering Unmasked Estep Score: -9720.439453 Penalty: 245.821823 Iteration 0F: 2 clusters Score -9720.439 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 102 members Entering Unmasked Estep Score: -9431.241211 Penalty: 491.643646 Iteration 0F: 3 clusters Score -9431.241 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -9556.194336 Penalty: 491.643646 Iteration 1F: 3 clusters Score -9556.194 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -9607.736328 Penalty: 491.643646 Iteration 2F: 3 clusters Score -9607.736 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -9634.772461 Penalty: 491.643646 Iteration 3F: 3 clusters Score -9634.772 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -9654.449219 Penalty: 491.643646 Iteration 4Q: 3 clusters Score -9654.449 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -9668.157227 Penalty: 491.643646 Iteration 5Q: 3 clusters Score -9668.157 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -9704.186523 Penalty: 491.643646 Iteration 6Q: 3 clusters Score -9704.187 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -9713.671875 Penalty: 491.643646 Iteration 7Q: 3 clusters Score -9713.672 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -9729.172852 Penalty: 491.643646 Iteration 8Q: 3 clusters Score -9729.173 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -9733.490234 Penalty: 491.643646 Iteration 9Q: 3 clusters Score -9733.49 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -9733.490234 Penalty: 491.643646 Iteration 10F: 3 clusters Score -9733.49 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 11699 members Mstep: Class 2 contains 97153 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 488 members Mstep: Class 5 contains 183 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1041 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 171 members Mstep: Class 15 contains 16407 members Mstep: Class 16 contains 92 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 5481 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1014 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 150 members Mstep: Class 25 contains 54 members Mstep: Class 26 contains 1549 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Mstep: Class 29 contains 141 members Mstep: Class 30 contains 51 members Entering Unmasked Estep Score: -7913712.000000 Penalty: 16220.160156 Splitting cluster 14 changes total score from -7913996.500000 to -7913712.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 15 (16407 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16407 members Entering Unmasked Estep Score: -989193.187500 Penalty: 441.598572 Iteration 0F: 2 clusters Score -989193.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8156 members Mstep: Class 2 contains 8251 members Entering Unmasked Estep Score: -978134.562500 Penalty: 883.197144 Iteration 0F: 3 clusters Score -978134.6 nChanged 7860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7904 members Mstep: Class 2 contains 8503 members Entering Unmasked Estep Score: -982500.625000 Penalty: 883.197144 Iteration 1F: 3 clusters Score -982500.6 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7689 members Mstep: Class 2 contains 8718 members Entering Unmasked Estep Score: -982755.750000 Penalty: 883.197144 Iteration 2Q: 3 clusters Score -982755.8 nChanged 790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7315 members Mstep: Class 2 contains 9092 members Entering Unmasked Estep Score: -983070.500000 Penalty: 883.197144 Iteration 3Q: 3 clusters Score -983070.5 nChanged 821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6790 members Mstep: Class 2 contains 9617 members Entering Unmasked Estep Score: -983482.125000 Penalty: 883.197144 Iteration 4F: 3 clusters Score -983482.1 nChanged 997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6065 members Mstep: Class 2 contains 10342 members Entering Unmasked Estep Score: -984096.000000 Penalty: 883.197144 Iteration 5F: 3 clusters Score -984096 nChanged 1085 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5172 members Mstep: Class 2 contains 11235 members Entering Unmasked Estep Score: -984915.437500 Penalty: 883.197144 Iteration 6F: 3 clusters Score -984915.4 nChanged 1093 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4245 members Mstep: Class 2 contains 12162 members Entering Unmasked Estep Score: -985826.812500 Penalty: 883.197144 Iteration 7F: 3 clusters Score -985826.8 nChanged 930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3441 members Mstep: Class 2 contains 12966 members Entering Unmasked Estep Score: -986553.375000 Penalty: 883.197144 Iteration 8F: 3 clusters Score -986553.4 nChanged 743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2770 members Mstep: Class 2 contains 13637 members Entering Unmasked Estep Score: -987069.937500 Penalty: 883.197144 Iteration 9Q: 3 clusters Score -987069.9 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 14169 members Entering Unmasked Estep Score: -987428.437500 Penalty: 883.197144 Iteration 10Q: 3 clusters Score -987428.4 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 14588 members Entering Unmasked Estep Score: -987702.562500 Penalty: 883.197144 Iteration 11Q: 3 clusters Score -987702.6 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 14955 members Entering Unmasked Estep Score: -987935.750000 Penalty: 883.197144 Iteration 12Q: 3 clusters Score -987935.8 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 15286 members Entering Unmasked Estep Score: -988140.312500 Penalty: 883.197144 Iteration 13Q: 3 clusters Score -988140.3 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 15554 members Entering Unmasked Estep Score: -988306.937500 Penalty: 883.197144 Iteration 14Q: 3 clusters Score -988306.9 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 15768 members Entering Unmasked Estep Score: -988437.062500 Penalty: 883.197144 Iteration 15Q: 3 clusters Score -988437.1 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 15939 members Entering Unmasked Estep Score: -988552.562500 Penalty: 883.197144 Iteration 16Q: 3 clusters Score -988552.6 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 16054 members Entering Unmasked Estep Score: -988630.812500 Penalty: 883.197144 Iteration 17Q: 3 clusters Score -988630.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 16130 members Entering Unmasked Estep Score: -988679.562500 Penalty: 883.197144 Iteration 18Q: 3 clusters Score -988679.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 16177 members Entering Unmasked Estep Score: -988711.187500 Penalty: 883.197144 Iteration 19Q: 3 clusters Score -988711.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 16210 members Entering Unmasked Estep Score: -988740.687500 Penalty: 883.197144 Iteration 20F: 3 clusters Score -988740.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 16238 members Entering Unmasked Estep Score: -988766.000000 Penalty: 883.197144 Iteration 21Q: 3 clusters Score -988766 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 16265 members Entering Unmasked Estep Score: -988791.187500 Penalty: 883.197144 Iteration 22Q: 3 clusters Score -988791.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 16275 members Entering Unmasked Estep Score: -988802.750000 Penalty: 883.197144 Iteration 23Q: 3 clusters Score -988802.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 16280 members Entering Unmasked Estep Score: -988808.500000 Penalty: 883.197144 Iteration 24Q: 3 clusters Score -988808.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 16286 members Entering Unmasked Estep Score: -988816.250000 Penalty: 883.197144 Iteration 25Q: 3 clusters Score -988816.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 16292 members Entering Unmasked Estep Score: -988819.187500 Penalty: 883.197144 Iteration 26Q: 3 clusters Score -988819.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 16295 members Entering Unmasked Estep Score: -988822.625000 Penalty: 883.197144 Iteration 27Q: 3 clusters Score -988822.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 16295 members Entering Unmasked Estep Score: -988822.625000 Penalty: 883.197144 Iteration 28F: 3 clusters Score -988822.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (92 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Entering Unmasked Estep Score: -4114.712402 Penalty: 205.741379 Iteration 0F: 2 clusters Score -4114.712 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -3916.932861 Penalty: 411.482758 Iteration 0F: 3 clusters Score -3916.933 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -3975.095947 Penalty: 411.482758 Iteration 1F: 3 clusters Score -3975.096 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -3980.288574 Penalty: 411.482758 Iteration 2Q: 3 clusters Score -3980.289 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -3991.808105 Penalty: 411.482758 Iteration 3Q: 3 clusters Score -3991.808 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -3995.063232 Penalty: 411.482758 Iteration 4Q: 3 clusters Score -3995.063 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -3995.063232 Penalty: 411.482758 Iteration 5F: 3 clusters Score -3995.063 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (97 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Entering Unmasked Estep Score: -4584.379395 Penalty: 208.149338 Iteration 0F: 2 clusters Score -4584.379 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -4386.933594 Penalty: 416.298676 Iteration 0F: 3 clusters Score -4386.934 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -4442.833496 Penalty: 416.298676 Iteration 1F: 3 clusters Score -4442.833 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -4447.953125 Penalty: 416.298676 Iteration 2Q: 3 clusters Score -4447.953 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -4450.604492 Penalty: 416.298676 Iteration 3Q: 3 clusters Score -4450.604 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -4450.604492 Penalty: 416.298676 Iteration 4F: 3 clusters Score -4450.604 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (5481 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5481 members Entering Unmasked Estep Score: -332241.281250 Penalty: 391.711456 Iteration 0F: 2 clusters Score -332241.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -328500.562500 Penalty: 783.422913 Iteration 0F: 3 clusters Score -328500.6 nChanged 2497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2903 members Mstep: Class 2 contains 2578 members Entering Unmasked Estep Score: -329972.531250 Penalty: 783.422913 Iteration 1F: 3 clusters Score -329972.5 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2996 members Mstep: Class 2 contains 2485 members Entering Unmasked Estep Score: -330162.656250 Penalty: 783.422913 Iteration 2F: 3 clusters Score -330162.7 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3119 members Mstep: Class 2 contains 2362 members Entering Unmasked Estep Score: -330392.093750 Penalty: 783.422913 Iteration 3F: 3 clusters Score -330392.1 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3264 members Mstep: Class 2 contains 2217 members Entering Unmasked Estep Score: -330599.125000 Penalty: 783.422913 Iteration 4F: 3 clusters Score -330599.1 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3384 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -330786.875000 Penalty: 783.422913 Iteration 5F: 3 clusters Score -330786.9 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3482 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -330963.843750 Penalty: 783.422913 Iteration 6Q: 3 clusters Score -330963.8 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3564 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -331149.843750 Penalty: 783.422913 Iteration 7Q: 3 clusters Score -331149.8 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3599 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -331326.875000 Penalty: 783.422913 Iteration 8Q: 3 clusters Score -331326.9 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3610 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -331451.687500 Penalty: 783.422913 Iteration 9Q: 3 clusters Score -331451.7 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3604 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -331519.843750 Penalty: 783.422913 Iteration 10Q: 3 clusters Score -331519.8 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3588 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -331555.343750 Penalty: 783.422913 Iteration 11Q: 3 clusters Score -331555.3 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3582 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -331572.250000 Penalty: 783.422913 Iteration 12Q: 3 clusters Score -331572.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3574 members Mstep: Class 2 contains 1907 members Entering Unmasked Estep Score: -331584.750000 Penalty: 783.422913 Iteration 13Q: 3 clusters Score -331584.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3564 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -331592.125000 Penalty: 783.422913 Iteration 14Q: 3 clusters Score -331592.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3548 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -331598.593750 Penalty: 783.422913 Iteration 15Q: 3 clusters Score -331598.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3541 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -331603.968750 Penalty: 783.422913 Iteration 16Q: 3 clusters Score -331604 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3539 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -331608.375000 Penalty: 783.422913 Iteration 17Q: 3 clusters Score -331608.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3542 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -331611.687500 Penalty: 783.422913 Iteration 18Q: 3 clusters Score -331611.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3545 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -331613.437500 Penalty: 783.422913 Iteration 19Q: 3 clusters Score -331613.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3539 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -331617.218750 Penalty: 783.422913 Iteration 20F: 3 clusters Score -331617.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3533 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -331621.500000 Penalty: 783.422913 Iteration 21Q: 3 clusters Score -331621.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3531 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -331624.656250 Penalty: 783.422913 Iteration 22Q: 3 clusters Score -331624.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3532 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -331628.281250 Penalty: 783.422913 Iteration 23Q: 3 clusters Score -331628.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3533 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -331631.187500 Penalty: 783.422913 Iteration 24Q: 3 clusters Score -331631.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3534 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -331635.093750 Penalty: 783.422913 Iteration 25Q: 3 clusters Score -331635.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3535 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -331636.687500 Penalty: 783.422913 Iteration 26Q: 3 clusters Score -331636.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3539 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -331638.500000 Penalty: 783.422913 Iteration 27Q: 3 clusters Score -331638.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3538 members Mstep: Class 2 contains 1943 members Entering Unmasked Estep Score: -331638.625000 Penalty: 783.422913 Iteration 28Q: 3 clusters Score -331638.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3530 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -331640.468750 Penalty: 783.422913 Iteration 29Q: 3 clusters Score -331640.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3527 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -331641.156250 Penalty: 783.422913 Iteration 30Q: 3 clusters Score -331641.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3523 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -331641.218750 Penalty: 783.422913 Iteration 31Q: 3 clusters Score -331641.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3521 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -331641.250000 Penalty: 783.422913 Iteration 32Q: 3 clusters Score -331641.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3518 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -331641.593750 Penalty: 783.422913 Iteration 33Q: 3 clusters Score -331641.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3515 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -331642.250000 Penalty: 783.422913 Iteration 34Q: 3 clusters Score -331642.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3512 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -331642.250000 Penalty: 783.422913 Iteration 35Q: 3 clusters Score -331642.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3510 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -331642.312500 Penalty: 783.422913 Iteration 36Q: 3 clusters Score -331642.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3510 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -331642.312500 Penalty: 783.422913 Iteration 37F: 3 clusters Score -331642.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (332 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Entering Unmasked Estep Score: -17167.630859 Penalty: 264.133636 Iteration 0F: 2 clusters Score -17167.63 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 176 members Entering Unmasked Estep Score: -16772.421875 Penalty: 528.267273 Iteration 0F: 3 clusters Score -16772.42 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -16865.361328 Penalty: 528.267273 Iteration 1F: 3 clusters Score -16865.36 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -16935.931641 Penalty: 528.267273 Iteration 2F: 3 clusters Score -16935.93 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -17044.035156 Penalty: 528.267273 Iteration 3F: 3 clusters Score -17044.04 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -17138.431641 Penalty: 528.267273 Iteration 4F: 3 clusters Score -17138.43 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -17185.804688 Penalty: 528.267273 Iteration 5F: 3 clusters Score -17185.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -17199.589844 Penalty: 528.267273 Iteration 6Q: 3 clusters Score -17199.59 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -17208.007812 Penalty: 528.267273 Iteration 7Q: 3 clusters Score -17208.01 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -17213.115234 Penalty: 528.267273 Iteration 8Q: 3 clusters Score -17213.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -17214.589844 Penalty: 528.267273 Iteration 9Q: 3 clusters Score -17214.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -17214.589844 Penalty: 528.267273 Iteration 10F: 3 clusters Score -17214.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 11699 members Mstep: Class 2 contains 97153 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 488 members Mstep: Class 5 contains 183 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1041 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16407 members Mstep: Class 16 contains 92 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 5481 members Mstep: Class 19 contains 66 members Mstep: Class 20 contains 1014 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 150 members Mstep: Class 25 contains 54 members Mstep: Class 26 contains 1549 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Mstep: Class 29 contains 141 members Mstep: Class 30 contains 266 members Entering Unmasked Estep Score: -7913765.500000 Penalty: 16220.160156 Splitting cluster 19 changes total score from -7913996.500000 to -7913765.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 20 (1014 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Entering Unmasked Estep Score: -59508.554688 Penalty: 314.935455 Iteration 0F: 2 clusters Score -59508.55 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -58694.398438 Penalty: 629.870911 Iteration 0F: 3 clusters Score -58694.4 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -58939.808594 Penalty: 629.870911 Iteration 1F: 3 clusters Score -58939.81 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -59006.785156 Penalty: 629.870911 Iteration 2F: 3 clusters Score -59006.79 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -59062.250000 Penalty: 629.870911 Iteration 3F: 3 clusters Score -59062.25 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -59111.742188 Penalty: 629.870911 Iteration 4Q: 3 clusters Score -59111.74 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -59168.296875 Penalty: 629.870911 Iteration 5Q: 3 clusters Score -59168.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -59228.730469 Penalty: 629.870911 Iteration 6F: 3 clusters Score -59228.73 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -59259.097656 Penalty: 629.870911 Iteration 7Q: 3 clusters Score -59259.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -59281.496094 Penalty: 629.870911 Iteration 8Q: 3 clusters Score -59281.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -59296.125000 Penalty: 629.870911 Iteration 9Q: 3 clusters Score -59296.12 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -59306.855469 Penalty: 629.870911 Iteration 10Q: 3 clusters Score -59306.86 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -59313.191406 Penalty: 629.870911 Iteration 11Q: 3 clusters Score -59313.19 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -59316.597656 Penalty: 629.870911 Iteration 12Q: 3 clusters Score -59316.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -59319.210938 Penalty: 629.870911 Iteration 13Q: 3 clusters Score -59319.21 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -59322.457031 Penalty: 629.870911 Iteration 14Q: 3 clusters Score -59322.46 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -59324.664062 Penalty: 629.870911 Iteration 15Q: 3 clusters Score -59324.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -59325.878906 Penalty: 629.870911 Iteration 16Q: 3 clusters Score -59325.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -59327.386719 Penalty: 629.870911 Iteration 17Q: 3 clusters Score -59327.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -59327.832031 Penalty: 629.870911 Iteration 18Q: 3 clusters Score -59327.83 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -59329.328125 Penalty: 629.870911 Iteration 19Q: 3 clusters Score -59329.33 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -59329.328125 Penalty: 629.870911 Iteration 20F: 3 clusters Score -59329.33 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (133 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Entering Unmasked Estep Score: -6511.987793 Penalty: 222.510880 Iteration 0F: 2 clusters Score -6511.988 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 56 members Entering Unmasked Estep Score: -6276.530273 Penalty: 445.021759 Iteration 0F: 3 clusters Score -6276.53 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -6326.646484 Penalty: 445.021759 Iteration 1F: 3 clusters Score -6326.646 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -6347.766113 Penalty: 445.021759 Iteration 2F: 3 clusters Score -6347.766 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 40 members Entering Unmasked Estep Score: -6359.240234 Penalty: 445.021759 Iteration 3Q: 3 clusters Score -6359.24 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -6360.684570 Penalty: 445.021759 Iteration 4Q: 3 clusters Score -6360.685 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -6360.684570 Penalty: 445.021759 Iteration 5F: 3 clusters Score -6360.685 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (212 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Entering Unmasked Estep Score: -7974.093750 Penalty: 243.724686 Iteration 0F: 2 clusters Score -7974.094 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 109 members Entering Unmasked Estep Score: -7713.257324 Penalty: 487.449371 Iteration 0F: 3 clusters Score -7713.257 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -7860.384766 Penalty: 487.449371 Iteration 1F: 3 clusters Score -7860.385 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -7907.543457 Penalty: 487.449371 Iteration 2F: 3 clusters Score -7907.543 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -7940.034180 Penalty: 487.449371 Iteration 3F: 3 clusters Score -7940.034 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -7957.189941 Penalty: 487.449371 Iteration 4Q: 3 clusters Score -7957.19 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -7964.856934 Penalty: 487.449371 Iteration 5Q: 3 clusters Score -7964.857 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -7971.933105 Penalty: 487.449371 Iteration 6Q: 3 clusters Score -7971.933 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -7975.588379 Penalty: 487.449371 Iteration 7Q: 3 clusters Score -7975.588 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -7979.000488 Penalty: 487.449371 Iteration 8Q: 3 clusters Score -7979 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -7980.260254 Penalty: 487.449371 Iteration 9Q: 3 clusters Score -7980.26 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -7981.594727 Penalty: 487.449371 Iteration 10Q: 3 clusters Score -7981.595 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -7982.302246 Penalty: 487.449371 Iteration 11Q: 3 clusters Score -7982.302 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -7982.302246 Penalty: 487.449371 Iteration 12F: 3 clusters Score -7982.302 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 11699 members Mstep: Class 2 contains 97153 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 488 members Mstep: Class 5 contains 183 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1041 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16407 members Mstep: Class 16 contains 92 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 5481 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1014 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 76 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 150 members Mstep: Class 25 contains 54 members Mstep: Class 26 contains 1549 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 360 members Mstep: Class 29 contains 141 members Mstep: Class 30 contains 136 members Entering Unmasked Estep Score: -7913712.500000 Penalty: 16220.160156 Splitting cluster 22 changes total score from -7913996.500000 to -7913712.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 23 (521 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Entering Unmasked Estep Score: -26674.925781 Penalty: 284.636627 Iteration 0F: 2 clusters Score -26674.93 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -26180.626953 Penalty: 569.273254 Iteration 0F: 3 clusters Score -26180.63 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -26293.179688 Penalty: 569.273254 Iteration 1F: 3 clusters Score -26293.18 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -26331.136719 Penalty: 569.273254 Iteration 2F: 3 clusters Score -26331.14 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -26356.582031 Penalty: 569.273254 Iteration 3Q: 3 clusters Score -26356.58 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -26381.345703 Penalty: 569.273254 Iteration 4Q: 3 clusters Score -26381.35 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -26405.607422 Penalty: 569.273254 Iteration 5Q: 3 clusters Score -26405.61 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -26436.298828 Penalty: 569.273254 Iteration 6Q: 3 clusters Score -26436.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -26453.953125 Penalty: 569.273254 Iteration 7Q: 3 clusters Score -26453.95 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -26468.091797 Penalty: 569.273254 Iteration 8Q: 3 clusters Score -26468.09 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -26479.097656 Penalty: 569.273254 Iteration 9Q: 3 clusters Score -26479.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -26482.998047 Penalty: 569.273254 Iteration 10Q: 3 clusters Score -26483 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -26485.433594 Penalty: 569.273254 Iteration 11Q: 3 clusters Score -26485.43 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -26486.865234 Penalty: 569.273254 Iteration 12Q: 3 clusters Score -26486.87 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -26486.865234 Penalty: 569.273254 Iteration 13F: 3 clusters Score -26486.87 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (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: -6874.966309 Penalty: 227.983917 Iteration 0F: 2 clusters Score -6874.966 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -6607.295898 Penalty: 455.967834 Iteration 0F: 3 clusters Score -6607.296 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -6652.211914 Penalty: 455.967834 Iteration 1F: 3 clusters Score -6652.212 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -6663.277832 Penalty: 455.967834 Iteration 2Q: 3 clusters Score -6663.278 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -6669.781250 Penalty: 455.967834 Iteration 3Q: 3 clusters Score -6669.781 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -6673.974609 Penalty: 455.967834 Iteration 4Q: 3 clusters Score -6673.975 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -6675.512695 Penalty: 455.967834 Iteration 5Q: 3 clusters Score -6675.513 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -6678.983398 Penalty: 455.967834 Iteration 6Q: 3 clusters Score -6678.983 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -6678.983398 Penalty: 455.967834 Iteration 7F: 3 clusters Score -6678.983 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (54 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Entering Unmasked Estep Score: -2590.580566 Penalty: 181.498779 Iteration 0F: 2 clusters Score -2590.581 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28 members Mstep: Class 2 contains 26 members Entering Unmasked Estep Score: -2442.126221 Penalty: 362.997559 Iteration 0F: 3 clusters Score -2442.126 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23 members Mstep: Class 2 contains 31 members Entering Unmasked Estep Score: -2475.357910 Penalty: 362.997559 Iteration 1F: 3 clusters Score -2475.358 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23 members Mstep: Class 2 contains 31 members Entering Unmasked Estep Score: -2487.380859 Penalty: 362.997559 Iteration 2Q: 3 clusters Score -2487.381 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23 members Mstep: Class 2 contains 31 members Entering Unmasked Estep Score: -2487.380859 Penalty: 362.997559 Iteration 3F: 3 clusters Score -2487.381 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (1549 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Entering Unmasked Estep Score: -94221.171875 Penalty: 334.214111 Iteration 0F: 2 clusters Score -94221.17 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -93107.500000 Penalty: 668.428223 Iteration 0F: 3 clusters Score -93107.5 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -93381.492188 Penalty: 668.428223 Iteration 1F: 3 clusters Score -93381.49 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -93451.273438 Penalty: 668.428223 Iteration 2F: 3 clusters Score -93451.27 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -93493.484375 Penalty: 668.428223 Iteration 3F: 3 clusters Score -93493.48 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -93541.570312 Penalty: 668.428223 Iteration 4Q: 3 clusters Score -93541.57 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -93593.992188 Penalty: 668.428223 Iteration 5Q: 3 clusters Score -93593.99 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -93634.921875 Penalty: 668.428223 Iteration 6Q: 3 clusters Score -93634.92 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -93669.539062 Penalty: 668.428223 Iteration 7Q: 3 clusters Score -93669.54 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -93700.476562 Penalty: 668.428223 Iteration 8Q: 3 clusters Score -93700.48 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -93723.703125 Penalty: 668.428223 Iteration 9Q: 3 clusters Score -93723.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -93747.156250 Penalty: 668.428223 Iteration 10Q: 3 clusters Score -93747.16 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -93768.203125 Penalty: 668.428223 Iteration 11Q: 3 clusters Score -93768.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -93783.695312 Penalty: 668.428223 Iteration 12Q: 3 clusters Score -93783.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -93790.179688 Penalty: 668.428223 Iteration 13Q: 3 clusters Score -93790.18 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -93795.429688 Penalty: 668.428223 Iteration 14Q: 3 clusters Score -93795.43 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -93800.031250 Penalty: 668.428223 Iteration 15Q: 3 clusters Score -93800.03 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -93804.085938 Penalty: 668.428223 Iteration 16Q: 3 clusters Score -93804.09 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -93808.609375 Penalty: 668.428223 Iteration 17Q: 3 clusters Score -93808.61 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -93814.085938 Penalty: 668.428223 Iteration 18Q: 3 clusters Score -93814.09 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -93819.601562 Penalty: 668.428223 Iteration 19Q: 3 clusters Score -93819.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -93822.960938 Penalty: 668.428223 Iteration 20F: 3 clusters Score -93822.96 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -93826.890625 Penalty: 668.428223 Iteration 21Q: 3 clusters Score -93826.89 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -93828.718750 Penalty: 668.428223 Iteration 22Q: 3 clusters Score -93828.72 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -93829.796875 Penalty: 668.428223 Iteration 23Q: 3 clusters Score -93829.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -93830.421875 Penalty: 668.428223 Iteration 24Q: 3 clusters Score -93830.42 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -93832.523438 Penalty: 668.428223 Iteration 25Q: 3 clusters Score -93832.52 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -93833.898438 Penalty: 668.428223 Iteration 26Q: 3 clusters Score -93833.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -93834.507812 Penalty: 668.428223 Iteration 27Q: 3 clusters Score -93834.51 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -93835.195312 Penalty: 668.428223 Iteration 28Q: 3 clusters Score -93835.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -93835.390625 Penalty: 668.428223 Iteration 29Q: 3 clusters Score -93835.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -93835.656250 Penalty: 668.428223 Iteration 30Q: 3 clusters Score -93835.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -93835.718750 Penalty: 668.428223 Iteration 31Q: 3 clusters Score -93835.72 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -93835.906250 Penalty: 668.428223 Iteration 32Q: 3 clusters Score -93835.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -93835.906250 Penalty: 668.428223 Iteration 33F: 3 clusters Score -93835.91 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (379 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Entering Unmasked Estep Score: -19609.994141 Penalty: 270.157898 Iteration 0F: 2 clusters Score -19609.99 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 203 members Entering Unmasked Estep Score: -19201.988281 Penalty: 540.315796 Iteration 0F: 3 clusters Score -19201.99 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -19312.597656 Penalty: 540.315796 Iteration 1F: 3 clusters Score -19312.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -19352.683594 Penalty: 540.315796 Iteration 2F: 3 clusters Score -19352.68 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -19380.490234 Penalty: 540.315796 Iteration 3F: 3 clusters Score -19380.49 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -19427.853516 Penalty: 540.315796 Iteration 4F: 3 clusters Score -19427.85 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -19464.841797 Penalty: 540.315796 Iteration 5Q: 3 clusters Score -19464.84 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -19492.486328 Penalty: 540.315796 Iteration 6Q: 3 clusters Score -19492.49 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -19505.498047 Penalty: 540.315796 Iteration 7Q: 3 clusters Score -19505.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -19518.910156 Penalty: 540.315796 Iteration 8Q: 3 clusters Score -19518.91 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -19527.908203 Penalty: 540.315796 Iteration 9Q: 3 clusters Score -19527.91 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -19532.984375 Penalty: 540.315796 Iteration 10Q: 3 clusters Score -19532.98 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -19534.144531 Penalty: 540.315796 Iteration 11Q: 3 clusters Score -19534.14 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -19534.144531 Penalty: 540.315796 Iteration 12F: 3 clusters Score -19534.14 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (360 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Entering Unmasked Estep Score: -15458.997070 Penalty: 267.817749 Iteration 0F: 2 clusters Score -15459 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -15058.084961 Penalty: 535.635498 Iteration 0F: 3 clusters Score -15058.08 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -15222.831055 Penalty: 535.635498 Iteration 1F: 3 clusters Score -15222.83 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -15347.449219 Penalty: 535.635498 Iteration 2F: 3 clusters Score -15347.45 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -15413.888672 Penalty: 535.635498 Iteration 3F: 3 clusters Score -15413.89 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -15457.307617 Penalty: 535.635498 Iteration 4F: 3 clusters Score -15457.31 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -15464.540039 Penalty: 535.635498 Iteration 5Q: 3 clusters Score -15464.54 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -15468.990234 Penalty: 535.635498 Iteration 6Q: 3 clusters Score -15468.99 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -15470.189453 Penalty: 535.635498 Iteration 7Q: 3 clusters Score -15470.19 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -15470.715820 Penalty: 535.635498 Iteration 8Q: 3 clusters Score -15470.72 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -15471.635742 Penalty: 535.635498 Iteration 9Q: 3 clusters Score -15471.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -15471.635742 Penalty: 535.635498 Iteration 10F: 3 clusters Score -15471.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1159 members Mstep: Class 1 contains 11699 members Mstep: Class 2 contains 97153 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 488 members Mstep: Class 5 contains 183 members Mstep: Class 6 contains 70 members Mstep: Class 7 contains 1041 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 171 members Mstep: Class 10 contains 146 members Mstep: Class 11 contains 1226 members Mstep: Class 12 contains 269 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 222 members Mstep: Class 15 contains 16407 members Mstep: Class 16 contains 92 members Mstep: Class 17 contains 97 members Mstep: Class 18 contains 5481 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 1014 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 212 members Mstep: Class 23 contains 521 members Mstep: Class 24 contains 150 members Mstep: Class 25 contains 54 members Mstep: Class 26 contains 1549 members Mstep: Class 27 contains 379 members Mstep: Class 28 contains 132 members Mstep: Class 29 contains 141 members Mstep: Class 30 contains 228 members Entering Unmasked Estep Score: -7913740.000000 Penalty: 16220.160156 Splitting cluster 28 changes total score from -7913996.500000 to -7913740.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 29 (141 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Entering Unmasked Estep Score: -7048.081543 Penalty: 225.168579 Iteration 0F: 2 clusters Score -7048.082 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -6804.605957 Penalty: 450.337158 Iteration 0F: 3 clusters Score -6804.606 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -6844.030273 Penalty: 450.337158 Iteration 1F: 3 clusters Score -6844.03 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -6856.701172 Penalty: 450.337158 Iteration 2Q: 3 clusters Score -6856.701 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -6860.387207 Penalty: 450.337158 Iteration 3Q: 3 clusters Score -6860.387 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -6868.939941 Penalty: 450.337158 Iteration 4Q: 3 clusters Score -6868.94 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -6872.792480 Penalty: 450.337158 Iteration 5Q: 3 clusters Score -6872.792 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -6874.009766 Penalty: 450.337158 Iteration 6Q: 3 clusters Score -6874.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -6874.009766 Penalty: 450.337158 Iteration 7F: 3 clusters Score -6874.01 nChanged 0 --- Evaluating fit on full set of 434311 points --- Entering Unmasked Estep Score: -23763254.000000 Penalty: 17129.109375 21->30 Clusters: Score -23763254.000000, best is -23762794.000000 THE BEST YET! Starting from 22 clusters... Entering ConstructFrom: --- Running on subset of 144770 points --- Entering CEM Assigned 22 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6813 members Mstep: Class 2 contains 6950 members Mstep: Class 3 contains 6862 members Mstep: Class 4 contains 6934 members Mstep: Class 5 contains 6877 members Mstep: Class 6 contains 6851 members Mstep: Class 7 contains 6831 members Mstep: Class 8 contains 6905 members Mstep: Class 9 contains 7001 members Mstep: Class 10 contains 6839 members Mstep: Class 11 contains 6811 members Mstep: Class 12 contains 6901 members Mstep: Class 13 contains 6919 members Mstep: Class 14 contains 6800 members Mstep: Class 15 contains 6913 members Mstep: Class 16 contains 6933 members Mstep: Class 17 contains 7045 members Mstep: Class 18 contains 6883 members Mstep: Class 19 contains 6879 members Mstep: Class 20 contains 6946 members Mstep: Class 21 contains 6877 members Entering Unmasked Estep ConsiderDeletion Deleting Class 2. Lose 0.000000 but Gain 540.671875 Score: -5435534.000000 Penalty: 10813.440430 Iteration 0F: 21 clusters Score -5435534 nChanged 137883 Entering Unmasked Mstep Mstep: Class 0 contains 2619 members Mstep: Class 1 contains 397 members Mstep: Class 3 contains 2246 members Mstep: Class 4 contains 2 members Deleted class 4: not enough members Mstep: Class 5 contains 79 members Mstep: Class 6 contains 386 members Mstep: Class 7 contains 3911 members Mstep: Class 8 contains 6 members Deleted class 8: not enough members Mstep: Class 9 contains 123512 members Mstep: Class 10 contains 3800 members Mstep: Class 11 contains 61 members Mstep: Class 12 contains 305 members Mstep: Class 13 contains 256 members Mstep: Class 14 contains 775 members Mstep: Class 15 contains 284 members Mstep: Class 16 contains 33 members Mstep: Class 17 contains 149 members Mstep: Class 18 contains 2626 members Mstep: Class 19 contains 620 members Mstep: Class 20 contains 126 members Mstep: Class 21 contains 2577 members Entering Unmasked Estep ConsiderDeletion Deleting Class 13. Lose 10.786846 but Gain 540.671875 Score: -7617434.500000 Penalty: 9191.423828 Iteration 1F: 18 clusters Score -7617434 nChanged 15556 Entering Unmasked Mstep Mstep: Class 0 contains 2007 members Mstep: Class 1 contains 305 members Mstep: Class 3 contains 254 members Mstep: Class 5 contains 142 members Mstep: Class 6 contains 1034 members Mstep: Class 7 contains 2452 members Mstep: Class 9 contains 130070 members Mstep: Class 10 contains 1671 members Mstep: Class 11 contains 177 members Mstep: Class 12 contains 535 members Mstep: Class 14 contains 472 members Mstep: Class 15 contains 587 members Mstep: Class 16 contains 62 members Mstep: Class 17 contains 45 members Mstep: Class 18 contains 174 members Mstep: Class 19 contains 752 members Mstep: Class 20 contains 195 members Mstep: Class 21 contains 3836 members Entering Unmasked Estep ConsiderDeletion Deleting Class 17. Lose 94.794846 but Gain 540.671875 Score: -7835706.000000 Penalty: 8650.751953 Iteration 2F: 17 clusters Score -7835706 nChanged 4815 Entering Unmasked Mstep Mstep: Class 0 contains 1702 members Mstep: Class 1 contains 672 members Mstep: Class 3 contains 179 members Mstep: Class 5 contains 212 members Mstep: Class 6 contains 2495 members Mstep: Class 7 contains 1306 members Mstep: Class 9 contains 129500 members Mstep: Class 10 contains 1515 members Mstep: Class 11 contains 188 members Mstep: Class 12 contains 507 members Mstep: Class 14 contains 284 members Mstep: Class 15 contains 856 members Mstep: Class 16 contains 100 members Mstep: Class 18 contains 147 members Mstep: Class 19 contains 644 members Mstep: Class 20 contains 373 members Mstep: Class 21 contains 4090 members Entering Unmasked Estep ConsiderDeletion Deleting Class 18. Lose 332.854034 but Gain 540.671875 Score: -7863883.500000 Penalty: 8110.080078 Iteration 3Q: 16 clusters Score -7863884 nChanged 3575 Entering Unmasked Mstep Mstep: Class 0 contains 1575 members Mstep: Class 1 contains 976 members Mstep: Class 3 contains 359 members Mstep: Class 5 contains 252 members Mstep: Class 6 contains 4102 members Mstep: Class 7 contains 481 members Mstep: Class 9 contains 128002 members Mstep: Class 10 contains 1899 members Mstep: Class 11 contains 188 members Mstep: Class 12 contains 444 members Mstep: Class 14 contains 290 members Mstep: Class 15 contains 972 members Mstep: Class 16 contains 126 members Mstep: Class 19 contains 435 members Mstep: Class 20 contains 560 members Mstep: Class 21 contains 4109 members Entering Unmasked Estep ConsiderDeletion Score: -7871543.500000 Penalty: 8110.080078 Iteration 4Q: 16 clusters Score -7871544 nChanged 2652 Entering Unmasked Mstep Mstep: Class 0 contains 1574 members Mstep: Class 1 contains 1175 members Mstep: Class 3 contains 467 members Mstep: Class 5 contains 264 members Mstep: Class 6 contains 5477 members Mstep: Class 7 contains 173 members Mstep: Class 9 contains 126307 members Mstep: Class 10 contains 2329 members Mstep: Class 11 contains 188 members Mstep: Class 12 contains 377 members Mstep: Class 14 contains 345 members Mstep: Class 15 contains 963 members Mstep: Class 16 contains 124 members Mstep: Class 19 contains 339 members Mstep: Class 20 contains 650 members Mstep: Class 21 contains 4018 members Entering Unmasked Estep ConsiderDeletion Score: -7874948.000000 Penalty: 8110.080078 Iteration 5Q: 16 clusters Score -7874948 nChanged 1992 Entering Unmasked Mstep Mstep: Class 0 contains 1573 members Mstep: Class 1 contains 1287 members Mstep: Class 3 contains 536 members Mstep: Class 5 contains 277 members Mstep: Class 6 contains 6556 members Mstep: Class 7 contains 152 members Mstep: Class 9 contains 124818 members Mstep: Class 10 contains 2659 members Mstep: Class 11 contains 188 members Mstep: Class 12 contains 337 members Mstep: Class 14 contains 378 members Mstep: Class 15 contains 960 members Mstep: Class 16 contains 108 members Mstep: Class 19 contains 310 members Mstep: Class 20 contains 699 members Mstep: Class 21 contains 3932 members Entering Unmasked Estep ConsiderDeletion Score: -7876676.500000 Penalty: 8110.080078 Iteration 6Q: 16 clusters Score -7876676 nChanged 1554 Entering Unmasked Mstep Mstep: Class 0 contains 1573 members Mstep: Class 1 contains 1386 members Mstep: Class 3 contains 573 members Mstep: Class 5 contains 293 members Mstep: Class 6 contains 7362 members Mstep: Class 7 contains 157 members Mstep: Class 9 contains 123632 members Mstep: Class 10 contains 2976 members Mstep: Class 11 contains 188 members Mstep: Class 12 contains 322 members Mstep: Class 14 contains 397 members Mstep: Class 15 contains 959 members Mstep: Class 16 contains 101 members Mstep: Class 19 contains 287 members Mstep: Class 20 contains 724 members Mstep: Class 21 contains 3840 members Entering Unmasked Estep ConsiderDeletion Score: -7877598.500000 Penalty: 8110.080078 Iteration 7Q: 16 clusters Score -7877598 nChanged 1192 Entering Unmasked Mstep Mstep: Class 0 contains 1573 members Mstep: Class 1 contains 1463 members Mstep: Class 3 contains 582 members Mstep: Class 5 contains 310 members Mstep: Class 6 contains 7962 members Mstep: Class 7 contains 169 members Mstep: Class 9 contains 122723 members Mstep: Class 10 contains 3244 members Mstep: Class 11 contains 188 members Mstep: Class 12 contains 318 members Mstep: Class 14 contains 406 members Mstep: Class 15 contains 958 members Mstep: Class 16 contains 97 members Mstep: Class 19 contains 278 members Mstep: Class 20 contains 735 members Mstep: Class 21 contains 3764 members Entering Unmasked Estep ConsiderDeletion Score: -7878155.500000 Penalty: 8110.080078 Iteration 8Q: 16 clusters Score -7878156 nChanged 933 Entering Unmasked Mstep Mstep: Class 0 contains 1573 members Mstep: Class 1 contains 1525 members Mstep: Class 3 contains 591 members Mstep: Class 5 contains 324 members Mstep: Class 6 contains 8413 members Mstep: Class 7 contains 175 members Mstep: Class 9 contains 122044 members Mstep: Class 10 contains 3441 members Mstep: Class 11 contains 188 members Mstep: Class 12 contains 314 members Mstep: Class 14 contains 408 members Mstep: Class 15 contains 958 members Mstep: Class 16 contains 95 members Mstep: Class 19 contains 273 members Mstep: Class 20 contains 745 members Mstep: Class 21 contains 3703 members Entering Unmasked Estep ConsiderDeletion Score: -7878518.500000 Penalty: 8110.080078 Iteration 9Q: 16 clusters Score -7878518 nChanged 709 Entering Unmasked Mstep Mstep: Class 0 contains 1573 members Mstep: Class 1 contains 1566 members Mstep: Class 3 contains 598 members Mstep: Class 5 contains 346 members Mstep: Class 6 contains 8747 members Mstep: Class 7 contains 169 members Mstep: Class 9 contains 121537 members Mstep: Class 10 contains 3591 members Mstep: Class 11 contains 188 members Mstep: Class 12 contains 315 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 958 members Mstep: Class 16 contains 94 members Mstep: Class 19 contains 267 members Mstep: Class 20 contains 750 members Mstep: Class 21 contains 3662 members Entering Unmasked Estep ConsiderDeletion Score: -7878703.000000 Penalty: 8110.080078 Iteration 10Q: 16 clusters Score -7878703 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 1573 members Mstep: Class 1 contains 1600 members Mstep: Class 3 contains 605 members Mstep: Class 5 contains 372 members Mstep: Class 6 contains 9004 members Mstep: Class 7 contains 166 members Mstep: Class 9 contains 121125 members Mstep: Class 10 contains 3716 members Mstep: Class 11 contains 188 members Mstep: Class 12 contains 323 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 958 members Mstep: Class 16 contains 94 members Mstep: Class 19 contains 260 members Mstep: Class 20 contains 751 members Mstep: Class 21 contains 3626 members Entering Unmasked Estep ConsiderDeletion Score: -7878879.000000 Penalty: 8110.080078 Iteration 11Q: 16 clusters Score -7878879 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 1573 members Mstep: Class 1 contains 1631 members Mstep: Class 3 contains 610 members Mstep: Class 5 contains 385 members Mstep: Class 6 contains 9198 members Mstep: Class 7 contains 162 members Mstep: Class 9 contains 120826 members Mstep: Class 10 contains 3808 members Mstep: Class 11 contains 188 members Mstep: Class 12 contains 324 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 958 members Mstep: Class 16 contains 93 members Mstep: Class 19 contains 259 members Mstep: Class 20 contains 751 members Mstep: Class 21 contains 3595 members Entering Unmasked Estep ConsiderDeletion Score: -7879015.500000 Penalty: 8110.080078 Iteration 12Q: 16 clusters Score -7879016 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 1573 members Mstep: Class 1 contains 1663 members Mstep: Class 3 contains 608 members Mstep: Class 5 contains 393 members Mstep: Class 6 contains 9356 members Mstep: Class 7 contains 159 members Mstep: Class 9 contains 120581 members Mstep: Class 10 contains 3890 members Mstep: Class 11 contains 188 members Mstep: Class 12 contains 328 members Mstep: Class 14 contains 410 members Mstep: Class 15 contains 958 members Mstep: Class 16 contains 92 members Mstep: Class 19 contains 256 members Mstep: Class 20 contains 751 members Mstep: Class 21 contains 3564 members Entering Unmasked Estep ConsiderDeletion Score: -7879166.500000 Penalty: 8110.080078 Iteration 13Q: 16 clusters Score -7879166 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 1573 members Mstep: Class 1 contains 1686 members Mstep: Class 3 contains 609 members Mstep: Class 5 contains 407 members Mstep: Class 6 contains 9467 members Mstep: Class 7 contains 155 members Mstep: Class 9 contains 120384 members Mstep: Class 10 contains 3964 members Mstep: Class 11 contains 188 members Mstep: Class 12 contains 325 members Mstep: Class 14 contains 410 members Mstep: Class 15 contains 958 members Mstep: Class 16 contains 92 members Mstep: Class 19 contains 256 members Mstep: Class 20 contains 753 members Mstep: Class 21 contains 3543 members Entering Unmasked Estep ConsiderDeletion Score: -7879297.000000 Penalty: 8110.080078 Iteration 14Q: 16 clusters Score -7879297 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 1573 members Mstep: Class 1 contains 1705 members Mstep: Class 3 contains 611 members Mstep: Class 5 contains 422 members Mstep: Class 6 contains 9542 members Mstep: Class 7 contains 148 members Mstep: Class 9 contains 120236 members Mstep: Class 10 contains 4025 members Mstep: Class 11 contains 188 members Mstep: Class 12 contains 325 members Mstep: Class 14 contains 410 members Mstep: Class 15 contains 956 members Mstep: Class 16 contains 92 members Mstep: Class 19 contains 255 members Mstep: Class 20 contains 755 members Mstep: Class 21 contains 3527 members Entering Unmasked Estep ConsiderDeletion Score: -7879488.000000 Penalty: 8110.080078 Iteration 15Q: 16 clusters Score -7879488 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 1573 members Mstep: Class 1 contains 1714 members Mstep: Class 3 contains 610 members Mstep: Class 5 contains 431 members Mstep: Class 6 contains 9582 members Mstep: Class 7 contains 148 members Mstep: Class 9 contains 120122 members Mstep: Class 10 contains 4093 members Mstep: Class 11 contains 188 members Mstep: Class 12 contains 323 members Mstep: Class 14 contains 410 members Mstep: Class 15 contains 953 members Mstep: Class 16 contains 92 members Mstep: Class 19 contains 255 members Mstep: Class 20 contains 758 members Mstep: Class 21 contains 3518 members Entering Unmasked Estep ConsiderDeletion Score: -7879660.500000 Penalty: 8110.080078 Iteration 16Q: 16 clusters Score -7879660 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 1573 members Mstep: Class 1 contains 1720 members Mstep: Class 3 contains 612 members Mstep: Class 5 contains 434 members Mstep: Class 6 contains 9598 members Mstep: Class 7 contains 147 members Mstep: Class 9 contains 120021 members Mstep: Class 10 contains 4177 members Mstep: Class 11 contains 188 members Mstep: Class 12 contains 327 members Mstep: Class 14 contains 410 members Mstep: Class 15 contains 952 members Mstep: Class 16 contains 91 members Mstep: Class 19 contains 250 members Mstep: Class 20 contains 758 members Mstep: Class 21 contains 3512 members Entering Unmasked Estep ConsiderDeletion Score: -7879783.000000 Penalty: 8110.080078 Iteration 17Q: 16 clusters Score -7879783 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 1573 members Mstep: Class 1 contains 1726 members Mstep: Class 3 contains 613 members Mstep: Class 5 contains 439 members Mstep: Class 6 contains 9621 members Mstep: Class 7 contains 145 members Mstep: Class 9 contains 119925 members Mstep: Class 10 contains 4246 members Mstep: Class 11 contains 188 members Mstep: Class 12 contains 329 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 951 members Mstep: Class 16 contains 91 members Mstep: Class 19 contains 247 members Mstep: Class 20 contains 760 members Mstep: Class 21 contains 3507 members Entering Unmasked Estep ConsiderDeletion Score: -7879887.500000 Penalty: 8110.080078 Iteration 18Q: 16 clusters Score -7879888 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 1573 members Mstep: Class 1 contains 1730 members Mstep: Class 3 contains 614 members Mstep: Class 5 contains 445 members Mstep: Class 6 contains 9623 members Mstep: Class 7 contains 143 members Mstep: Class 9 contains 119842 members Mstep: Class 10 contains 4320 members Mstep: Class 11 contains 188 members Mstep: Class 12 contains 330 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 951 members Mstep: Class 16 contains 91 members Mstep: Class 19 contains 246 members Mstep: Class 20 contains 761 members Mstep: Class 21 contains 3504 members Entering Unmasked Estep ConsiderDeletion Score: -7879946.500000 Penalty: 8110.080078 Iteration 19Q: 16 clusters Score -7879946 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 1573 members Mstep: Class 1 contains 1731 members Mstep: Class 3 contains 614 members Mstep: Class 5 contains 449 members Mstep: Class 6 contains 9636 members Mstep: Class 7 contains 144 members Mstep: Class 9 contains 119775 members Mstep: Class 10 contains 4370 members Mstep: Class 11 contains 188 members Mstep: Class 12 contains 331 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 950 members Mstep: Class 16 contains 90 members Mstep: Class 19 contains 246 members Mstep: Class 20 contains 761 members Mstep: Class 21 contains 3503 members Entering Unmasked Estep ConsiderDeletion Deleting Class 16. Lose 342.528931 but Gain 540.671875 Score: -7891967.000000 Penalty: 7569.408203 Iteration 20F: 15 clusters Score -7891967 nChanged 1072 Entering Unmasked Mstep Mstep: Class 0 contains 1188 members Mstep: Class 1 contains 1791 members Mstep: Class 3 contains 654 members Mstep: Class 5 contains 512 members Mstep: Class 6 contains 9699 members Mstep: Class 7 contains 152 members Mstep: Class 9 contains 119546 members Mstep: Class 10 contains 4486 members Mstep: Class 11 contains 188 members Mstep: Class 12 contains 359 members Mstep: Class 14 contains 462 members Mstep: Class 15 contains 1317 members Mstep: Class 19 contains 190 members Mstep: Class 20 contains 783 members Mstep: Class 21 contains 3443 members Entering Unmasked Estep ConsiderDeletion Score: -7894324.500000 Penalty: 7569.408203 Iteration 21Q: 15 clusters Score -7894324 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 1835 members Mstep: Class 3 contains 691 members Mstep: Class 5 contains 508 members Mstep: Class 6 contains 9782 members Mstep: Class 7 contains 154 members Mstep: Class 9 contains 119302 members Mstep: Class 10 contains 4619 members Mstep: Class 11 contains 188 members Mstep: Class 12 contains 350 members Mstep: Class 14 contains 478 members Mstep: Class 15 contains 1316 members Mstep: Class 19 contains 164 members Mstep: Class 20 contains 799 members Mstep: Class 21 contains 3398 members Entering Unmasked Estep ConsiderDeletion Score: -7894566.000000 Penalty: 7569.408203 Iteration 22Q: 15 clusters Score -7894566 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 1869 members Mstep: Class 3 contains 722 members Mstep: Class 5 contains 494 members Mstep: Class 6 contains 9852 members Mstep: Class 7 contains 154 members Mstep: Class 9 contains 119108 members Mstep: Class 10 contains 4725 members Mstep: Class 11 contains 188 members Mstep: Class 12 contains 340 members Mstep: Class 14 contains 487 members Mstep: Class 15 contains 1316 members Mstep: Class 19 contains 155 members Mstep: Class 20 contains 809 members Mstep: Class 21 contains 3365 members Entering Unmasked Estep ConsiderDeletion Score: -7894742.500000 Penalty: 7569.408203 Iteration 23Q: 15 clusters Score -7894742 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 1895 members Mstep: Class 3 contains 748 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 9915 members Mstep: Class 7 contains 155 members Mstep: Class 9 contains 118932 members Mstep: Class 10 contains 4816 members Mstep: Class 11 contains 188 members Mstep: Class 12 contains 328 members Mstep: Class 14 contains 499 members Mstep: Class 15 contains 1316 members Mstep: Class 19 contains 155 members Mstep: Class 20 contains 811 members Mstep: Class 21 contains 3339 members Entering Unmasked Estep ConsiderDeletion Score: -7894917.500000 Penalty: 7569.408203 Iteration 24Q: 15 clusters Score -7894918 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 1908 members Mstep: Class 3 contains 783 members Mstep: Class 5 contains 488 members Mstep: Class 6 contains 9981 members Mstep: Class 7 contains 156 members Mstep: Class 9 contains 118740 members Mstep: Class 10 contains 4906 members Mstep: Class 11 contains 188 members Mstep: Class 12 contains 323 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 1316 members Mstep: Class 19 contains 155 members Mstep: Class 20 contains 813 members Mstep: Class 21 contains 3324 members Entering Unmasked Estep ConsiderDeletion Score: -7895037.000000 Penalty: 7569.408203 Iteration 25Q: 15 clusters Score -7895037 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 1916 members Mstep: Class 3 contains 836 members Mstep: Class 5 contains 487 members Mstep: Class 6 contains 10050 members Mstep: Class 7 contains 159 members Mstep: Class 9 contains 118533 members Mstep: Class 10 contains 4989 members Mstep: Class 11 contains 188 members Mstep: Class 12 contains 322 members Mstep: Class 14 contains 505 members Mstep: Class 15 contains 1316 members Mstep: Class 19 contains 155 members Mstep: Class 20 contains 813 members Mstep: Class 21 contains 3315 members Entering Unmasked Estep ConsiderDeletion Score: -7895141.000000 Penalty: 7569.408203 Iteration 26Q: 15 clusters Score -7895141 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 1929 members Mstep: Class 3 contains 924 members Mstep: Class 5 contains 485 members Mstep: Class 6 contains 10123 members Mstep: Class 7 contains 157 members Mstep: Class 9 contains 118293 members Mstep: Class 10 contains 5066 members Mstep: Class 11 contains 188 members Mstep: Class 12 contains 323 members Mstep: Class 14 contains 507 members Mstep: Class 15 contains 1316 members Mstep: Class 19 contains 155 members Mstep: Class 20 contains 813 members Mstep: Class 21 contains 3305 members Entering Unmasked Estep ConsiderDeletion Score: -7895292.500000 Penalty: 7569.408203 Iteration 27Q: 15 clusters Score -7895292 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 1946 members Mstep: Class 3 contains 1038 members Mstep: Class 5 contains 484 members Mstep: Class 6 contains 10168 members Mstep: Class 7 contains 159 members Mstep: Class 9 contains 118078 members Mstep: Class 10 contains 5121 members Mstep: Class 11 contains 188 members Mstep: Class 12 contains 323 members Mstep: Class 14 contains 508 members Mstep: Class 15 contains 1316 members Mstep: Class 19 contains 155 members Mstep: Class 20 contains 813 members Mstep: Class 21 contains 3287 members Entering Unmasked Estep ConsiderDeletion Score: -7895419.500000 Penalty: 7569.408203 Iteration 28Q: 15 clusters Score -7895420 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 1959 members Mstep: Class 3 contains 1204 members Mstep: Class 5 contains 484 members Mstep: Class 6 contains 10225 members Mstep: Class 7 contains 159 members Mstep: Class 9 contains 117830 members Mstep: Class 10 contains 5140 members Mstep: Class 11 contains 188 members Mstep: Class 12 contains 325 members Mstep: Class 14 contains 511 members Mstep: Class 15 contains 1316 members Mstep: Class 19 contains 155 members Mstep: Class 20 contains 813 members Mstep: Class 21 contains 3275 members Entering Unmasked Estep ConsiderDeletion Score: -7895593.000000 Penalty: 7569.408203 Iteration 29Q: 15 clusters Score -7895593 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 1965 members Mstep: Class 3 contains 1410 members Mstep: Class 5 contains 486 members Mstep: Class 6 contains 10271 members Mstep: Class 7 contains 163 members Mstep: Class 9 contains 117552 members Mstep: Class 10 contains 5156 members Mstep: Class 11 contains 188 members Mstep: Class 12 contains 325 members Mstep: Class 14 contains 516 members Mstep: Class 15 contains 1316 members Mstep: Class 19 contains 155 members Mstep: Class 20 contains 813 members Mstep: Class 21 contains 3268 members Entering Unmasked Estep ConsiderDeletion Score: -7895848.000000 Penalty: 7569.408203 Iteration 30Q: 15 clusters Score -7895848 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 1968 members Mstep: Class 3 contains 1676 members Mstep: Class 5 contains 489 members Mstep: Class 6 contains 10321 members Mstep: Class 7 contains 163 members Mstep: Class 9 contains 117227 members Mstep: Class 10 contains 5158 members Mstep: Class 11 contains 188 members Mstep: Class 12 contains 323 members Mstep: Class 14 contains 522 members Mstep: Class 15 contains 1316 members Mstep: Class 19 contains 155 members Mstep: Class 20 contains 813 members Mstep: Class 21 contains 3265 members Entering Unmasked Estep ConsiderDeletion Score: -7896092.000000 Penalty: 7569.408203 Iteration 31Q: 15 clusters Score -7896092 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 1972 members Mstep: Class 3 contains 1968 members Mstep: Class 5 contains 491 members Mstep: Class 6 contains 10363 members Mstep: Class 7 contains 163 members Mstep: Class 9 contains 116887 members Mstep: Class 10 contains 5157 members Mstep: Class 11 contains 188 members Mstep: Class 12 contains 323 members Mstep: Class 14 contains 527 members Mstep: Class 15 contains 1316 members Mstep: Class 19 contains 155 members Mstep: Class 20 contains 813 members Mstep: Class 21 contains 3261 members Entering Unmasked Estep ConsiderDeletion Score: -7896274.500000 Penalty: 7569.408203 Iteration 32Q: 15 clusters Score -7896274 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 1976 members Mstep: Class 3 contains 2269 members Mstep: Class 5 contains 491 members Mstep: Class 6 contains 10399 members Mstep: Class 7 contains 162 members Mstep: Class 9 contains 116554 members Mstep: Class 10 contains 5145 members Mstep: Class 11 contains 188 members Mstep: Class 12 contains 323 members Mstep: Class 14 contains 536 members Mstep: Class 15 contains 1316 members Mstep: Class 19 contains 155 members Mstep: Class 20 contains 813 members Mstep: Class 21 contains 3257 members Entering Unmasked Estep ConsiderDeletion Score: -7896498.000000 Penalty: 7569.408203 Iteration 33Q: 15 clusters Score -7896498 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 1983 members Mstep: Class 3 contains 2572 members Mstep: Class 5 contains 494 members Mstep: Class 6 contains 10431 members Mstep: Class 7 contains 162 members Mstep: Class 9 contains 116231 members Mstep: Class 10 contains 5121 members Mstep: Class 11 contains 188 members Mstep: Class 12 contains 323 members Mstep: Class 14 contains 545 members Mstep: Class 15 contains 1316 members Mstep: Class 19 contains 155 members Mstep: Class 20 contains 813 members Mstep: Class 21 contains 3250 members Entering Unmasked Estep ConsiderDeletion Score: -7896708.000000 Penalty: 7569.408203 Iteration 34Q: 15 clusters Score -7896708 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 1988 members Mstep: Class 3 contains 2883 members Mstep: Class 5 contains 496 members Mstep: Class 6 contains 10458 members Mstep: Class 7 contains 162 members Mstep: Class 9 contains 115897 members Mstep: Class 10 contains 5107 members Mstep: Class 11 contains 188 members Mstep: Class 12 contains 320 members Mstep: Class 14 contains 555 members Mstep: Class 15 contains 1316 members Mstep: Class 19 contains 156 members Mstep: Class 20 contains 813 members Mstep: Class 21 contains 3245 members Entering Unmasked Estep ConsiderDeletion Score: -7896896.000000 Penalty: 7569.408203 Iteration 35Q: 15 clusters Score -7896896 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 1989 members Mstep: Class 3 contains 3177 members Mstep: Class 5 contains 498 members Mstep: Class 6 contains 10470 members Mstep: Class 7 contains 162 members Mstep: Class 9 contains 115592 members Mstep: Class 10 contains 5089 members Mstep: Class 11 contains 188 members Mstep: Class 12 contains 320 members Mstep: Class 14 contains 570 members Mstep: Class 15 contains 1316 members Mstep: Class 19 contains 156 members Mstep: Class 20 contains 813 members Mstep: Class 21 contains 3244 members Entering Unmasked Estep ConsiderDeletion Score: -7897036.500000 Penalty: 7569.408203 Iteration 36Q: 15 clusters Score -7897036 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 1989 members Mstep: Class 3 contains 3443 members Mstep: Class 5 contains 500 members Mstep: Class 6 contains 10476 members Mstep: Class 7 contains 162 members Mstep: Class 9 contains 115336 members Mstep: Class 10 contains 5060 members Mstep: Class 11 contains 188 members Mstep: Class 12 contains 320 members Mstep: Class 14 contains 581 members Mstep: Class 15 contains 1316 members Mstep: Class 19 contains 156 members Mstep: Class 20 contains 813 members Mstep: Class 21 contains 3244 members Entering Unmasked Estep ConsiderDeletion Score: -7897168.500000 Penalty: 7569.408203 Iteration 37Q: 15 clusters Score -7897168 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 1989 members Mstep: Class 3 contains 3683 members Mstep: Class 5 contains 503 members Mstep: Class 6 contains 10502 members Mstep: Class 7 contains 162 members Mstep: Class 9 contains 115093 members Mstep: Class 10 contains 5020 members Mstep: Class 11 contains 188 members Mstep: Class 12 contains 320 members Mstep: Class 14 contains 595 members Mstep: Class 15 contains 1316 members Mstep: Class 19 contains 156 members Mstep: Class 20 contains 813 members Mstep: Class 21 contains 3244 members Entering Unmasked Estep ConsiderDeletion Score: -7897246.000000 Penalty: 7569.408203 Iteration 38Q: 15 clusters Score -7897246 nChanged 375 Entering ConstructFrom: Score: -7897246.000000 Penalty: 7569.408203 Entering ConstructFrom: Trying to split cluster 1 (1988 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Entering Unmasked Estep Score: -108059.000000 Penalty: 345.567230 Iteration 0F: 2 clusters Score -108059 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -106644.820312 Penalty: 691.134460 Iteration 0F: 3 clusters Score -106644.8 nChanged 848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -107118.656250 Penalty: 691.134460 Iteration 1F: 3 clusters Score -107118.7 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -107181.960938 Penalty: 691.134460 Iteration 2F: 3 clusters Score -107182 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -107240.921875 Penalty: 691.134460 Iteration 3F: 3 clusters Score -107240.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -107308.359375 Penalty: 691.134460 Iteration 4Q: 3 clusters Score -107308.4 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -107383.664062 Penalty: 691.134460 Iteration 5F: 3 clusters Score -107383.7 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -107496.250000 Penalty: 691.134460 Iteration 6F: 3 clusters Score -107496.2 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -107629.039062 Penalty: 691.134460 Iteration 7F: 3 clusters Score -107629 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -107826.648438 Penalty: 691.134460 Iteration 8Q: 3 clusters Score -107826.6 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -108000.453125 Penalty: 691.134460 Iteration 9Q: 3 clusters Score -108000.5 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -108128.890625 Penalty: 691.134460 Iteration 10Q: 3 clusters Score -108128.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -108228.148438 Penalty: 691.134460 Iteration 11Q: 3 clusters Score -108228.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -108318.179688 Penalty: 691.134460 Iteration 12Q: 3 clusters Score -108318.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -108353.546875 Penalty: 691.134460 Iteration 13Q: 3 clusters Score -108353.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -108361.000000 Penalty: 691.134460 Iteration 14Q: 3 clusters Score -108361 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -108366.679688 Penalty: 691.134460 Iteration 15Q: 3 clusters Score -108366.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -108370.375000 Penalty: 691.134460 Iteration 16Q: 3 clusters Score -108370.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -108372.359375 Penalty: 691.134460 Iteration 17Q: 3 clusters Score -108372.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -108372.734375 Penalty: 691.134460 Iteration 18Q: 3 clusters Score -108372.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -108373.562500 Penalty: 691.134460 Iteration 19Q: 3 clusters Score -108373.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -108376.687500 Penalty: 691.134460 Iteration 20F: 3 clusters Score -108376.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -108379.039062 Penalty: 691.134460 Iteration 21Q: 3 clusters Score -108379 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -108381.492188 Penalty: 691.134460 Iteration 22Q: 3 clusters Score -108381.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -108382.882812 Penalty: 691.134460 Iteration 23Q: 3 clusters Score -108382.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -108384.484375 Penalty: 691.134460 Iteration 24Q: 3 clusters Score -108384.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -108386.976562 Penalty: 691.134460 Iteration 25Q: 3 clusters Score -108387 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -108392.117188 Penalty: 691.134460 Iteration 26Q: 3 clusters Score -108392.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -108415.304688 Penalty: 691.134460 Iteration 27Q: 3 clusters Score -108415.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -108452.343750 Penalty: 691.134460 Iteration 28Q: 3 clusters Score -108452.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -108481.789062 Penalty: 691.134460 Iteration 29Q: 3 clusters Score -108481.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -108502.500000 Penalty: 691.134460 Iteration 30Q: 3 clusters Score -108502.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -108516.929688 Penalty: 691.134460 Iteration 31Q: 3 clusters Score -108516.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -108531.351562 Penalty: 691.134460 Iteration 32Q: 3 clusters Score -108531.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -108540.906250 Penalty: 691.134460 Iteration 33Q: 3 clusters Score -108540.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -108548.851562 Penalty: 691.134460 Iteration 34Q: 3 clusters Score -108548.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -108552.265625 Penalty: 691.134460 Iteration 35Q: 3 clusters Score -108552.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -108552.984375 Penalty: 691.134460 Iteration 36Q: 3 clusters Score -108553 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -108554.109375 Penalty: 691.134460 Iteration 37Q: 3 clusters Score -108554.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -108554.312500 Penalty: 691.134460 Iteration 38Q: 3 clusters Score -108554.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -108554.609375 Penalty: 691.134460 Iteration 39Q: 3 clusters Score -108554.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -108555.296875 Penalty: 691.134460 Iteration 40F: 3 clusters Score -108555.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -108556.093750 Penalty: 691.134460 Iteration 41Q: 3 clusters Score -108556.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -108556.375000 Penalty: 691.134460 Iteration 42Q: 3 clusters Score -108556.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -108556.578125 Penalty: 691.134460 Iteration 43Q: 3 clusters Score -108556.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -108556.851562 Penalty: 691.134460 Iteration 44Q: 3 clusters Score -108556.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -108556.851562 Penalty: 691.134460 Iteration 45F: 3 clusters Score -108556.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 957 members Mstep: Class 3 contains 3905 members Mstep: Class 5 contains 506 members Mstep: Class 6 contains 10523 members Mstep: Class 7 contains 162 members Mstep: Class 9 contains 114872 members Mstep: Class 10 contains 4987 members Mstep: Class 11 contains 188 members Mstep: Class 12 contains 320 members Mstep: Class 14 contains 604 members Mstep: Class 15 contains 1316 members Mstep: Class 19 contains 156 members Mstep: Class 20 contains 813 members Mstep: Class 21 contains 3244 members Entering Unmasked Estep Score: -7897555.500000 Penalty: 8110.080078 Splitting cluster 1 changes total score from -7897246.000000 to -7897555.500000 So it's getting split into cluster 2. Entering ConstructFrom: Trying to split cluster 3 (3905 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3905 members Entering Unmasked Estep Score: -238837.031250 Penalty: 376.285583 Iteration 0F: 2 clusters Score -238837 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -236193.515625 Penalty: 752.571167 Iteration 0F: 3 clusters Score -236193.5 nChanged 1731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -237162.765625 Penalty: 752.571167 Iteration 1F: 3 clusters Score -237162.8 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -237412.968750 Penalty: 752.571167 Iteration 2F: 3 clusters Score -237413 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -237690.265625 Penalty: 752.571167 Iteration 3F: 3 clusters Score -237690.3 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -237964.625000 Penalty: 752.571167 Iteration 4F: 3 clusters Score -237964.6 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -238174.781250 Penalty: 752.571167 Iteration 5F: 3 clusters Score -238174.8 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -238322.968750 Penalty: 752.571167 Iteration 6F: 3 clusters Score -238323 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -238428.078125 Penalty: 752.571167 Iteration 7Q: 3 clusters Score -238428.1 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -238508.781250 Penalty: 752.571167 Iteration 8Q: 3 clusters Score -238508.8 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -238569.312500 Penalty: 752.571167 Iteration 9Q: 3 clusters Score -238569.3 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 2467 members Entering Unmasked Estep Score: -238633.078125 Penalty: 752.571167 Iteration 10Q: 3 clusters Score -238633.1 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 2572 members Entering Unmasked Estep Score: -238694.875000 Penalty: 752.571167 Iteration 11Q: 3 clusters Score -238694.9 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 2678 members Entering Unmasked Estep Score: -238750.828125 Penalty: 752.571167 Iteration 12Q: 3 clusters Score -238750.8 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -238790.468750 Penalty: 752.571167 Iteration 13Q: 3 clusters Score -238790.5 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 2846 members Entering Unmasked Estep Score: -238819.531250 Penalty: 752.571167 Iteration 14Q: 3 clusters Score -238819.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 2907 members Entering Unmasked Estep Score: -238841.046875 Penalty: 752.571167 Iteration 15Q: 3 clusters Score -238841 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 2961 members Entering Unmasked Estep Score: -238862.484375 Penalty: 752.571167 Iteration 16Q: 3 clusters Score -238862.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 3021 members Entering Unmasked Estep Score: -238888.671875 Penalty: 752.571167 Iteration 17Q: 3 clusters Score -238888.7 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 3079 members Entering Unmasked Estep Score: -238915.437500 Penalty: 752.571167 Iteration 18Q: 3 clusters Score -238915.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 3133 members Entering Unmasked Estep Score: -238939.031250 Penalty: 752.571167 Iteration 19Q: 3 clusters Score -238939 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 3185 members Entering Unmasked Estep Score: -238961.281250 Penalty: 752.571167 Iteration 20F: 3 clusters Score -238961.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 3229 members Entering Unmasked Estep Score: -238976.765625 Penalty: 752.571167 Iteration 21Q: 3 clusters Score -238976.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 3268 members Entering Unmasked Estep Score: -238991.906250 Penalty: 752.571167 Iteration 22Q: 3 clusters Score -238991.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 3304 members Entering Unmasked Estep Score: -239004.609375 Penalty: 752.571167 Iteration 23Q: 3 clusters Score -239004.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 3332 members Entering Unmasked Estep Score: -239012.312500 Penalty: 752.571167 Iteration 24Q: 3 clusters Score -239012.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 3352 members Entering Unmasked Estep Score: -239017.015625 Penalty: 752.571167 Iteration 25Q: 3 clusters Score -239017 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 3370 members Entering Unmasked Estep Score: -239021.390625 Penalty: 752.571167 Iteration 26Q: 3 clusters Score -239021.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 3385 members Entering Unmasked Estep Score: -239025.203125 Penalty: 752.571167 Iteration 27Q: 3 clusters Score -239025.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 3395 members Entering Unmasked Estep Score: -239027.781250 Penalty: 752.571167 Iteration 28Q: 3 clusters Score -239027.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 3405 members Entering Unmasked Estep Score: -239030.765625 Penalty: 752.571167 Iteration 29Q: 3 clusters Score -239030.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 3414 members Entering Unmasked Estep Score: -239033.140625 Penalty: 752.571167 Iteration 30Q: 3 clusters Score -239033.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 3424 members Entering Unmasked Estep Score: -239036.031250 Penalty: 752.571167 Iteration 31Q: 3 clusters Score -239036 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 3430 members Entering Unmasked Estep Score: -239036.671875 Penalty: 752.571167 Iteration 32Q: 3 clusters Score -239036.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 3437 members Entering Unmasked Estep Score: -239039.515625 Penalty: 752.571167 Iteration 33Q: 3 clusters Score -239039.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 3449 members Entering Unmasked Estep Score: -239044.765625 Penalty: 752.571167 Iteration 34Q: 3 clusters Score -239044.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 3461 members Entering Unmasked Estep Score: -239048.187500 Penalty: 752.571167 Iteration 35Q: 3 clusters Score -239048.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 3469 members Entering Unmasked Estep Score: -239050.609375 Penalty: 752.571167 Iteration 36Q: 3 clusters Score -239050.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 3478 members Entering Unmasked Estep Score: -239054.203125 Penalty: 752.571167 Iteration 37Q: 3 clusters Score -239054.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 3491 members Entering Unmasked Estep Score: -239061.156250 Penalty: 752.571167 Iteration 38Q: 3 clusters Score -239061.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 3496 members Entering Unmasked Estep Score: -239063.796875 Penalty: 752.571167 Iteration 39Q: 3 clusters Score -239063.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 3499 members Entering Unmasked Estep Score: -239064.171875 Penalty: 752.571167 Iteration 40F: 3 clusters Score -239064.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 3501 members Entering Unmasked Estep Score: -239064.921875 Penalty: 752.571167 Iteration 41Q: 3 clusters Score -239064.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 3504 members Entering Unmasked Estep Score: -239065.890625 Penalty: 752.571167 Iteration 42Q: 3 clusters Score -239065.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 3508 members Entering Unmasked Estep Score: -239067.250000 Penalty: 752.571167 Iteration 43Q: 3 clusters Score -239067.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 3511 members Entering Unmasked Estep Score: -239067.546875 Penalty: 752.571167 Iteration 44Q: 3 clusters Score -239067.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 3514 members Entering Unmasked Estep Score: -239068.453125 Penalty: 752.571167 Iteration 45Q: 3 clusters Score -239068.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 3518 members Entering Unmasked Estep Score: -239068.921875 Penalty: 752.571167 Iteration 46Q: 3 clusters Score -239068.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 3521 members Entering Unmasked Estep Score: -239069.234375 Penalty: 752.571167 Iteration 47Q: 3 clusters Score -239069.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 3522 members Entering Unmasked Estep Score: -239069.234375 Penalty: 752.571167 Iteration 48Q: 3 clusters Score -239069.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 3523 members Entering Unmasked Estep Score: -239069.234375 Penalty: 752.571167 Iteration 49Q: 3 clusters Score -239069.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 3523 members Entering Unmasked Estep Score: -239069.234375 Penalty: 752.571167 Iteration 50F: 3 clusters Score -239069.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 957 members Mstep: Class 3 contains 382 members Mstep: Class 4 contains 3523 members Mstep: Class 5 contains 506 members Mstep: Class 6 contains 10523 members Mstep: Class 7 contains 162 members Mstep: Class 9 contains 114872 members Mstep: Class 10 contains 4987 members Mstep: Class 11 contains 188 members Mstep: Class 12 contains 320 members Mstep: Class 14 contains 604 members Mstep: Class 15 contains 1316 members Mstep: Class 19 contains 156 members Mstep: Class 20 contains 813 members Mstep: Class 21 contains 3244 members Entering Unmasked Estep Score: -7897621.500000 Penalty: 8650.751953 Splitting cluster 3 changes total score from -7897246.000000 to -7897621.500000 So it's getting split into cluster 4. Entering ConstructFrom: Trying to split cluster 5 (506 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Entering Unmasked Estep Score: -25164.882812 Penalty: 283.307434 Iteration 0F: 2 clusters Score -25164.88 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -24680.833984 Penalty: 566.614868 Iteration 0F: 3 clusters Score -24680.83 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -24886.017578 Penalty: 566.614868 Iteration 1F: 3 clusters Score -24886.02 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -24988.871094 Penalty: 566.614868 Iteration 2F: 3 clusters Score -24988.87 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -25048.269531 Penalty: 566.614868 Iteration 3F: 3 clusters Score -25048.27 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -25094.888672 Penalty: 566.614868 Iteration 4Q: 3 clusters Score -25094.89 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -25138.099609 Penalty: 566.614868 Iteration 5Q: 3 clusters Score -25138.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -25150.849609 Penalty: 566.614868 Iteration 6Q: 3 clusters Score -25150.85 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -25159.410156 Penalty: 566.614868 Iteration 7Q: 3 clusters Score -25159.41 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -25163.750000 Penalty: 566.614868 Iteration 8Q: 3 clusters Score -25163.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -25164.486328 Penalty: 566.614868 Iteration 9Q: 3 clusters Score -25164.49 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -25164.810547 Penalty: 566.614868 Iteration 10Q: 3 clusters Score -25164.81 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -25165.166016 Penalty: 566.614868 Iteration 11Q: 3 clusters Score -25165.17 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -25165.166016 Penalty: 566.614868 Iteration 12F: 3 clusters Score -25165.17 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 957 members Mstep: Class 3 contains 382 members Mstep: Class 4 contains 3523 members Mstep: Class 5 contains 138 members Mstep: Class 6 contains 10523 members Mstep: Class 7 contains 162 members Mstep: Class 8 contains 368 members Mstep: Class 9 contains 114872 members Mstep: Class 10 contains 4987 members Mstep: Class 11 contains 188 members Mstep: Class 12 contains 320 members Mstep: Class 14 contains 604 members Mstep: Class 15 contains 1316 members Mstep: Class 19 contains 156 members Mstep: Class 20 contains 813 members Mstep: Class 21 contains 3244 members Entering Unmasked Estep Score: -7897369.500000 Penalty: 9191.423828 Splitting cluster 5 changes total score from -7897246.000000 to -7897369.500000 So it's getting split into cluster 8. Entering ConstructFrom: Trying to split cluster 6 (10523 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10523 members Entering Unmasked Estep Score: -557727.062500 Penalty: 421.389984 Iteration 0F: 2 clusters Score -557727.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5232 members Mstep: Class 2 contains 5291 members Entering Unmasked Estep Score: -550699.937500 Penalty: 842.779968 Iteration 0F: 3 clusters Score -550699.9 nChanged 4931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4767 members Mstep: Class 2 contains 5756 members Entering Unmasked Estep Score: -553615.062500 Penalty: 842.779968 Iteration 1F: 3 clusters Score -553615.1 nChanged 682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4385 members Mstep: Class 2 contains 6138 members Entering Unmasked Estep Score: -554152.375000 Penalty: 842.779968 Iteration 2F: 3 clusters Score -554152.4 nChanged 879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3830 members Mstep: Class 2 contains 6693 members Entering Unmasked Estep Score: -554911.812500 Penalty: 842.779968 Iteration 3F: 3 clusters Score -554911.8 nChanged 992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3110 members Mstep: Class 2 contains 7413 members Entering Unmasked Estep Score: -555787.750000 Penalty: 842.779968 Iteration 4F: 3 clusters Score -555787.8 nChanged 872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2420 members Mstep: Class 2 contains 8103 members Entering Unmasked Estep Score: -556558.812500 Penalty: 842.779968 Iteration 5F: 3 clusters Score -556558.8 nChanged 685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 8680 members Entering Unmasked Estep Score: -557129.562500 Penalty: 842.779968 Iteration 6F: 3 clusters Score -557129.6 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 9114 members Entering Unmasked Estep Score: -557514.687500 Penalty: 842.779968 Iteration 7Q: 3 clusters Score -557514.7 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 9425 members Entering Unmasked Estep Score: -557791.625000 Penalty: 842.779968 Iteration 8Q: 3 clusters Score -557791.6 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 9648 members Entering Unmasked Estep Score: -557998.437500 Penalty: 842.779968 Iteration 9Q: 3 clusters Score -557998.4 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 9779 members Entering Unmasked Estep Score: -558118.125000 Penalty: 842.779968 Iteration 10Q: 3 clusters Score -558118.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 9848 members Entering Unmasked Estep Score: -558166.562500 Penalty: 842.779968 Iteration 11Q: 3 clusters Score -558166.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 9882 members Entering Unmasked Estep Score: -558184.062500 Penalty: 842.779968 Iteration 12Q: 3 clusters Score -558184.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 9909 members Entering Unmasked Estep Score: -558190.000000 Penalty: 842.779968 Iteration 13Q: 3 clusters Score -558190 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 9926 members Entering Unmasked Estep Score: -558195.250000 Penalty: 842.779968 Iteration 14Q: 3 clusters Score -558195.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 9936 members Entering Unmasked Estep Score: -558197.125000 Penalty: 842.779968 Iteration 15Q: 3 clusters Score -558197.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 9942 members Entering Unmasked Estep Score: -558199.125000 Penalty: 842.779968 Iteration 16Q: 3 clusters Score -558199.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 9949 members Entering Unmasked Estep Score: -558199.937500 Penalty: 842.779968 Iteration 17Q: 3 clusters Score -558199.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 9956 members Entering Unmasked Estep Score: -558200.000000 Penalty: 842.779968 Iteration 18Q: 3 clusters Score -558200 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 9961 members Entering Unmasked Estep Score: -558200.687500 Penalty: 842.779968 Iteration 19Q: 3 clusters Score -558200.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 9965 members Entering Unmasked Estep Score: -558201.375000 Penalty: 842.779968 Iteration 20F: 3 clusters Score -558201.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 9971 members Entering Unmasked Estep Score: -558201.625000 Penalty: 842.779968 Iteration 21Q: 3 clusters Score -558201.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 9975 members Entering Unmasked Estep Score: -558203.062500 Penalty: 842.779968 Iteration 22Q: 3 clusters Score -558203.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 9978 members Entering Unmasked Estep Score: -558203.437500 Penalty: 842.779968 Iteration 23Q: 3 clusters Score -558203.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 9980 members Entering Unmasked Estep Score: -558203.812500 Penalty: 842.779968 Iteration 24Q: 3 clusters Score -558203.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 9982 members Entering Unmasked Estep Score: -558205.000000 Penalty: 842.779968 Iteration 25Q: 3 clusters Score -558205 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 9983 members Entering Unmasked Estep Score: -558205.187500 Penalty: 842.779968 Iteration 26Q: 3 clusters Score -558205.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 9985 members Entering Unmasked Estep Score: -558205.375000 Penalty: 842.779968 Iteration 27Q: 3 clusters Score -558205.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 9987 members Entering Unmasked Estep Score: -558206.312500 Penalty: 842.779968 Iteration 28Q: 3 clusters Score -558206.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 9989 members Entering Unmasked Estep Score: -558206.375000 Penalty: 842.779968 Iteration 29Q: 3 clusters Score -558206.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 9990 members Entering Unmasked Estep Score: -558207.125000 Penalty: 842.779968 Iteration 30Q: 3 clusters Score -558207.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 9990 members Entering Unmasked Estep Score: -558207.125000 Penalty: 842.779968 Iteration 31F: 3 clusters Score -558207.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 957 members Mstep: Class 3 contains 382 members Mstep: Class 4 contains 3523 members Mstep: Class 5 contains 138 members Mstep: Class 6 contains 533 members Mstep: Class 7 contains 162 members Mstep: Class 8 contains 368 members Mstep: Class 9 contains 114872 members Mstep: Class 10 contains 4987 members Mstep: Class 11 contains 188 members Mstep: Class 12 contains 320 members Mstep: Class 13 contains 9990 members Mstep: Class 14 contains 604 members Mstep: Class 15 contains 1316 members Mstep: Class 19 contains 156 members Mstep: Class 20 contains 813 members Mstep: Class 21 contains 3244 members Entering Unmasked Estep Score: -7897742.000000 Penalty: 9732.095703 Splitting cluster 6 changes total score from -7897246.000000 to -7897742.000000 So it's getting split into cluster 13. Entering ConstructFrom: Trying to split cluster 7 (162 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Entering Unmasked Estep Score: -7237.424316 Penalty: 231.485641 Iteration 0F: 2 clusters Score -7237.424 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -6972.254395 Penalty: 462.971283 Iteration 0F: 3 clusters Score -6972.254 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -7052.037109 Penalty: 462.971283 Iteration 1F: 3 clusters Score -7052.037 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -7094.038574 Penalty: 462.971283 Iteration 2F: 3 clusters Score -7094.039 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -7115.511230 Penalty: 462.971283 Iteration 3Q: 3 clusters Score -7115.511 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -7127.762695 Penalty: 462.971283 Iteration 4Q: 3 clusters Score -7127.763 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -7127.762695 Penalty: 462.971283 Iteration 5F: 3 clusters Score -7127.763 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (114872 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114872 members Entering Unmasked Estep Score: -6494358.000000 Penalty: 530.146606 Iteration 0F: 2 clusters Score -6494358 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57278 members Mstep: Class 2 contains 57594 members Entering Unmasked Estep Score: -6416817.000000 Penalty: 1060.293213 Iteration 0F: 3 clusters Score -6416817 nChanged 56143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53435 members Mstep: Class 2 contains 61437 members Entering Unmasked Estep Score: -6455698.500000 Penalty: 1060.293213 Iteration 1F: 3 clusters Score -6455698 nChanged 7591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51658 members Mstep: Class 2 contains 63214 members Entering Unmasked Estep Score: -6461170.000000 Penalty: 1060.293213 Iteration 2F: 3 clusters Score -6461170 nChanged 8401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49555 members Mstep: Class 2 contains 65317 members Entering Unmasked Estep Score: -6468338.500000 Penalty: 1060.293213 Iteration 3F: 3 clusters Score -6468338 nChanged 8167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47886 members Mstep: Class 2 contains 66986 members Entering Unmasked Estep Score: -6474961.000000 Penalty: 1060.293213 Iteration 4F: 3 clusters Score -6474961 nChanged 6303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47005 members Mstep: Class 2 contains 67867 members Entering Unmasked Estep Score: -6478421.500000 Penalty: 1060.293213 Iteration 5F: 3 clusters Score -6478422 nChanged 3897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46422 members Mstep: Class 2 contains 68450 members Entering Unmasked Estep Score: -6479745.500000 Penalty: 1060.293213 Iteration 6Q: 3 clusters Score -6479746 nChanged 2454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45848 members Mstep: Class 2 contains 69024 members Entering Unmasked Estep Score: -6480403.500000 Penalty: 1060.293213 Iteration 7Q: 3 clusters Score -6480404 nChanged 1876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45326 members Mstep: Class 2 contains 69546 members Entering Unmasked Estep Score: -6480965.500000 Penalty: 1060.293213 Iteration 8Q: 3 clusters Score -6480966 nChanged 1729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44843 members Mstep: Class 2 contains 70029 members Entering Unmasked Estep Score: -6481386.000000 Penalty: 1060.293213 Iteration 9Q: 3 clusters Score -6481386 nChanged 1508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44481 members Mstep: Class 2 contains 70391 members Entering Unmasked Estep Score: -6481768.500000 Penalty: 1060.293213 Iteration 10Q: 3 clusters Score -6481768 nChanged 1456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44163 members Mstep: Class 2 contains 70709 members Entering Unmasked Estep Score: -6482140.000000 Penalty: 1060.293213 Iteration 11Q: 3 clusters Score -6482140 nChanged 1357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43892 members Mstep: Class 2 contains 70980 members Entering Unmasked Estep Score: -6482459.500000 Penalty: 1060.293213 Iteration 12Q: 3 clusters Score -6482460 nChanged 1281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43607 members Mstep: Class 2 contains 71265 members Entering Unmasked Estep Score: -6482749.000000 Penalty: 1060.293213 Iteration 13Q: 3 clusters Score -6482749 nChanged 1157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43336 members Mstep: Class 2 contains 71536 members Entering Unmasked Estep Score: -6482958.500000 Penalty: 1060.293213 Iteration 14Q: 3 clusters Score -6482958 nChanged 1104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43134 members Mstep: Class 2 contains 71738 members Entering Unmasked Estep Score: -6483186.500000 Penalty: 1060.293213 Iteration 15Q: 3 clusters Score -6483186 nChanged 975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42897 members Mstep: Class 2 contains 71975 members Entering Unmasked Estep Score: -6483360.000000 Penalty: 1060.293213 Iteration 16Q: 3 clusters Score -6483360 nChanged 980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42675 members Mstep: Class 2 contains 72197 members Entering Unmasked Estep Score: -6483536.000000 Penalty: 1060.293213 Iteration 17Q: 3 clusters Score -6483536 nChanged 872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42489 members Mstep: Class 2 contains 72383 members Entering Unmasked Estep Score: -6483657.000000 Penalty: 1060.293213 Iteration 18Q: 3 clusters Score -6483657 nChanged 854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42297 members Mstep: Class 2 contains 72575 members Entering Unmasked Estep Score: -6483810.500000 Penalty: 1060.293213 Iteration 19Q: 3 clusters Score -6483810 nChanged 839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42120 members Mstep: Class 2 contains 72752 members Entering Unmasked Estep Score: -6483939.500000 Penalty: 1060.293213 Iteration 20F: 3 clusters Score -6483940 nChanged 791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41943 members Mstep: Class 2 contains 72929 members Entering Unmasked Estep Score: -6484011.000000 Penalty: 1060.293213 Iteration 21Q: 3 clusters Score -6484011 nChanged 725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41752 members Mstep: Class 2 contains 73120 members Entering Unmasked Estep Score: -6484100.500000 Penalty: 1060.293213 Iteration 22Q: 3 clusters Score -6484100 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41533 members Mstep: Class 2 contains 73339 members Entering Unmasked Estep Score: -6484221.500000 Penalty: 1060.293213 Iteration 23Q: 3 clusters Score -6484222 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41268 members Mstep: Class 2 contains 73604 members Entering Unmasked Estep Score: -6484325.500000 Penalty: 1060.293213 Iteration 24Q: 3 clusters Score -6484326 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41010 members Mstep: Class 2 contains 73862 members Entering Unmasked Estep Score: -6484427.500000 Penalty: 1060.293213 Iteration 25Q: 3 clusters Score -6484428 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40738 members Mstep: Class 2 contains 74134 members Entering Unmasked Estep Score: -6484445.500000 Penalty: 1060.293213 Iteration 26Q: 3 clusters Score -6484446 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40438 members Mstep: Class 2 contains 74434 members Entering Unmasked Estep Score: -6484477.500000 Penalty: 1060.293213 Iteration 27Q: 3 clusters Score -6484478 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40130 members Mstep: Class 2 contains 74742 members Entering Unmasked Estep Score: -6484507.000000 Penalty: 1060.293213 Iteration 28Q: 3 clusters Score -6484507 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39811 members Mstep: Class 2 contains 75061 members Entering Unmasked Estep Score: -6484550.500000 Penalty: 1060.293213 Iteration 29Q: 3 clusters Score -6484550 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39448 members Mstep: Class 2 contains 75424 members Entering Unmasked Estep Score: -6484584.500000 Penalty: 1060.293213 Iteration 30Q: 3 clusters Score -6484584 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39082 members Mstep: Class 2 contains 75790 members Entering Unmasked Estep Score: -6484666.500000 Penalty: 1060.293213 Iteration 31Q: 3 clusters Score -6484666 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38686 members Mstep: Class 2 contains 76186 members Entering Unmasked Estep Score: -6484728.500000 Penalty: 1060.293213 Iteration 32Q: 3 clusters Score -6484728 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38258 members Mstep: Class 2 contains 76614 members Entering Unmasked Estep Score: -6484739.000000 Penalty: 1060.293213 Iteration 33Q: 3 clusters Score -6484739 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37825 members Mstep: Class 2 contains 77047 members Entering Unmasked Estep Score: -6484788.000000 Penalty: 1060.293213 Iteration 34Q: 3 clusters Score -6484788 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37367 members Mstep: Class 2 contains 77505 members Entering Unmasked Estep Score: -6484836.000000 Penalty: 1060.293213 Iteration 35Q: 3 clusters Score -6484836 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36900 members Mstep: Class 2 contains 77972 members Entering Unmasked Estep Score: -6484879.500000 Penalty: 1060.293213 Iteration 36Q: 3 clusters Score -6484880 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36428 members Mstep: Class 2 contains 78444 members Entering Unmasked Estep Score: -6484936.500000 Penalty: 1060.293213 Iteration 37Q: 3 clusters Score -6484936 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35877 members Mstep: Class 2 contains 78995 members Entering Unmasked Estep Score: -6484996.500000 Penalty: 1060.293213 Iteration 38Q: 3 clusters Score -6484996 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35329 members Mstep: Class 2 contains 79543 members Entering Unmasked Estep Score: -6485068.500000 Penalty: 1060.293213 Iteration 39Q: 3 clusters Score -6485068 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34736 members Mstep: Class 2 contains 80136 members Entering Unmasked Estep Score: -6485131.000000 Penalty: 1060.293213 Iteration 40F: 3 clusters Score -6485131 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34114 members Mstep: Class 2 contains 80758 members Entering Unmasked Estep Score: -6485226.000000 Penalty: 1060.293213 Iteration 41Q: 3 clusters Score -6485226 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33468 members Mstep: Class 2 contains 81404 members Entering Unmasked Estep Score: -6485333.500000 Penalty: 1060.293213 Iteration 42Q: 3 clusters Score -6485334 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32724 members Mstep: Class 2 contains 82148 members Entering Unmasked Estep Score: -6485485.500000 Penalty: 1060.293213 Iteration 43Q: 3 clusters Score -6485486 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31938 members Mstep: Class 2 contains 82934 members Entering Unmasked Estep Score: -6485654.500000 Penalty: 1060.293213 Iteration 44Q: 3 clusters Score -6485654 nChanged 843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31115 members Mstep: Class 2 contains 83757 members Entering Unmasked Estep Score: -6485823.000000 Penalty: 1060.293213 Iteration 45Q: 3 clusters Score -6485823 nChanged 896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30241 members Mstep: Class 2 contains 84631 members Entering Unmasked Estep Score: -6486037.000000 Penalty: 1060.293213 Iteration 46Q: 3 clusters Score -6486037 nChanged 905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29350 members Mstep: Class 2 contains 85522 members Entering Unmasked Estep Score: -6486203.500000 Penalty: 1060.293213 Iteration 47Q: 3 clusters Score -6486204 nChanged 884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28480 members Mstep: Class 2 contains 86392 members Entering Unmasked Estep Score: -6486359.500000 Penalty: 1060.293213 Iteration 48Q: 3 clusters Score -6486360 nChanged 894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27592 members Mstep: Class 2 contains 87280 members Entering Unmasked Estep Score: -6486538.500000 Penalty: 1060.293213 Iteration 49Q: 3 clusters Score -6486538 nChanged 884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26712 members Mstep: Class 2 contains 88160 members Entering Unmasked Estep Score: -6486683.500000 Penalty: 1060.293213 Iteration 50Q: 3 clusters Score -6486684 nChanged 896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25818 members Mstep: Class 2 contains 89054 members Entering Unmasked Estep Score: -6486889.000000 Penalty: 1060.293213 Iteration 51Q: 3 clusters Score -6486889 nChanged 900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24924 members Mstep: Class 2 contains 89948 members Entering Unmasked Estep Score: -6487103.000000 Penalty: 1060.293213 Iteration 52Q: 3 clusters Score -6487103 nChanged 886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24044 members Mstep: Class 2 contains 90828 members Entering Unmasked Estep Score: -6487311.000000 Penalty: 1060.293213 Iteration 53Q: 3 clusters Score -6487311 nChanged 937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23111 members Mstep: Class 2 contains 91761 members Entering Unmasked Estep Score: -6487495.000000 Penalty: 1060.293213 Iteration 54Q: 3 clusters Score -6487495 nChanged 935 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22182 members Mstep: Class 2 contains 92690 members Entering Unmasked Estep Score: -6487762.500000 Penalty: 1060.293213 Iteration 55Q: 3 clusters Score -6487762 nChanged 998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21184 members Mstep: Class 2 contains 93688 members Entering Unmasked Estep Score: -6488044.500000 Penalty: 1060.293213 Iteration 56Q: 3 clusters Score -6488044 nChanged 985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20211 members Mstep: Class 2 contains 94661 members Entering Unmasked Estep Score: -6488278.000000 Penalty: 1060.293213 Iteration 57Q: 3 clusters Score -6488278 nChanged 1022 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19197 members Mstep: Class 2 contains 95675 members Entering Unmasked Estep Score: -6488590.000000 Penalty: 1060.293213 Iteration 58Q: 3 clusters Score -6488590 nChanged 1055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18160 members Mstep: Class 2 contains 96712 members Entering Unmasked Estep Score: -6488956.000000 Penalty: 1060.293213 Iteration 59Q: 3 clusters Score -6488956 nChanged 1066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17104 members Mstep: Class 2 contains 97768 members Entering Unmasked Estep Score: -6489310.500000 Penalty: 1060.293213 Iteration 60F: 3 clusters Score -6489310 nChanged 1081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16035 members Mstep: Class 2 contains 98837 members Entering Unmasked Estep Score: -6489690.000000 Penalty: 1060.293213 Iteration 61Q: 3 clusters Score -6489690 nChanged 1054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14995 members Mstep: Class 2 contains 99877 members Entering Unmasked Estep Score: -6490068.500000 Penalty: 1060.293213 Iteration 62Q: 3 clusters Score -6490068 nChanged 1105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13896 members Mstep: Class 2 contains 100976 members Entering Unmasked Estep Score: -6490537.000000 Penalty: 1060.293213 Iteration 63Q: 3 clusters Score -6490537 nChanged 1118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12794 members Mstep: Class 2 contains 102078 members Entering Unmasked Estep Score: -6491086.500000 Penalty: 1060.293213 Iteration 64Q: 3 clusters Score -6491086 nChanged 1102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11712 members Mstep: Class 2 contains 103160 members Entering Unmasked Estep Score: -6491733.000000 Penalty: 1060.293213 Iteration 65Q: 3 clusters Score -6491733 nChanged 1073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10683 members Mstep: Class 2 contains 104189 members Entering Unmasked Estep Score: -6492364.500000 Penalty: 1060.293213 Iteration 66Q: 3 clusters Score -6492364 nChanged 1017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9724 members Mstep: Class 2 contains 105148 members Entering Unmasked Estep Score: -6493018.000000 Penalty: 1060.293213 Iteration 67Q: 3 clusters Score -6493018 nChanged 947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8871 members Mstep: Class 2 contains 106001 members Entering Unmasked Estep Score: -6493538.000000 Penalty: 1060.293213 Iteration 68Q: 3 clusters Score -6493538 nChanged 866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8077 members Mstep: Class 2 contains 106795 members Entering Unmasked Estep Score: -6494012.000000 Penalty: 1060.293213 Iteration 69Q: 3 clusters Score -6494012 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7411 members Mstep: Class 2 contains 107461 members Entering Unmasked Estep Score: -6494368.500000 Penalty: 1060.293213 Iteration 70Q: 3 clusters Score -6494368 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6842 members Mstep: Class 2 contains 108030 members Entering Unmasked Estep Score: -6494611.500000 Penalty: 1060.293213 Iteration 71Q: 3 clusters Score -6494612 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6361 members Mstep: Class 2 contains 108511 members Entering Unmasked Estep Score: -6494811.000000 Penalty: 1060.293213 Iteration 72Q: 3 clusters Score -6494811 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5947 members Mstep: Class 2 contains 108925 members Entering Unmasked Estep Score: -6494918.000000 Penalty: 1060.293213 Iteration 73Q: 3 clusters Score -6494918 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5598 members Mstep: Class 2 contains 109274 members Entering Unmasked Estep Score: -6495022.000000 Penalty: 1060.293213 Iteration 74Q: 3 clusters Score -6495022 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5342 members Mstep: Class 2 contains 109530 members Entering Unmasked Estep Score: -6495087.000000 Penalty: 1060.293213 Iteration 75Q: 3 clusters Score -6495087 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5127 members Mstep: Class 2 contains 109745 members Entering Unmasked Estep Score: -6495116.500000 Penalty: 1060.293213 Iteration 76Q: 3 clusters Score -6495116 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4949 members Mstep: Class 2 contains 109923 members Entering Unmasked Estep Score: -6495149.500000 Penalty: 1060.293213 Iteration 77Q: 3 clusters Score -6495150 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4789 members Mstep: Class 2 contains 110083 members Entering Unmasked Estep Score: -6495182.500000 Penalty: 1060.293213 Iteration 78Q: 3 clusters Score -6495182 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4647 members Mstep: Class 2 contains 110225 members Entering Unmasked Estep Score: -6495192.500000 Penalty: 1060.293213 Iteration 79Q: 3 clusters Score -6495192 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4513 members Mstep: Class 2 contains 110359 members Entering Unmasked Estep Score: -6495208.000000 Penalty: 1060.293213 Iteration 80F: 3 clusters Score -6495208 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4417 members Mstep: Class 2 contains 110455 members Entering Unmasked Estep Score: -6495212.000000 Penalty: 1060.293213 Iteration 81Q: 3 clusters Score -6495212 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4330 members Mstep: Class 2 contains 110542 members Entering Unmasked Estep Score: -6495225.500000 Penalty: 1060.293213 Iteration 82Q: 3 clusters Score -6495226 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4252 members Mstep: Class 2 contains 110620 members Entering Unmasked Estep Score: -6495229.000000 Penalty: 1060.293213 Iteration 83Q: 3 clusters Score -6495229 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4182 members Mstep: Class 2 contains 110690 members Entering Unmasked Estep Score: -6495238.000000 Penalty: 1060.293213 Iteration 84Q: 3 clusters Score -6495238 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4129 members Mstep: Class 2 contains 110743 members Entering Unmasked Estep Score: -6495244.000000 Penalty: 1060.293213 Iteration 85Q: 3 clusters Score -6495244 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4084 members Mstep: Class 2 contains 110788 members Entering Unmasked Estep Score: -6495242.500000 Penalty: 1060.293213 Iteration 86Q: 3 clusters Score -6495242 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4037 members Mstep: Class 2 contains 110835 members Entering Unmasked Estep Score: -6495247.500000 Penalty: 1060.293213 Iteration 87Q: 3 clusters Score -6495248 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3992 members Mstep: Class 2 contains 110880 members Entering Unmasked Estep Score: -6495259.500000 Penalty: 1060.293213 Iteration 88Q: 3 clusters Score -6495260 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3950 members Mstep: Class 2 contains 110922 members Entering Unmasked Estep Score: -6495251.500000 Penalty: 1060.293213 Iteration 89Q: 3 clusters Score -6495252 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3920 members Mstep: Class 2 contains 110952 members Entering Unmasked Estep Score: -6495250.500000 Penalty: 1060.293213 Iteration 90Q: 3 clusters Score -6495250 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3891 members Mstep: Class 2 contains 110981 members Entering Unmasked Estep Score: -6495247.000000 Penalty: 1060.293213 Iteration 91Q: 3 clusters Score -6495247 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3866 members Mstep: Class 2 contains 111006 members Entering Unmasked Estep Score: -6495255.500000 Penalty: 1060.293213 Iteration 92Q: 3 clusters Score -6495256 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3848 members Mstep: Class 2 contains 111024 members Entering Unmasked Estep Score: -6495256.500000 Penalty: 1060.293213 Iteration 93Q: 3 clusters Score -6495256 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3839 members Mstep: Class 2 contains 111033 members Entering Unmasked Estep Score: -6495257.000000 Penalty: 1060.293213 Iteration 94Q: 3 clusters Score -6495257 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3823 members Mstep: Class 2 contains 111049 members Entering Unmasked Estep Score: -6495253.500000 Penalty: 1060.293213 Iteration 95Q: 3 clusters Score -6495254 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3808 members Mstep: Class 2 contains 111064 members Entering Unmasked Estep Score: -6495256.000000 Penalty: 1060.293213 Iteration 96Q: 3 clusters Score -6495256 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3798 members Mstep: Class 2 contains 111074 members Entering Unmasked Estep Score: -6495257.000000 Penalty: 1060.293213 Iteration 97Q: 3 clusters Score -6495257 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3791 members Mstep: Class 2 contains 111081 members Entering Unmasked Estep Score: -6495254.500000 Penalty: 1060.293213 Iteration 98Q: 3 clusters Score -6495254 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3786 members Mstep: Class 2 contains 111086 members Entering Unmasked Estep Score: -6495254.000000 Penalty: 1060.293213 Iteration 99Q: 3 clusters Score -6495254 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3782 members Mstep: Class 2 contains 111090 members Entering Unmasked Estep Score: -6495254.500000 Penalty: 1060.293213 Iteration 100F: 3 clusters Score -6495254 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3777 members Mstep: Class 2 contains 111095 members Entering Unmasked Estep Score: -6495253.000000 Penalty: 1060.293213 Iteration 101Q: 3 clusters Score -6495253 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3770 members Mstep: Class 2 contains 111102 members Entering Unmasked Estep Score: -6495258.000000 Penalty: 1060.293213 Iteration 102Q: 3 clusters Score -6495258 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3763 members Mstep: Class 2 contains 111109 members Entering Unmasked Estep Score: -6495259.000000 Penalty: 1060.293213 Iteration 103Q: 3 clusters Score -6495259 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3758 members Mstep: Class 2 contains 111114 members Entering Unmasked Estep Score: -6495251.000000 Penalty: 1060.293213 Iteration 104Q: 3 clusters Score -6495251 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3751 members Mstep: Class 2 contains 111121 members Entering Unmasked Estep Score: -6495250.000000 Penalty: 1060.293213 Iteration 105Q: 3 clusters Score -6495250 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3746 members Mstep: Class 2 contains 111126 members Entering Unmasked Estep Score: -6495243.000000 Penalty: 1060.293213 Iteration 106Q: 3 clusters Score -6495243 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3739 members Mstep: Class 2 contains 111133 members Entering Unmasked Estep Score: -6495240.000000 Penalty: 1060.293213 Iteration 107Q: 3 clusters Score -6495240 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3732 members Mstep: Class 2 contains 111140 members Entering Unmasked Estep Score: -6495243.000000 Penalty: 1060.293213 Iteration 108Q: 3 clusters Score -6495243 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3728 members Mstep: Class 2 contains 111144 members Entering Unmasked Estep Score: -6495239.000000 Penalty: 1060.293213 Iteration 109Q: 3 clusters Score -6495239 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3725 members Mstep: Class 2 contains 111147 members Entering Unmasked Estep Score: -6495241.000000 Penalty: 1060.293213 Iteration 110Q: 3 clusters Score -6495241 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3723 members Mstep: Class 2 contains 111149 members Entering Unmasked Estep Score: -6495242.000000 Penalty: 1060.293213 Iteration 111Q: 3 clusters Score -6495242 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3723 members Mstep: Class 2 contains 111149 members Entering Unmasked Estep Score: -6495242.000000 Penalty: 1060.293213 Iteration 112F: 3 clusters Score -6495242 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 957 members Mstep: Class 3 contains 382 members Mstep: Class 4 contains 3523 members Mstep: Class 5 contains 138 members Mstep: Class 6 contains 533 members Mstep: Class 7 contains 162 members Mstep: Class 8 contains 368 members Mstep: Class 9 contains 3723 members Mstep: Class 10 contains 4987 members Mstep: Class 11 contains 188 members Mstep: Class 12 contains 320 members Mstep: Class 13 contains 9990 members Mstep: Class 14 contains 604 members Mstep: Class 15 contains 1316 members Mstep: Class 16 contains 111149 members Mstep: Class 19 contains 156 members Mstep: Class 20 contains 813 members Mstep: Class 21 contains 3244 members Entering Unmasked Estep Score: -7898521.000000 Penalty: 10272.768555 Splitting cluster 9 changes total score from -7897246.000000 to -7898521.000000 So it's getting split into cluster 16. Entering ConstructFrom: Trying to split cluster 10 (4987 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4987 members Entering Unmasked Estep Score: -281988.375000 Penalty: 387.413849 Iteration 0F: 2 clusters Score -281988.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -278576.750000 Penalty: 774.827698 Iteration 0F: 3 clusters Score -278576.8 nChanged 2259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2824 members Mstep: Class 2 contains 2163 members Entering Unmasked Estep Score: -279865.562500 Penalty: 774.827698 Iteration 1F: 3 clusters Score -279865.6 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3012 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -279994.687500 Penalty: 774.827698 Iteration 2F: 3 clusters Score -279994.7 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3260 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -280144.937500 Penalty: 774.827698 Iteration 3F: 3 clusters Score -280144.9 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3545 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -280326.656250 Penalty: 774.827698 Iteration 4F: 3 clusters Score -280326.7 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3869 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -280559.437500 Penalty: 774.827698 Iteration 5F: 3 clusters Score -280559.4 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4222 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -280854.593750 Penalty: 774.827698 Iteration 6F: 3 clusters Score -280854.6 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4560 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -281185.406250 Penalty: 774.827698 Iteration 7F: 3 clusters Score -281185.4 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4802 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -281453.687500 Penalty: 774.827698 Iteration 8Q: 3 clusters Score -281453.7 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4904 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -281572.687500 Penalty: 774.827698 Iteration 9Q: 3 clusters Score -281572.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4935 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -281618.718750 Penalty: 774.827698 Iteration 10Q: 3 clusters Score -281618.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4941 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -281630.718750 Penalty: 774.827698 Iteration 11Q: 3 clusters Score -281630.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4945 members Mstep: Class 2 contains 42 members Entering Unmasked Estep Score: -281643.875000 Penalty: 774.827698 Iteration 12Q: 3 clusters Score -281643.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4945 members Mstep: Class 2 contains 42 members Entering Unmasked Estep Score: -281661.156250 Penalty: 774.827698 Iteration 13Q: 3 clusters Score -281661.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4946 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -281667.375000 Penalty: 774.827698 Iteration 14Q: 3 clusters Score -281667.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4947 members Mstep: Class 2 contains 40 members Entering Unmasked Estep Score: -281672.968750 Penalty: 774.827698 Iteration 15Q: 3 clusters Score -281673 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4947 members Mstep: Class 2 contains 40 members Entering Unmasked Estep Score: -281672.968750 Penalty: 774.827698 Iteration 16F: 3 clusters Score -281673 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (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: -8602.107422 Penalty: 238.258118 Iteration 0F: 2 clusters Score -8602.107 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 104 members Entering Unmasked Estep Score: -8330.714844 Penalty: 476.516235 Iteration 0F: 3 clusters Score -8330.715 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -8428.841797 Penalty: 476.516235 Iteration 1F: 3 clusters Score -8428.842 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -8491.252930 Penalty: 476.516235 Iteration 2F: 3 clusters Score -8491.253 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -8521.592773 Penalty: 476.516235 Iteration 3Q: 3 clusters Score -8521.593 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -8536.000000 Penalty: 476.516235 Iteration 4Q: 3 clusters Score -8536 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -8541.802734 Penalty: 476.516235 Iteration 5Q: 3 clusters Score -8541.803 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -8543.359375 Penalty: 476.516235 Iteration 6Q: 3 clusters Score -8543.359 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -8545.375977 Penalty: 476.516235 Iteration 7Q: 3 clusters Score -8545.376 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -8551.691406 Penalty: 476.516235 Iteration 8Q: 3 clusters Score -8551.691 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -8563.254883 Penalty: 476.516235 Iteration 9Q: 3 clusters Score -8563.255 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -8590.475586 Penalty: 476.516235 Iteration 10Q: 3 clusters Score -8590.476 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -8646.493164 Penalty: 476.516235 Iteration 11Q: 3 clusters Score -8646.493 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -8728.483398 Penalty: 476.516235 Iteration 12Q: 3 clusters Score -8728.483 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -8791.577148 Penalty: 476.516235 Iteration 13Q: 3 clusters Score -8791.577 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -8791.577148 Penalty: 476.516235 Iteration 14F: 3 clusters Score -8791.577 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 957 members Mstep: Class 3 contains 382 members Mstep: Class 4 contains 3523 members Mstep: Class 5 contains 138 members Mstep: Class 6 contains 533 members Mstep: Class 7 contains 162 members Mstep: Class 8 contains 368 members Mstep: Class 9 contains 3723 members Mstep: Class 10 contains 4987 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 320 members Mstep: Class 13 contains 9990 members Mstep: Class 14 contains 604 members Mstep: Class 15 contains 1316 members Mstep: Class 16 contains 111149 members Mstep: Class 17 contains 71 members Mstep: Class 19 contains 156 members Mstep: Class 20 contains 813 members Mstep: Class 21 contains 3244 members Entering Unmasked Estep Score: -7898408.500000 Penalty: 10813.440430 Splitting cluster 11 changes total score from -7897246.000000 to -7898408.500000 So it's getting split into cluster 17. Entering ConstructFrom: Trying to split cluster 12 (320 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Entering Unmasked Estep Score: -15060.810547 Penalty: 262.458618 Iteration 0F: 2 clusters Score -15060.81 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -14698.947266 Penalty: 524.917236 Iteration 0F: 3 clusters Score -14698.95 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -14867.012695 Penalty: 524.917236 Iteration 1F: 3 clusters Score -14867.01 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -14952.016602 Penalty: 524.917236 Iteration 2F: 3 clusters Score -14952.02 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -15035.468750 Penalty: 524.917236 Iteration 3F: 3 clusters Score -15035.47 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -15151.827148 Penalty: 524.917236 Iteration 4F: 3 clusters Score -15151.83 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -15229.705078 Penalty: 524.917236 Iteration 5Q: 3 clusters Score -15229.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -15233.757812 Penalty: 524.917236 Iteration 6Q: 3 clusters Score -15233.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -15233.757812 Penalty: 524.917236 Iteration 7F: 3 clusters Score -15233.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 957 members Mstep: Class 3 contains 382 members Mstep: Class 4 contains 3523 members Mstep: Class 5 contains 138 members Mstep: Class 6 contains 533 members Mstep: Class 7 contains 162 members Mstep: Class 8 contains 368 members Mstep: Class 9 contains 3723 members Mstep: Class 10 contains 4987 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 176 members Mstep: Class 13 contains 9990 members Mstep: Class 14 contains 604 members Mstep: Class 15 contains 1316 members Mstep: Class 16 contains 111149 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 144 members Mstep: Class 19 contains 156 members Mstep: Class 20 contains 813 members Mstep: Class 21 contains 3244 members Entering Unmasked Estep Score: -7898304.500000 Penalty: 11354.112305 Splitting cluster 12 changes total score from -7897246.000000 to -7898304.500000 So it's getting split into cluster 18. Entering ConstructFrom: Trying to split cluster 14 (604 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Entering Unmasked Estep Score: -31035.958984 Penalty: 291.362610 Iteration 0F: 2 clusters Score -31035.96 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -30490.847656 Penalty: 582.725220 Iteration 0F: 3 clusters Score -30490.85 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -30716.417969 Penalty: 582.725220 Iteration 1F: 3 clusters Score -30716.42 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -30786.285156 Penalty: 582.725220 Iteration 2F: 3 clusters Score -30786.29 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -30814.996094 Penalty: 582.725220 Iteration 3Q: 3 clusters Score -30815 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -30828.207031 Penalty: 582.725220 Iteration 4Q: 3 clusters Score -30828.21 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -30834.369141 Penalty: 582.725220 Iteration 5Q: 3 clusters Score -30834.37 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -30841.271484 Penalty: 582.725220 Iteration 6Q: 3 clusters Score -30841.27 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -30846.236328 Penalty: 582.725220 Iteration 7Q: 3 clusters Score -30846.24 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -30853.917969 Penalty: 582.725220 Iteration 8Q: 3 clusters Score -30853.92 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -30860.031250 Penalty: 582.725220 Iteration 9Q: 3 clusters Score -30860.03 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -30863.568359 Penalty: 582.725220 Iteration 10Q: 3 clusters Score -30863.57 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -30866.683594 Penalty: 582.725220 Iteration 11Q: 3 clusters Score -30866.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -30867.910156 Penalty: 582.725220 Iteration 12Q: 3 clusters Score -30867.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -30869.451172 Penalty: 582.725220 Iteration 13Q: 3 clusters Score -30869.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -30870.751953 Penalty: 582.725220 Iteration 14Q: 3 clusters Score -30870.75 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -30876.507812 Penalty: 582.725220 Iteration 15Q: 3 clusters Score -30876.51 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -30887.607422 Penalty: 582.725220 Iteration 16Q: 3 clusters Score -30887.61 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -30893.488281 Penalty: 582.725220 Iteration 17Q: 3 clusters Score -30893.49 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -30897.748047 Penalty: 582.725220 Iteration 18Q: 3 clusters Score -30897.75 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -30901.949219 Penalty: 582.725220 Iteration 19Q: 3 clusters Score -30901.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -30902.775391 Penalty: 582.725220 Iteration 20F: 3 clusters Score -30902.78 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -30903.060547 Penalty: 582.725220 Iteration 21Q: 3 clusters Score -30903.06 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -30906.048828 Penalty: 582.725220 Iteration 22Q: 3 clusters Score -30906.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -30906.570312 Penalty: 582.725220 Iteration 23Q: 3 clusters Score -30906.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -30906.660156 Penalty: 582.725220 Iteration 24Q: 3 clusters Score -30906.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -30907.951172 Penalty: 582.725220 Iteration 25Q: 3 clusters Score -30907.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -30909.693359 Penalty: 582.725220 Iteration 26Q: 3 clusters Score -30909.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -30910.117188 Penalty: 582.725220 Iteration 27Q: 3 clusters Score -30910.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -30910.117188 Penalty: 582.725220 Iteration 28F: 3 clusters Score -30910.12 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (1316 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Entering Unmasked Estep Score: -46770.816406 Penalty: 326.797028 Iteration 0F: 2 clusters Score -46770.82 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -45857.257812 Penalty: 653.594055 Iteration 0F: 3 clusters Score -45857.26 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -47293.019531 Penalty: 653.594055 Iteration 1F: 3 clusters Score -47293.02 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -47758.824219 Penalty: 653.594055 Iteration 2F: 3 clusters Score -47758.82 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -47921.722656 Penalty: 653.594055 Iteration 3F: 3 clusters Score -47921.72 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -48126.996094 Penalty: 653.594055 Iteration 4Q: 3 clusters Score -48127 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -48591.820312 Penalty: 653.594055 Iteration 5F: 3 clusters Score -48591.82 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -49184.605469 Penalty: 653.594055 Iteration 6F: 3 clusters Score -49184.61 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -49306.917969 Penalty: 653.594055 Iteration 7Q: 3 clusters Score -49306.92 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -49350.386719 Penalty: 653.594055 Iteration 8Q: 3 clusters Score -49350.39 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -49373.601562 Penalty: 653.594055 Iteration 9Q: 3 clusters Score -49373.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -49379.300781 Penalty: 653.594055 Iteration 10Q: 3 clusters Score -49379.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -49383.984375 Penalty: 653.594055 Iteration 11Q: 3 clusters Score -49383.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -49387.437500 Penalty: 653.594055 Iteration 12Q: 3 clusters Score -49387.44 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -49393.859375 Penalty: 653.594055 Iteration 13Q: 3 clusters Score -49393.86 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -49402.574219 Penalty: 653.594055 Iteration 14Q: 3 clusters Score -49402.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -49404.140625 Penalty: 653.594055 Iteration 15Q: 3 clusters Score -49404.14 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -49406.898438 Penalty: 653.594055 Iteration 16F: 3 clusters Score -49406.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -49410.378906 Penalty: 653.594055 Iteration 17Q: 3 clusters Score -49410.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -49412.042969 Penalty: 653.594055 Iteration 18Q: 3 clusters Score -49412.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -49413.410156 Penalty: 653.594055 Iteration 19Q: 3 clusters Score -49413.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -49413.917969 Penalty: 653.594055 Iteration 20F: 3 clusters Score -49413.92 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -49416.531250 Penalty: 653.594055 Iteration 21Q: 3 clusters Score -49416.53 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -49418.570312 Penalty: 653.594055 Iteration 22Q: 3 clusters Score -49418.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -49419.960938 Penalty: 653.594055 Iteration 23Q: 3 clusters Score -49419.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -49421.449219 Penalty: 653.594055 Iteration 24Q: 3 clusters Score -49421.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -49427.351562 Penalty: 653.594055 Iteration 25Q: 3 clusters Score -49427.35 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -49450.117188 Penalty: 653.594055 Iteration 26Q: 3 clusters Score -49450.12 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -49469.820312 Penalty: 653.594055 Iteration 27Q: 3 clusters Score -49469.82 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -49487.171875 Penalty: 653.594055 Iteration 28Q: 3 clusters Score -49487.17 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -49497.285156 Penalty: 653.594055 Iteration 29Q: 3 clusters Score -49497.29 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -49516.019531 Penalty: 653.594055 Iteration 30Q: 3 clusters Score -49516.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -49566.351562 Penalty: 653.594055 Iteration 31Q: 3 clusters Score -49566.35 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -49695.042969 Penalty: 653.594055 Iteration 32Q: 3 clusters Score -49695.04 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -49830.753906 Penalty: 653.594055 Iteration 33Q: 3 clusters Score -49830.75 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -49953.589844 Penalty: 653.594055 Iteration 34Q: 3 clusters Score -49953.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -49953.589844 Penalty: 653.594055 Iteration 35F: 3 clusters Score -49953.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 957 members Mstep: Class 3 contains 382 members Mstep: Class 4 contains 3523 members Mstep: Class 5 contains 138 members Mstep: Class 6 contains 533 members Mstep: Class 7 contains 162 members Mstep: Class 8 contains 368 members Mstep: Class 9 contains 3723 members Mstep: Class 10 contains 4987 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 176 members Mstep: Class 13 contains 9990 members Mstep: Class 14 contains 604 members Mstep: Class 15 contains 354 members Mstep: Class 16 contains 111149 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 144 members Mstep: Class 19 contains 156 members Mstep: Class 20 contains 813 members Mstep: Class 21 contains 3244 members Mstep: Class 22 contains 962 members Entering Unmasked Estep Score: -7901266.000000 Penalty: 11894.784180 Splitting cluster 15 changes total score from -7897246.000000 to -7901266.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 19 (156 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Entering Unmasked Estep Score: -6876.465820 Penalty: 229.768463 Iteration 0F: 2 clusters Score -6876.466 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 79 members Entering Unmasked Estep Score: -6645.907227 Penalty: 459.536926 Iteration 0F: 3 clusters Score -6645.907 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -6726.537109 Penalty: 459.536926 Iteration 1F: 3 clusters Score -6726.537 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -6743.814941 Penalty: 459.536926 Iteration 2F: 3 clusters Score -6743.815 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -6755.273438 Penalty: 459.536926 Iteration 3Q: 3 clusters Score -6755.273 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -6758.665527 Penalty: 459.536926 Iteration 4Q: 3 clusters Score -6758.666 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -6758.665527 Penalty: 459.536926 Iteration 5F: 3 clusters Score -6758.666 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (813 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Entering Unmasked Estep Score: -39292.253906 Penalty: 304.883270 Iteration 0F: 2 clusters Score -39292.25 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 422 members Entering Unmasked Estep Score: -38589.710938 Penalty: 609.766541 Iteration 0F: 3 clusters Score -38589.71 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -38911.679688 Penalty: 609.766541 Iteration 1F: 3 clusters Score -38911.68 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -39091.546875 Penalty: 609.766541 Iteration 2F: 3 clusters Score -39091.55 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -39283.886719 Penalty: 609.766541 Iteration 3F: 3 clusters Score -39283.89 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -39607.761719 Penalty: 609.766541 Iteration 4F: 3 clusters Score -39607.76 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -39792.449219 Penalty: 609.766541 Iteration 5F: 3 clusters Score -39792.45 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -39941.300781 Penalty: 609.766541 Iteration 6Q: 3 clusters Score -39941.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -39990.613281 Penalty: 609.766541 Iteration 7Q: 3 clusters Score -39990.61 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -40029.648438 Penalty: 609.766541 Iteration 8Q: 3 clusters Score -40029.65 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -40075.066406 Penalty: 609.766541 Iteration 9Q: 3 clusters Score -40075.07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -40102.742188 Penalty: 609.766541 Iteration 10Q: 3 clusters Score -40102.74 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -40111.984375 Penalty: 609.766541 Iteration 11Q: 3 clusters Score -40111.98 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -40120.539062 Penalty: 609.766541 Iteration 12Q: 3 clusters Score -40120.54 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -40128.179688 Penalty: 609.766541 Iteration 13Q: 3 clusters Score -40128.18 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -40130.445312 Penalty: 609.766541 Iteration 14Q: 3 clusters Score -40130.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -40137.898438 Penalty: 609.766541 Iteration 15Q: 3 clusters Score -40137.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -40141.281250 Penalty: 609.766541 Iteration 16Q: 3 clusters Score -40141.28 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -40142.273438 Penalty: 609.766541 Iteration 17F: 3 clusters Score -40142.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -40145.523438 Penalty: 609.766541 Iteration 18Q: 3 clusters Score -40145.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -40147.281250 Penalty: 609.766541 Iteration 19Q: 3 clusters Score -40147.28 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -40147.660156 Penalty: 609.766541 Iteration 20F: 3 clusters Score -40147.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -40147.972656 Penalty: 609.766541 Iteration 21Q: 3 clusters Score -40147.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -40147.972656 Penalty: 609.766541 Iteration 22F: 3 clusters Score -40147.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 957 members Mstep: Class 3 contains 382 members Mstep: Class 4 contains 3523 members Mstep: Class 5 contains 138 members Mstep: Class 6 contains 533 members Mstep: Class 7 contains 162 members Mstep: Class 8 contains 368 members Mstep: Class 9 contains 3723 members Mstep: Class 10 contains 4987 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 176 members Mstep: Class 13 contains 9990 members Mstep: Class 14 contains 604 members Mstep: Class 15 contains 354 members Mstep: Class 16 contains 111149 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 144 members Mstep: Class 19 contains 156 members Mstep: Class 20 contains 207 members Mstep: Class 21 contains 3244 members Mstep: Class 22 contains 962 members Mstep: Class 23 contains 606 members Entering Unmasked Estep Score: -7901884.500000 Penalty: 12435.456055 Splitting cluster 20 changes total score from -7897246.000000 to -7901884.500000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 21 (3244 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3244 members Entering Unmasked Estep Score: -172793.765625 Penalty: 367.847595 Iteration 0F: 2 clusters Score -172793.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -170620.031250 Penalty: 735.695190 Iteration 0F: 3 clusters Score -170620 nChanged 1416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -171511.968750 Penalty: 735.695190 Iteration 1F: 3 clusters Score -171512 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -171690.109375 Penalty: 735.695190 Iteration 2F: 3 clusters Score -171690.1 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -171846.843750 Penalty: 735.695190 Iteration 3F: 3 clusters Score -171846.8 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -172004.671875 Penalty: 735.695190 Iteration 4F: 3 clusters Score -172004.7 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -172279.671875 Penalty: 735.695190 Iteration 5F: 3 clusters Score -172279.7 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -172848.078125 Penalty: 735.695190 Iteration 6F: 3 clusters Score -172848.1 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -173694.578125 Penalty: 735.695190 Iteration 7F: 3 clusters Score -173694.6 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -174389.078125 Penalty: 735.695190 Iteration 8F: 3 clusters Score -174389.1 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -174858.625000 Penalty: 735.695190 Iteration 9Q: 3 clusters Score -174858.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -174912.718750 Penalty: 735.695190 Iteration 10Q: 3 clusters Score -174912.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -174913.343750 Penalty: 735.695190 Iteration 11Q: 3 clusters Score -174913.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -174913.343750 Penalty: 735.695190 Iteration 12F: 3 clusters Score -174913.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 957 members Mstep: Class 3 contains 382 members Mstep: Class 4 contains 3523 members Mstep: Class 5 contains 138 members Mstep: Class 6 contains 533 members Mstep: Class 7 contains 162 members Mstep: Class 8 contains 368 members Mstep: Class 9 contains 3723 members Mstep: Class 10 contains 4987 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 176 members Mstep: Class 13 contains 9990 members Mstep: Class 14 contains 604 members Mstep: Class 15 contains 354 members Mstep: Class 16 contains 111149 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 144 members Mstep: Class 19 contains 156 members Mstep: Class 20 contains 207 members Mstep: Class 21 contains 1732 members Mstep: Class 22 contains 962 members Mstep: Class 23 contains 606 members Mstep: Class 24 contains 1512 members Entering Unmasked Estep Score: -7903812.000000 Penalty: 12976.127930 Splitting cluster 21 changes total score from -7897246.000000 to -7903812.000000 So it's getting split into cluster 24. Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 1031 members Mstep: Class 3 contains 382 members Mstep: Class 5 contains 138 members Mstep: Class 6 contains 533 members Mstep: Class 7 contains 162 members Mstep: Class 9 contains 3723 members Mstep: Class 10 contains 4987 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 176 members Mstep: Class 14 contains 604 members Mstep: Class 15 contains 354 members Mstep: Class 19 contains 156 members Mstep: Class 20 contains 207 members Mstep: Class 21 contains 1732 members Entering Unmasked Estep ConsiderDeletion Score: -7904490.000000 Penalty: 12976.127930 Iteration 39Q: 25 clusters Score -7904490 nChanged 1308 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 952 members Mstep: Class 3 contains 469 members Mstep: Class 4 contains 3951 members Mstep: Class 5 contains 137 members Mstep: Class 6 contains 535 members Mstep: Class 7 contains 159 members Mstep: Class 8 contains 416 members Mstep: Class 9 contains 3752 members Mstep: Class 10 contains 4962 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 180 members Mstep: Class 13 contains 10090 members Mstep: Class 14 contains 555 members Mstep: Class 15 contains 353 members Mstep: Class 16 contains 110533 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 145 members Mstep: Class 19 contains 155 members Mstep: Class 20 contains 207 members Mstep: Class 21 contains 1735 members Mstep: Class 22 contains 963 members Mstep: Class 23 contains 605 members Mstep: Class 24 contains 1499 members Entering Unmasked Estep ConsiderDeletion Score: -7905349.000000 Penalty: 12976.127930 Iteration 40F: 25 clusters Score -7905349 nChanged 1128 Entering Unmasked Mstep Mstep: Class 0 contains 1180 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 969 members Mstep: Class 3 contains 504 members Mstep: Class 4 contains 4355 members Mstep: Class 5 contains 140 members Mstep: Class 6 contains 543 members Mstep: Class 7 contains 159 members Mstep: Class 8 contains 437 members Mstep: Class 9 contains 3771 members Mstep: Class 10 contains 4709 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 178 members Mstep: Class 13 contains 10252 members Mstep: Class 14 contains 531 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 110168 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 151 members Mstep: Class 19 contains 150 members Mstep: Class 20 contains 212 members Mstep: Class 21 contains 1715 members Mstep: Class 22 contains 964 members Mstep: Class 23 contains 603 members Mstep: Class 24 contains 1526 members Entering Unmasked Estep ConsiderDeletion Score: -7905874.000000 Penalty: 12976.127930 Iteration 41Q: 25 clusters Score -7905874 nChanged 809 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 991 members Mstep: Class 3 contains 518 members Mstep: Class 4 contains 4679 members Mstep: Class 5 contains 136 members Mstep: Class 6 contains 559 members Mstep: Class 7 contains 161 members Mstep: Class 8 contains 445 members Mstep: Class 9 contains 3778 members Mstep: Class 10 contains 4515 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 179 members Mstep: Class 13 contains 10352 members Mstep: Class 14 contains 518 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 109911 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 151 members Mstep: Class 19 contains 150 members Mstep: Class 20 contains 215 members Mstep: Class 21 contains 1694 members Mstep: Class 22 contains 964 members Mstep: Class 23 contains 602 members Mstep: Class 24 contains 1541 members Entering Unmasked Estep ConsiderDeletion Score: -7906078.000000 Penalty: 12976.127930 Iteration 42Q: 25 clusters Score -7906078 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 1005 members Mstep: Class 3 contains 519 members Mstep: Class 4 contains 4947 members Mstep: Class 5 contains 133 members Mstep: Class 6 contains 572 members Mstep: Class 7 contains 167 members Mstep: Class 8 contains 448 members Mstep: Class 9 contains 3784 members Mstep: Class 10 contains 4339 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 179 members Mstep: Class 13 contains 10436 members Mstep: Class 14 contains 515 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 109717 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 151 members Mstep: Class 19 contains 151 members Mstep: Class 20 contains 216 members Mstep: Class 21 contains 1674 members Mstep: Class 22 contains 964 members Mstep: Class 23 contains 601 members Mstep: Class 24 contains 1554 members Entering Unmasked Estep ConsiderDeletion Score: -7906255.000000 Penalty: 12976.127930 Iteration 43Q: 25 clusters Score -7906255 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 1015 members Mstep: Class 3 contains 523 members Mstep: Class 4 contains 5178 members Mstep: Class 5 contains 133 members Mstep: Class 6 contains 582 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 451 members Mstep: Class 9 contains 3802 members Mstep: Class 10 contains 4187 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 180 members Mstep: Class 13 contains 10504 members Mstep: Class 14 contains 513 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 109538 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 150 members Mstep: Class 19 contains 151 members Mstep: Class 20 contains 216 members Mstep: Class 21 contains 1659 members Mstep: Class 22 contains 964 members Mstep: Class 23 contains 601 members Mstep: Class 24 contains 1562 members Entering Unmasked Estep ConsiderDeletion Score: -7906337.500000 Penalty: 12976.127930 Iteration 44Q: 25 clusters Score -7906338 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 1022 members Mstep: Class 3 contains 525 members Mstep: Class 4 contains 5368 members Mstep: Class 5 contains 133 members Mstep: Class 6 contains 591 members Mstep: Class 7 contains 173 members Mstep: Class 8 contains 451 members Mstep: Class 9 contains 3826 members Mstep: Class 10 contains 4050 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 181 members Mstep: Class 13 contains 10569 members Mstep: Class 14 contains 512 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 109386 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 150 members Mstep: Class 19 contains 151 members Mstep: Class 20 contains 216 members Mstep: Class 21 contains 1649 members Mstep: Class 22 contains 964 members Mstep: Class 23 contains 601 members Mstep: Class 24 contains 1570 members Entering Unmasked Estep ConsiderDeletion Score: -7906356.000000 Penalty: 12976.127930 Iteration 45Q: 25 clusters Score -7906356 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 1027 members Mstep: Class 3 contains 531 members Mstep: Class 4 contains 5530 members Mstep: Class 5 contains 133 members Mstep: Class 6 contains 598 members Mstep: Class 7 contains 175 members Mstep: Class 8 contains 451 members Mstep: Class 9 contains 3848 members Mstep: Class 10 contains 3924 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 181 members Mstep: Class 13 contains 10629 members Mstep: Class 14 contains 511 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 109255 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 151 members Mstep: Class 19 contains 151 members Mstep: Class 20 contains 216 members Mstep: Class 21 contains 1642 members Mstep: Class 22 contains 964 members Mstep: Class 23 contains 601 members Mstep: Class 24 contains 1578 members Entering Unmasked Estep ConsiderDeletion Score: -7906370.000000 Penalty: 12976.127930 Iteration 46Q: 25 clusters Score -7906370 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 1032 members Mstep: Class 3 contains 535 members Mstep: Class 4 contains 5671 members Mstep: Class 5 contains 132 members Mstep: Class 6 contains 602 members Mstep: Class 7 contains 176 members Mstep: Class 8 contains 453 members Mstep: Class 9 contains 3862 members Mstep: Class 10 contains 3824 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 181 members Mstep: Class 13 contains 10685 members Mstep: Class 14 contains 510 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 109135 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 152 members Mstep: Class 19 contains 151 members Mstep: Class 20 contains 216 members Mstep: Class 21 contains 1637 members Mstep: Class 22 contains 964 members Mstep: Class 23 contains 601 members Mstep: Class 24 contains 1581 members Entering Unmasked Estep ConsiderDeletion Score: -7906442.500000 Penalty: 12976.127930 Iteration 47Q: 25 clusters Score -7906442 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 1039 members Mstep: Class 3 contains 537 members Mstep: Class 4 contains 5790 members Mstep: Class 5 contains 132 members Mstep: Class 6 contains 609 members Mstep: Class 7 contains 176 members Mstep: Class 8 contains 453 members Mstep: Class 9 contains 3878 members Mstep: Class 10 contains 3744 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 181 members Mstep: Class 13 contains 10720 members Mstep: Class 14 contains 508 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 109036 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 153 members Mstep: Class 19 contains 151 members Mstep: Class 20 contains 216 members Mstep: Class 21 contains 1632 members Mstep: Class 22 contains 964 members Mstep: Class 23 contains 601 members Mstep: Class 24 contains 1584 members Entering Unmasked Estep ConsiderDeletion Score: -7906483.000000 Penalty: 12976.127930 Iteration 48Q: 25 clusters Score -7906483 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1041 members Mstep: Class 3 contains 537 members Mstep: Class 4 contains 5871 members Mstep: Class 5 contains 132 members Mstep: Class 6 contains 619 members Mstep: Class 7 contains 176 members Mstep: Class 8 contains 454 members Mstep: Class 9 contains 3892 members Mstep: Class 10 contains 3675 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 181 members Mstep: Class 13 contains 10741 members Mstep: Class 14 contains 505 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 108979 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 155 members Mstep: Class 19 contains 151 members Mstep: Class 20 contains 216 members Mstep: Class 21 contains 1630 members Mstep: Class 22 contains 964 members Mstep: Class 23 contains 601 members Mstep: Class 24 contains 1585 members Entering Unmasked Estep ConsiderDeletion Score: -7906500.500000 Penalty: 12976.127930 Iteration 49Q: 25 clusters Score -7906500 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1043 members Mstep: Class 3 contains 538 members Mstep: Class 4 contains 5937 members Mstep: Class 5 contains 132 members Mstep: Class 6 contains 620 members Mstep: Class 7 contains 176 members Mstep: Class 8 contains 455 members Mstep: Class 9 contains 3901 members Mstep: Class 10 contains 3609 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 181 members Mstep: Class 13 contains 10765 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 108944 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 155 members Mstep: Class 19 contains 151 members Mstep: Class 20 contains 216 members Mstep: Class 21 contains 1628 members Mstep: Class 22 contains 964 members Mstep: Class 23 contains 601 members Mstep: Class 24 contains 1585 members Entering Unmasked Estep ConsiderDeletion Score: -7906521.000000 Penalty: 12976.127930 Iteration 50Q: 25 clusters Score -7906521 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1044 members Mstep: Class 3 contains 539 members Mstep: Class 4 contains 5986 members Mstep: Class 5 contains 132 members Mstep: Class 6 contains 622 members Mstep: Class 7 contains 176 members Mstep: Class 8 contains 455 members Mstep: Class 9 contains 3916 members Mstep: Class 10 contains 3549 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 181 members Mstep: Class 13 contains 10788 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 108914 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 155 members Mstep: Class 19 contains 151 members Mstep: Class 20 contains 216 members Mstep: Class 21 contains 1627 members Mstep: Class 22 contains 964 members Mstep: Class 23 contains 601 members Mstep: Class 24 contains 1585 members Entering Unmasked Estep ConsiderDeletion Score: -7906522.500000 Penalty: 12976.127930 Iteration 51Q: 25 clusters Score -7906522 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 6033 members Mstep: Class 5 contains 132 members Mstep: Class 6 contains 624 members Mstep: Class 7 contains 176 members Mstep: Class 8 contains 455 members Mstep: Class 9 contains 3931 members Mstep: Class 10 contains 3498 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 181 members Mstep: Class 13 contains 10800 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 108887 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 155 members Mstep: Class 19 contains 151 members Mstep: Class 20 contains 216 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 964 members Mstep: Class 23 contains 601 members Mstep: Class 24 contains 1585 members Entering Unmasked Estep ConsiderDeletion Score: -7906518.000000 Penalty: 12976.127930 Iteration 52Q: 25 clusters Score -7906518 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 543 members Mstep: Class 4 contains 6075 members Mstep: Class 5 contains 132 members Mstep: Class 6 contains 628 members Mstep: Class 7 contains 176 members Mstep: Class 8 contains 455 members Mstep: Class 9 contains 3937 members Mstep: Class 10 contains 3457 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 181 members Mstep: Class 13 contains 10816 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 108858 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 155 members Mstep: Class 19 contains 151 members Mstep: Class 20 contains 216 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 964 members Mstep: Class 23 contains 601 members Mstep: Class 24 contains 1585 members Entering Unmasked Estep ConsiderDeletion Score: -7906518.500000 Penalty: 12976.127930 Iteration 53Q: 25 clusters Score -7906518 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 546 members Mstep: Class 4 contains 6111 members Mstep: Class 5 contains 132 members Mstep: Class 6 contains 634 members Mstep: Class 7 contains 176 members Mstep: Class 8 contains 455 members Mstep: Class 9 contains 3941 members Mstep: Class 10 contains 3423 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 181 members Mstep: Class 13 contains 10824 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 108835 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 155 members Mstep: Class 19 contains 151 members Mstep: Class 20 contains 216 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 964 members Mstep: Class 23 contains 601 members Mstep: Class 24 contains 1585 members Entering Unmasked Estep ConsiderDeletion Score: -7906522.500000 Penalty: 12976.127930 Iteration 54Q: 25 clusters Score -7906522 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 548 members Mstep: Class 4 contains 6155 members Mstep: Class 5 contains 132 members Mstep: Class 6 contains 640 members Mstep: Class 7 contains 176 members Mstep: Class 8 contains 455 members Mstep: Class 9 contains 3948 members Mstep: Class 10 contains 3392 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 181 members Mstep: Class 13 contains 10827 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 108804 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 155 members Mstep: Class 19 contains 151 members Mstep: Class 20 contains 216 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 964 members Mstep: Class 23 contains 601 members Mstep: Class 24 contains 1585 members Entering Unmasked Estep ConsiderDeletion Score: -7906537.000000 Penalty: 12976.127930 Iteration 55Q: 25 clusters Score -7906537 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 548 members Mstep: Class 4 contains 6197 members Mstep: Class 5 contains 132 members Mstep: Class 6 contains 643 members Mstep: Class 7 contains 175 members Mstep: Class 8 contains 457 members Mstep: Class 9 contains 3953 members Mstep: Class 10 contains 3369 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 181 members Mstep: Class 13 contains 10837 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 108766 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 155 members Mstep: Class 19 contains 151 members Mstep: Class 20 contains 216 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 964 members Mstep: Class 23 contains 601 members Mstep: Class 24 contains 1585 members Entering Unmasked Estep ConsiderDeletion Score: -7906542.000000 Penalty: 12976.127930 Iteration 56Q: 25 clusters Score -7906542 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 549 members Mstep: Class 4 contains 6227 members Mstep: Class 5 contains 132 members Mstep: Class 6 contains 649 members Mstep: Class 7 contains 175 members Mstep: Class 8 contains 458 members Mstep: Class 9 contains 3965 members Mstep: Class 10 contains 3336 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 181 members Mstep: Class 13 contains 10847 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 108739 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 155 members Mstep: Class 19 contains 151 members Mstep: Class 20 contains 216 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 964 members Mstep: Class 23 contains 601 members Mstep: Class 24 contains 1585 members Entering Unmasked Estep ConsiderDeletion Score: -7906558.500000 Penalty: 12976.127930 Iteration 57Q: 25 clusters Score -7906558 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 550 members Mstep: Class 4 contains 6253 members Mstep: Class 5 contains 132 members Mstep: Class 6 contains 653 members Mstep: Class 7 contains 174 members Mstep: Class 8 contains 460 members Mstep: Class 9 contains 3974 members Mstep: Class 10 contains 3301 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 181 members Mstep: Class 13 contains 10865 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 108715 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 155 members Mstep: Class 19 contains 151 members Mstep: Class 20 contains 216 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 964 members Mstep: Class 23 contains 601 members Mstep: Class 24 contains 1585 members Entering Unmasked Estep ConsiderDeletion Score: -7906571.000000 Penalty: 12976.127930 Iteration 58Q: 25 clusters Score -7906571 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 551 members Mstep: Class 4 contains 6279 members Mstep: Class 5 contains 132 members Mstep: Class 6 contains 655 members Mstep: Class 7 contains 174 members Mstep: Class 8 contains 463 members Mstep: Class 9 contains 3984 members Mstep: Class 10 contains 3255 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 181 members Mstep: Class 13 contains 10888 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 108696 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 155 members Mstep: Class 19 contains 151 members Mstep: Class 20 contains 216 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 964 members Mstep: Class 23 contains 601 members Mstep: Class 24 contains 1585 members Entering Unmasked Estep ConsiderDeletion Score: -7906603.500000 Penalty: 12976.127930 Iteration 59Q: 25 clusters Score -7906604 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 553 members Mstep: Class 4 contains 6299 members Mstep: Class 5 contains 132 members Mstep: Class 6 contains 658 members Mstep: Class 7 contains 174 members Mstep: Class 8 contains 466 members Mstep: Class 9 contains 3994 members Mstep: Class 10 contains 3196 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 181 members Mstep: Class 13 contains 10924 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 108681 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 155 members Mstep: Class 19 contains 151 members Mstep: Class 20 contains 216 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 964 members Mstep: Class 23 contains 601 members Mstep: Class 24 contains 1585 members Entering Unmasked Estep ConsiderDeletion Score: -7906609.000000 Penalty: 12976.127930 Iteration 60F: 25 clusters Score -7906609 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 556 members Mstep: Class 4 contains 6320 members Mstep: Class 5 contains 132 members Mstep: Class 6 contains 662 members Mstep: Class 7 contains 174 members Mstep: Class 8 contains 467 members Mstep: Class 9 contains 4002 members Mstep: Class 10 contains 3153 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 181 members Mstep: Class 13 contains 10947 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 108664 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 156 members Mstep: Class 19 contains 151 members Mstep: Class 20 contains 216 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 964 members Mstep: Class 23 contains 601 members Mstep: Class 24 contains 1585 members Entering Unmasked Estep ConsiderDeletion Score: -7906625.500000 Penalty: 12976.127930 Iteration 61Q: 25 clusters Score -7906626 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 558 members Mstep: Class 4 contains 6342 members Mstep: Class 5 contains 132 members Mstep: Class 6 contains 669 members Mstep: Class 7 contains 174 members Mstep: Class 8 contains 468 members Mstep: Class 9 contains 4001 members Mstep: Class 10 contains 3101 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 181 members Mstep: Class 13 contains 10972 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 108660 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 156 members Mstep: Class 19 contains 151 members Mstep: Class 20 contains 216 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 964 members Mstep: Class 23 contains 601 members Mstep: Class 24 contains 1585 members Entering Unmasked Estep ConsiderDeletion Score: -7906636.000000 Penalty: 12976.127930 Iteration 62Q: 25 clusters Score -7906636 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 559 members Mstep: Class 4 contains 6371 members Mstep: Class 5 contains 132 members Mstep: Class 6 contains 671 members Mstep: Class 7 contains 174 members Mstep: Class 8 contains 468 members Mstep: Class 9 contains 3998 members Mstep: Class 10 contains 3046 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 181 members Mstep: Class 13 contains 11009 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 108649 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 156 members Mstep: Class 19 contains 151 members Mstep: Class 20 contains 216 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 964 members Mstep: Class 23 contains 601 members Mstep: Class 24 contains 1585 members Entering Unmasked Estep ConsiderDeletion Score: -7906648.500000 Penalty: 12976.127930 Iteration 63Q: 25 clusters Score -7906648 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 560 members Mstep: Class 4 contains 6405 members Mstep: Class 5 contains 132 members Mstep: Class 6 contains 674 members Mstep: Class 7 contains 174 members Mstep: Class 8 contains 467 members Mstep: Class 9 contains 4001 members Mstep: Class 10 contains 3002 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 181 members Mstep: Class 13 contains 11041 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 108621 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 156 members Mstep: Class 19 contains 151 members Mstep: Class 20 contains 216 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 964 members Mstep: Class 23 contains 601 members Mstep: Class 24 contains 1585 members Entering Unmasked Estep ConsiderDeletion Score: -7906661.000000 Penalty: 12976.127930 Iteration 64Q: 25 clusters Score -7906661 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 6432 members Mstep: Class 5 contains 132 members Mstep: Class 6 contains 678 members Mstep: Class 7 contains 173 members Mstep: Class 8 contains 468 members Mstep: Class 9 contains 4002 members Mstep: Class 10 contains 2962 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 181 members Mstep: Class 13 contains 11065 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 108602 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 156 members Mstep: Class 19 contains 151 members Mstep: Class 20 contains 216 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 964 members Mstep: Class 23 contains 601 members Mstep: Class 24 contains 1585 members Entering Unmasked Estep ConsiderDeletion Score: -7906664.000000 Penalty: 12976.127930 Iteration 65Q: 25 clusters Score -7906664 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 566 members Mstep: Class 4 contains 6472 members Mstep: Class 5 contains 132 members Mstep: Class 6 contains 690 members Mstep: Class 7 contains 173 members Mstep: Class 8 contains 469 members Mstep: Class 9 contains 4002 members Mstep: Class 10 contains 2930 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 181 members Mstep: Class 13 contains 11079 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 108564 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 156 members Mstep: Class 19 contains 151 members Mstep: Class 20 contains 216 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 964 members Mstep: Class 23 contains 601 members Mstep: Class 24 contains 1585 members Entering Unmasked Estep ConsiderDeletion Score: -7906679.000000 Penalty: 12976.127930 Iteration 66Q: 25 clusters Score -7906679 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 569 members Mstep: Class 4 contains 6509 members Mstep: Class 5 contains 132 members Mstep: Class 6 contains 695 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 470 members Mstep: Class 9 contains 4002 members Mstep: Class 10 contains 2896 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 181 members Mstep: Class 13 contains 11090 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 108542 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 156 members Mstep: Class 19 contains 151 members Mstep: Class 20 contains 216 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 964 members Mstep: Class 23 contains 601 members Mstep: Class 24 contains 1585 members Entering Unmasked Estep ConsiderDeletion Score: -7906677.500000 Penalty: 12976.127930 Iteration 67Q: 25 clusters Score -7906678 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 570 members Mstep: Class 4 contains 6543 members Mstep: Class 5 contains 132 members Mstep: Class 6 contains 698 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 471 members Mstep: Class 9 contains 3999 members Mstep: Class 10 contains 2874 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 181 members Mstep: Class 13 contains 11094 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 108524 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 156 members Mstep: Class 19 contains 151 members Mstep: Class 20 contains 216 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 964 members Mstep: Class 23 contains 601 members Mstep: Class 24 contains 1585 members Entering Unmasked Estep ConsiderDeletion Score: -7906680.000000 Penalty: 12976.127930 Iteration 68Q: 25 clusters Score -7906680 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 571 members Mstep: Class 4 contains 6571 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 703 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 471 members Mstep: Class 9 contains 3997 members Mstep: Class 10 contains 2854 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 181 members Mstep: Class 13 contains 11097 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 108510 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 156 members Mstep: Class 19 contains 151 members Mstep: Class 20 contains 216 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 964 members Mstep: Class 23 contains 601 members Mstep: Class 24 contains 1585 members Entering Unmasked Estep ConsiderDeletion Score: -7906692.500000 Penalty: 12976.127930 Iteration 69Q: 25 clusters Score -7906692 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 572 members Mstep: Class 4 contains 6604 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 706 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3992 members Mstep: Class 10 contains 2833 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 181 members Mstep: Class 13 contains 11100 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 108494 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 156 members Mstep: Class 19 contains 151 members Mstep: Class 20 contains 216 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 964 members Mstep: Class 23 contains 601 members Mstep: Class 24 contains 1585 members Entering Unmasked Estep ConsiderDeletion Score: -7906680.500000 Penalty: 12976.127930 Iteration 70Q: 25 clusters Score -7906680 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 573 members Mstep: Class 4 contains 6627 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 709 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3987 members Mstep: Class 10 contains 2818 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 181 members Mstep: Class 13 contains 11102 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 108485 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 156 members Mstep: Class 19 contains 151 members Mstep: Class 20 contains 216 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 964 members Mstep: Class 23 contains 601 members Mstep: Class 24 contains 1585 members Entering Unmasked Estep ConsiderDeletion Score: -7906668.000000 Penalty: 12976.127930 Iteration 71Q: 25 clusters Score -7906668 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 573 members Mstep: Class 4 contains 6656 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 710 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3988 members Mstep: Class 10 contains 2806 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 181 members Mstep: Class 13 contains 11111 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 108457 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 156 members Mstep: Class 19 contains 151 members Mstep: Class 20 contains 216 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 964 members Mstep: Class 23 contains 601 members Mstep: Class 24 contains 1585 members Entering Unmasked Estep ConsiderDeletion Score: -7906666.000000 Penalty: 12976.127930 Iteration 72Q: 25 clusters Score -7906666 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 573 members Mstep: Class 4 contains 6677 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 711 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3988 members Mstep: Class 10 contains 2799 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 181 members Mstep: Class 13 contains 11116 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 108437 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 156 members Mstep: Class 19 contains 151 members Mstep: Class 20 contains 216 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 964 members Mstep: Class 23 contains 601 members Mstep: Class 24 contains 1585 members Entering Unmasked Estep ConsiderDeletion Score: -7906672.500000 Penalty: 12976.127930 Iteration 73Q: 25 clusters Score -7906672 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 573 members Mstep: Class 4 contains 6706 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 712 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3988 members Mstep: Class 10 contains 2786 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 181 members Mstep: Class 13 contains 11124 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 108412 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 156 members Mstep: Class 19 contains 151 members Mstep: Class 20 contains 216 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 964 members Mstep: Class 23 contains 601 members Mstep: Class 24 contains 1585 members Entering Unmasked Estep ConsiderDeletion Score: -7906693.500000 Penalty: 12976.127930 Iteration 74Q: 25 clusters Score -7906694 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 575 members Mstep: Class 4 contains 6744 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 713 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3985 members Mstep: Class 10 contains 2772 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 181 members Mstep: Class 13 contains 11129 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 108383 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 156 members Mstep: Class 19 contains 151 members Mstep: Class 20 contains 216 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 964 members Mstep: Class 23 contains 601 members Mstep: Class 24 contains 1585 members Entering Unmasked Estep ConsiderDeletion Score: -7906681.000000 Penalty: 12976.127930 Iteration 75Q: 25 clusters Score -7906681 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 6779 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 713 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3981 members Mstep: Class 10 contains 2762 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 181 members Mstep: Class 13 contains 11133 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 108357 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 156 members Mstep: Class 19 contains 151 members Mstep: Class 20 contains 216 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 964 members Mstep: Class 23 contains 601 members Mstep: Class 24 contains 1585 members Entering Unmasked Estep ConsiderDeletion Score: -7906709.500000 Penalty: 12976.127930 Iteration 76Q: 25 clusters Score -7906710 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 6816 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 713 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3979 members Mstep: Class 10 contains 2750 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 181 members Mstep: Class 13 contains 11137 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 108330 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 156 members Mstep: Class 19 contains 151 members Mstep: Class 20 contains 216 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 964 members Mstep: Class 23 contains 601 members Mstep: Class 24 contains 1585 members Entering Unmasked Estep ConsiderDeletion Score: -7906704.000000 Penalty: 12976.127930 Iteration 77Q: 25 clusters Score -7906704 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 6857 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 713 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3973 members Mstep: Class 10 contains 2744 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 181 members Mstep: Class 13 contains 11140 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 108298 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 156 members Mstep: Class 19 contains 151 members Mstep: Class 20 contains 216 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 964 members Mstep: Class 23 contains 601 members Mstep: Class 24 contains 1585 members Entering Unmasked Estep ConsiderDeletion Score: -7906709.500000 Penalty: 12976.127930 Iteration 78Q: 25 clusters Score -7906710 nChanged 61 Entering ConstructFrom: Score: -7906709.500000 Penalty: 12976.127930 Entering ConstructFrom: Trying to split cluster 1 (948 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Entering Unmasked Estep Score: -52758.035156 Penalty: 311.873138 Iteration 0F: 2 clusters Score -52758.04 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -51970.781250 Penalty: 623.746277 Iteration 0F: 3 clusters Score -51970.78 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -52188.265625 Penalty: 623.746277 Iteration 1F: 3 clusters Score -52188.27 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -52225.398438 Penalty: 623.746277 Iteration 2F: 3 clusters Score -52225.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -52253.714844 Penalty: 623.746277 Iteration 3F: 3 clusters Score -52253.71 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -52271.660156 Penalty: 623.746277 Iteration 4Q: 3 clusters Score -52271.66 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -52286.277344 Penalty: 623.746277 Iteration 5Q: 3 clusters Score -52286.28 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -52301.671875 Penalty: 623.746277 Iteration 6Q: 3 clusters Score -52301.67 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -52315.468750 Penalty: 623.746277 Iteration 7Q: 3 clusters Score -52315.47 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -52329.851562 Penalty: 623.746277 Iteration 8Q: 3 clusters Score -52329.85 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -52345.023438 Penalty: 623.746277 Iteration 9Q: 3 clusters Score -52345.02 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -52356.128906 Penalty: 623.746277 Iteration 10Q: 3 clusters Score -52356.13 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -52370.339844 Penalty: 623.746277 Iteration 11Q: 3 clusters Score -52370.34 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -52381.894531 Penalty: 623.746277 Iteration 12Q: 3 clusters Score -52381.89 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -52389.863281 Penalty: 623.746277 Iteration 13Q: 3 clusters Score -52389.86 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -52395.691406 Penalty: 623.746277 Iteration 14Q: 3 clusters Score -52395.69 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -52402.914062 Penalty: 623.746277 Iteration 15Q: 3 clusters Score -52402.91 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -52408.722656 Penalty: 623.746277 Iteration 16Q: 3 clusters Score -52408.72 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -52418.515625 Penalty: 623.746277 Iteration 17Q: 3 clusters Score -52418.52 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -52422.820312 Penalty: 623.746277 Iteration 18Q: 3 clusters Score -52422.82 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -52427.992188 Penalty: 623.746277 Iteration 19Q: 3 clusters Score -52427.99 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -52430.027344 Penalty: 623.746277 Iteration 20F: 3 clusters Score -52430.03 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -52432.542969 Penalty: 623.746277 Iteration 21Q: 3 clusters Score -52432.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -52433.425781 Penalty: 623.746277 Iteration 22Q: 3 clusters Score -52433.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -52434.246094 Penalty: 623.746277 Iteration 23Q: 3 clusters Score -52434.25 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -52435.933594 Penalty: 623.746277 Iteration 24Q: 3 clusters Score -52435.93 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -52437.121094 Penalty: 623.746277 Iteration 25Q: 3 clusters Score -52437.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -52437.949219 Penalty: 623.746277 Iteration 26Q: 3 clusters Score -52437.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -52437.949219 Penalty: 623.746277 Iteration 27F: 3 clusters Score -52437.95 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (1045 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Entering Unmasked Estep Score: -57460.066406 Penalty: 316.305634 Iteration 0F: 2 clusters Score -57460.07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -56636.644531 Penalty: 632.611267 Iteration 0F: 3 clusters Score -56636.64 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -56896.707031 Penalty: 632.611267 Iteration 1F: 3 clusters Score -56896.71 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -56949.769531 Penalty: 632.611267 Iteration 2F: 3 clusters Score -56949.77 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -56990.804688 Penalty: 632.611267 Iteration 3F: 3 clusters Score -56990.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -57016.144531 Penalty: 632.611267 Iteration 4Q: 3 clusters Score -57016.14 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -57039.261719 Penalty: 632.611267 Iteration 5Q: 3 clusters Score -57039.26 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -57053.519531 Penalty: 632.611267 Iteration 6Q: 3 clusters Score -57053.52 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -57064.589844 Penalty: 632.611267 Iteration 7Q: 3 clusters Score -57064.59 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -57073.640625 Penalty: 632.611267 Iteration 8Q: 3 clusters Score -57073.64 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -57083.414062 Penalty: 632.611267 Iteration 9Q: 3 clusters Score -57083.41 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -57099.339844 Penalty: 632.611267 Iteration 10Q: 3 clusters Score -57099.34 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -57112.367188 Penalty: 632.611267 Iteration 11Q: 3 clusters Score -57112.37 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -57122.714844 Penalty: 632.611267 Iteration 12Q: 3 clusters Score -57122.71 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -57123.773438 Penalty: 632.611267 Iteration 13Q: 3 clusters Score -57123.77 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -57126.792969 Penalty: 632.611267 Iteration 14Q: 3 clusters Score -57126.79 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -57129.714844 Penalty: 632.611267 Iteration 15Q: 3 clusters Score -57129.71 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -57131.285156 Penalty: 632.611267 Iteration 16Q: 3 clusters Score -57131.29 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -57136.359375 Penalty: 632.611267 Iteration 17Q: 3 clusters Score -57136.36 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -57140.984375 Penalty: 632.611267 Iteration 18Q: 3 clusters Score -57140.98 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -57145.312500 Penalty: 632.611267 Iteration 19Q: 3 clusters Score -57145.31 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -57147.714844 Penalty: 632.611267 Iteration 20F: 3 clusters Score -57147.71 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -57150.574219 Penalty: 632.611267 Iteration 21Q: 3 clusters Score -57150.57 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -57152.464844 Penalty: 632.611267 Iteration 22Q: 3 clusters Score -57152.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -57152.464844 Penalty: 632.611267 Iteration 23F: 3 clusters Score -57152.46 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (576 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Entering Unmasked Estep Score: -33446.949219 Penalty: 289.202911 Iteration 0F: 2 clusters Score -33446.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -32916.714844 Penalty: 578.405823 Iteration 0F: 3 clusters Score -32916.71 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -33030.613281 Penalty: 578.405823 Iteration 1F: 3 clusters Score -33030.61 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -33065.406250 Penalty: 578.405823 Iteration 2F: 3 clusters Score -33065.41 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -33085.027344 Penalty: 578.405823 Iteration 3Q: 3 clusters Score -33085.03 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -33115.328125 Penalty: 578.405823 Iteration 4Q: 3 clusters Score -33115.33 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -33140.394531 Penalty: 578.405823 Iteration 5F: 3 clusters Score -33140.39 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -33155.328125 Penalty: 578.405823 Iteration 6Q: 3 clusters Score -33155.33 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -33172.347656 Penalty: 578.405823 Iteration 7Q: 3 clusters Score -33172.35 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -33192.941406 Penalty: 578.405823 Iteration 8Q: 3 clusters Score -33192.94 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -33211.613281 Penalty: 578.405823 Iteration 9Q: 3 clusters Score -33211.61 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -33224.175781 Penalty: 578.405823 Iteration 10Q: 3 clusters Score -33224.18 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -33229.570312 Penalty: 578.405823 Iteration 11Q: 3 clusters Score -33229.57 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -33232.656250 Penalty: 578.405823 Iteration 12Q: 3 clusters Score -33232.66 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -33236.628906 Penalty: 578.405823 Iteration 13Q: 3 clusters Score -33236.63 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -33239.968750 Penalty: 578.405823 Iteration 14Q: 3 clusters Score -33239.97 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -33244.832031 Penalty: 578.405823 Iteration 15Q: 3 clusters Score -33244.83 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -33248.457031 Penalty: 578.405823 Iteration 16Q: 3 clusters Score -33248.46 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -33255.523438 Penalty: 578.405823 Iteration 17Q: 3 clusters Score -33255.52 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -33263.316406 Penalty: 578.405823 Iteration 18Q: 3 clusters Score -33263.32 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -33269.687500 Penalty: 578.405823 Iteration 19Q: 3 clusters Score -33269.69 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -33272.847656 Penalty: 578.405823 Iteration 20F: 3 clusters Score -33272.85 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -33274.292969 Penalty: 578.405823 Iteration 21Q: 3 clusters Score -33274.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -33274.687500 Penalty: 578.405823 Iteration 22Q: 3 clusters Score -33274.69 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -33275.367188 Penalty: 578.405823 Iteration 23Q: 3 clusters Score -33275.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -33275.582031 Penalty: 578.405823 Iteration 24Q: 3 clusters Score -33275.58 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -33278.613281 Penalty: 578.405823 Iteration 25Q: 3 clusters Score -33278.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -33280.378906 Penalty: 578.405823 Iteration 26Q: 3 clusters Score -33280.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -33281.285156 Penalty: 578.405823 Iteration 27Q: 3 clusters Score -33281.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -33281.546875 Penalty: 578.405823 Iteration 28Q: 3 clusters Score -33281.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -33281.753906 Penalty: 578.405823 Iteration 29Q: 3 clusters Score -33281.75 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -33281.753906 Penalty: 578.405823 Iteration 30F: 3 clusters Score -33281.75 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (6897 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6897 members Entering Unmasked Estep Score: -423578.531250 Penalty: 402.167297 Iteration 0F: 2 clusters Score -423578.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3565 members Mstep: Class 2 contains 3332 members Entering Unmasked Estep Score: -418968.843750 Penalty: 804.334595 Iteration 0F: 3 clusters Score -418968.8 nChanged 3157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4502 members Mstep: Class 2 contains 2395 members Entering Unmasked Estep Score: -420972.718750 Penalty: 804.334595 Iteration 1F: 3 clusters Score -420972.7 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4995 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -421408.718750 Penalty: 804.334595 Iteration 2F: 3 clusters Score -421408.7 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5522 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -421911.687500 Penalty: 804.334595 Iteration 3F: 3 clusters Score -421911.7 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6001 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -422432.031250 Penalty: 804.334595 Iteration 4F: 3 clusters Score -422432 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6330 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -422805.281250 Penalty: 804.334595 Iteration 5F: 3 clusters Score -422805.3 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6479 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -422985.250000 Penalty: 804.334595 Iteration 6Q: 3 clusters Score -422985.2 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6556 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -423083.312500 Penalty: 804.334595 Iteration 7Q: 3 clusters Score -423083.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6594 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -423130.656250 Penalty: 804.334595 Iteration 8Q: 3 clusters Score -423130.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6627 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -423168.875000 Penalty: 804.334595 Iteration 9Q: 3 clusters Score -423168.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6650 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -423193.593750 Penalty: 804.334595 Iteration 10Q: 3 clusters Score -423193.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6667 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -423206.062500 Penalty: 804.334595 Iteration 11Q: 3 clusters Score -423206.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6676 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -423209.125000 Penalty: 804.334595 Iteration 12Q: 3 clusters Score -423209.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6684 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -423214.812500 Penalty: 804.334595 Iteration 13Q: 3 clusters Score -423214.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6689 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -423223.375000 Penalty: 804.334595 Iteration 14Q: 3 clusters Score -423223.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6691 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -423226.031250 Penalty: 804.334595 Iteration 15Q: 3 clusters Score -423226 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6696 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -423230.656250 Penalty: 804.334595 Iteration 16Q: 3 clusters Score -423230.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6700 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -423231.093750 Penalty: 804.334595 Iteration 17Q: 3 clusters Score -423231.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6700 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -423232.250000 Penalty: 804.334595 Iteration 18Q: 3 clusters Score -423232.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6701 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -423232.968750 Penalty: 804.334595 Iteration 19Q: 3 clusters Score -423233 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6701 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -423233.593750 Penalty: 804.334595 Iteration 20F: 3 clusters Score -423233.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (131 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Entering Unmasked Estep Score: -6406.935059 Penalty: 221.821487 Iteration 0F: 2 clusters Score -6406.935 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 60 members Entering Unmasked Estep Score: -6195.084961 Penalty: 443.642975 Iteration 0F: 3 clusters Score -6195.085 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -6221.335449 Penalty: 443.642975 Iteration 1F: 3 clusters Score -6221.335 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -6225.984375 Penalty: 443.642975 Iteration 2F: 3 clusters Score -6225.984 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -6227.360840 Penalty: 443.642975 Iteration 3Q: 3 clusters Score -6227.361 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -6227.360840 Penalty: 443.642975 Iteration 4F: 3 clusters Score -6227.361 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (714 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Entering Unmasked Estep Score: -36681.261719 Penalty: 298.975159 Iteration 0F: 2 clusters Score -36681.26 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -36056.394531 Penalty: 597.950317 Iteration 0F: 3 clusters Score -36056.39 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -36222.597656 Penalty: 597.950317 Iteration 1F: 3 clusters Score -36222.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -36252.789062 Penalty: 597.950317 Iteration 2F: 3 clusters Score -36252.79 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -36267.898438 Penalty: 597.950317 Iteration 3Q: 3 clusters Score -36267.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -36284.687500 Penalty: 597.950317 Iteration 4Q: 3 clusters Score -36284.69 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -36309.125000 Penalty: 597.950317 Iteration 5Q: 3 clusters Score -36309.12 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -36338.394531 Penalty: 597.950317 Iteration 6Q: 3 clusters Score -36338.39 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -36370.613281 Penalty: 597.950317 Iteration 7Q: 3 clusters Score -36370.61 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -36394.785156 Penalty: 597.950317 Iteration 8Q: 3 clusters Score -36394.79 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -36414.007812 Penalty: 597.950317 Iteration 9Q: 3 clusters Score -36414.01 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -36427.234375 Penalty: 597.950317 Iteration 10Q: 3 clusters Score -36427.23 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -36435.390625 Penalty: 597.950317 Iteration 11Q: 3 clusters Score -36435.39 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -36440.824219 Penalty: 597.950317 Iteration 12Q: 3 clusters Score -36440.82 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -36444.109375 Penalty: 597.950317 Iteration 13Q: 3 clusters Score -36444.11 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -36446.082031 Penalty: 597.950317 Iteration 14Q: 3 clusters Score -36446.08 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -36448.699219 Penalty: 597.950317 Iteration 15Q: 3 clusters Score -36448.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -36451.582031 Penalty: 597.950317 Iteration 16Q: 3 clusters Score -36451.58 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -36454.078125 Penalty: 597.950317 Iteration 17Q: 3 clusters Score -36454.08 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -36456.789062 Penalty: 597.950317 Iteration 18Q: 3 clusters Score -36456.79 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -36458.437500 Penalty: 597.950317 Iteration 19Q: 3 clusters Score -36458.44 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -36462.468750 Penalty: 597.950317 Iteration 20F: 3 clusters Score -36462.47 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -36466.523438 Penalty: 597.950317 Iteration 21Q: 3 clusters Score -36466.52 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -36470.058594 Penalty: 597.950317 Iteration 22Q: 3 clusters Score -36470.06 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -36474.132812 Penalty: 597.950317 Iteration 23Q: 3 clusters Score -36474.13 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -36480.742188 Penalty: 597.950317 Iteration 24Q: 3 clusters Score -36480.74 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -36484.257812 Penalty: 597.950317 Iteration 25Q: 3 clusters Score -36484.26 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -36487.207031 Penalty: 597.950317 Iteration 26Q: 3 clusters Score -36487.21 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -36489.601562 Penalty: 597.950317 Iteration 27Q: 3 clusters Score -36489.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -36490.976562 Penalty: 597.950317 Iteration 28Q: 3 clusters Score -36490.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -36491.292969 Penalty: 597.950317 Iteration 29Q: 3 clusters Score -36491.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -36491.292969 Penalty: 597.950317 Iteration 30F: 3 clusters Score -36491.29 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (172 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Entering Unmasked Estep Score: -7737.503906 Penalty: 234.210999 Iteration 0F: 2 clusters Score -7737.504 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -7504.802734 Penalty: 468.421997 Iteration 0F: 3 clusters Score -7504.803 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -7612.979492 Penalty: 468.421997 Iteration 1F: 3 clusters Score -7612.979 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -7637.106445 Penalty: 468.421997 Iteration 2F: 3 clusters Score -7637.106 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -7659.768066 Penalty: 468.421997 Iteration 3Q: 3 clusters Score -7659.768 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -7666.617676 Penalty: 468.421997 Iteration 4Q: 3 clusters Score -7666.618 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -7671.986328 Penalty: 468.421997 Iteration 5Q: 3 clusters Score -7671.986 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -7677.961914 Penalty: 468.421997 Iteration 6Q: 3 clusters Score -7677.962 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -7679.565918 Penalty: 468.421997 Iteration 7Q: 3 clusters Score -7679.566 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -7680.463379 Penalty: 468.421997 Iteration 8F: 3 clusters Score -7680.463 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -7690.992188 Penalty: 468.421997 Iteration 9Q: 3 clusters Score -7690.992 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -7693.304688 Penalty: 468.421997 Iteration 10Q: 3 clusters Score -7693.305 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -7694.556641 Penalty: 468.421997 Iteration 11Q: 3 clusters Score -7694.557 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -7695.144043 Penalty: 468.421997 Iteration 12Q: 3 clusters Score -7695.144 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -7695.144043 Penalty: 468.421997 Iteration 13F: 3 clusters Score -7695.144 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (473 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Entering Unmasked Estep Score: -24137.658203 Penalty: 280.238831 Iteration 0F: 2 clusters Score -24137.66 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -23670.822266 Penalty: 560.477661 Iteration 0F: 3 clusters Score -23670.82 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -23775.134766 Penalty: 560.477661 Iteration 1F: 3 clusters Score -23775.13 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -23810.001953 Penalty: 560.477661 Iteration 2F: 3 clusters Score -23810 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -23821.236328 Penalty: 560.477661 Iteration 3Q: 3 clusters Score -23821.24 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -23828.078125 Penalty: 560.477661 Iteration 4Q: 3 clusters Score -23828.08 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -23841.634766 Penalty: 560.477661 Iteration 5Q: 3 clusters Score -23841.63 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -23861.177734 Penalty: 560.477661 Iteration 6Q: 3 clusters Score -23861.18 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -23889.865234 Penalty: 560.477661 Iteration 7Q: 3 clusters Score -23889.87 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -23904.904297 Penalty: 560.477661 Iteration 8Q: 3 clusters Score -23904.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -23913.117188 Penalty: 560.477661 Iteration 9Q: 3 clusters Score -23913.12 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -23916.158203 Penalty: 560.477661 Iteration 10Q: 3 clusters Score -23916.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -23918.244141 Penalty: 560.477661 Iteration 11Q: 3 clusters Score -23918.24 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -23922.306641 Penalty: 560.477661 Iteration 12Q: 3 clusters Score -23922.31 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -23923.308594 Penalty: 560.477661 Iteration 13Q: 3 clusters Score -23923.31 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -23924.957031 Penalty: 560.477661 Iteration 14Q: 3 clusters Score -23924.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -23925.925781 Penalty: 560.477661 Iteration 15Q: 3 clusters Score -23925.93 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -23927.123047 Penalty: 560.477661 Iteration 16Q: 3 clusters Score -23927.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -23929.201172 Penalty: 560.477661 Iteration 17Q: 3 clusters Score -23929.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -23933.441406 Penalty: 560.477661 Iteration 18Q: 3 clusters Score -23933.44 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -23935.380859 Penalty: 560.477661 Iteration 19Q: 3 clusters Score -23935.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -23939.908203 Penalty: 560.477661 Iteration 20F: 3 clusters Score -23939.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -23947.808594 Penalty: 560.477661 Iteration 21Q: 3 clusters Score -23947.81 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -23949.322266 Penalty: 560.477661 Iteration 22Q: 3 clusters Score -23949.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -23951.134766 Penalty: 560.477661 Iteration 23Q: 3 clusters Score -23951.13 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -23952.677734 Penalty: 560.477661 Iteration 24Q: 3 clusters Score -23952.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -23954.169922 Penalty: 560.477661 Iteration 25Q: 3 clusters Score -23954.17 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -23954.169922 Penalty: 560.477661 Iteration 26F: 3 clusters Score -23954.17 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (3969 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3969 members Entering Unmasked Estep Score: -241165.093750 Penalty: 377.025238 Iteration 0F: 2 clusters Score -241165.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -238446.968750 Penalty: 754.050476 Iteration 0F: 3 clusters Score -238447 nChanged 1779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -239361.343750 Penalty: 754.050476 Iteration 1F: 3 clusters Score -239361.3 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 2237 members Entering Unmasked Estep Score: -239468.187500 Penalty: 754.050476 Iteration 2F: 3 clusters Score -239468.2 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 2394 members Entering Unmasked Estep Score: -239603.500000 Penalty: 754.050476 Iteration 3F: 3 clusters Score -239603.5 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -239757.609375 Penalty: 754.050476 Iteration 4F: 3 clusters Score -239757.6 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 2808 members Entering Unmasked Estep Score: -239968.093750 Penalty: 754.050476 Iteration 5F: 3 clusters Score -239968.1 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 3053 members Entering Unmasked Estep Score: -240213.640625 Penalty: 754.050476 Iteration 6F: 3 clusters Score -240213.6 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 3276 members Entering Unmasked Estep Score: -240464.531250 Penalty: 754.050476 Iteration 7F: 3 clusters Score -240464.5 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 3410 members Entering Unmasked Estep Score: -240632.640625 Penalty: 754.050476 Iteration 8Q: 3 clusters Score -240632.6 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 3482 members Entering Unmasked Estep Score: -240715.515625 Penalty: 754.050476 Iteration 9Q: 3 clusters Score -240715.5 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 3529 members Entering Unmasked Estep Score: -240752.562500 Penalty: 754.050476 Iteration 10Q: 3 clusters Score -240752.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 3569 members Entering Unmasked Estep Score: -240777.890625 Penalty: 754.050476 Iteration 11Q: 3 clusters Score -240777.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 3601 members Entering Unmasked Estep Score: -240795.781250 Penalty: 754.050476 Iteration 12Q: 3 clusters Score -240795.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 3620 members Entering Unmasked Estep Score: -240808.968750 Penalty: 754.050476 Iteration 13Q: 3 clusters Score -240809 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 3644 members Entering Unmasked Estep Score: -240825.281250 Penalty: 754.050476 Iteration 14Q: 3 clusters Score -240825.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 3663 members Entering Unmasked Estep Score: -240834.140625 Penalty: 754.050476 Iteration 15Q: 3 clusters Score -240834.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 3676 members Entering Unmasked Estep Score: -240840.156250 Penalty: 754.050476 Iteration 16Q: 3 clusters Score -240840.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 3683 members Entering Unmasked Estep Score: -240843.250000 Penalty: 754.050476 Iteration 17Q: 3 clusters Score -240843.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 3691 members Entering Unmasked Estep Score: -240846.406250 Penalty: 754.050476 Iteration 18Q: 3 clusters Score -240846.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 3694 members Entering Unmasked Estep Score: -240849.265625 Penalty: 754.050476 Iteration 19Q: 3 clusters Score -240849.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 3702 members Entering Unmasked Estep Score: -240853.875000 Penalty: 754.050476 Iteration 20F: 3 clusters Score -240853.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 3709 members Entering Unmasked Estep Score: -240856.109375 Penalty: 754.050476 Iteration 21Q: 3 clusters Score -240856.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 3710 members Entering Unmasked Estep Score: -240857.250000 Penalty: 754.050476 Iteration 22Q: 3 clusters Score -240857.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 3714 members Entering Unmasked Estep Score: -240861.890625 Penalty: 754.050476 Iteration 23Q: 3 clusters Score -240861.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 3723 members Entering Unmasked Estep Score: -240870.265625 Penalty: 754.050476 Iteration 24Q: 3 clusters Score -240870.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 3729 members Entering Unmasked Estep Score: -240876.187500 Penalty: 754.050476 Iteration 25Q: 3 clusters Score -240876.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 3737 members Entering Unmasked Estep Score: -240883.046875 Penalty: 754.050476 Iteration 26Q: 3 clusters Score -240883 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 3745 members Entering Unmasked Estep Score: -240889.703125 Penalty: 754.050476 Iteration 27Q: 3 clusters Score -240889.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 3750 members Entering Unmasked Estep Score: -240895.156250 Penalty: 754.050476 Iteration 28Q: 3 clusters Score -240895.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 3754 members Entering Unmasked Estep Score: -240898.015625 Penalty: 754.050476 Iteration 29Q: 3 clusters Score -240898 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 3754 members Entering Unmasked Estep Score: -240899.046875 Penalty: 754.050476 Iteration 30Q: 3 clusters Score -240899 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 3753 members Entering Unmasked Estep Score: -240899.515625 Penalty: 754.050476 Iteration 31Q: 3 clusters Score -240899.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 3753 members Entering Unmasked Estep Score: -240899.515625 Penalty: 754.050476 Iteration 32F: 3 clusters Score -240899.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (2737 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2737 members Entering Unmasked Estep Score: -156081.312500 Penalty: 360.115112 Iteration 0F: 2 clusters Score -156081.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -154165.750000 Penalty: 720.230225 Iteration 0F: 3 clusters Score -154165.8 nChanged 1189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -154805.140625 Penalty: 720.230225 Iteration 1F: 3 clusters Score -154805.1 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -154906.906250 Penalty: 720.230225 Iteration 2F: 3 clusters Score -154906.9 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -155012.546875 Penalty: 720.230225 Iteration 3F: 3 clusters Score -155012.5 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -155155.421875 Penalty: 720.230225 Iteration 4F: 3 clusters Score -155155.4 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -155311.359375 Penalty: 720.230225 Iteration 5F: 3 clusters Score -155311.4 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -155421.796875 Penalty: 720.230225 Iteration 6F: 3 clusters Score -155421.8 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -155478.031250 Penalty: 720.230225 Iteration 7Q: 3 clusters Score -155478 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -155511.890625 Penalty: 720.230225 Iteration 8Q: 3 clusters Score -155511.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -155528.375000 Penalty: 720.230225 Iteration 9Q: 3 clusters Score -155528.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -155537.859375 Penalty: 720.230225 Iteration 10Q: 3 clusters Score -155537.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -155545.218750 Penalty: 720.230225 Iteration 11Q: 3 clusters Score -155545.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -155552.500000 Penalty: 720.230225 Iteration 12Q: 3 clusters Score -155552.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -155554.203125 Penalty: 720.230225 Iteration 13Q: 3 clusters Score -155554.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -155556.875000 Penalty: 720.230225 Iteration 14Q: 3 clusters Score -155556.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -155558.406250 Penalty: 720.230225 Iteration 15Q: 3 clusters Score -155558.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -155560.437500 Penalty: 720.230225 Iteration 16Q: 3 clusters Score -155560.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -155561.812500 Penalty: 720.230225 Iteration 17Q: 3 clusters Score -155561.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -155563.359375 Penalty: 720.230225 Iteration 18Q: 3 clusters Score -155563.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -155565.687500 Penalty: 720.230225 Iteration 19Q: 3 clusters Score -155565.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -155568.375000 Penalty: 720.230225 Iteration 20F: 3 clusters Score -155568.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -155572.078125 Penalty: 720.230225 Iteration 21Q: 3 clusters Score -155572.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -155574.125000 Penalty: 720.230225 Iteration 22Q: 3 clusters Score -155574.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -155574.781250 Penalty: 720.230225 Iteration 23Q: 3 clusters Score -155574.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -155574.765625 Penalty: 720.230225 Iteration 24Q: 3 clusters Score -155574.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -155575.250000 Penalty: 720.230225 Iteration 25Q: 3 clusters Score -155575.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -155575.296875 Penalty: 720.230225 Iteration 26Q: 3 clusters Score -155575.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -155575.578125 Penalty: 720.230225 Iteration 27Q: 3 clusters Score -155575.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -155575.500000 Penalty: 720.230225 Iteration 28Q: 3 clusters Score -155575.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -155575.828125 Penalty: 720.230225 Iteration 29Q: 3 clusters Score -155575.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -155575.859375 Penalty: 720.230225 Iteration 30Q: 3 clusters Score -155575.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -155575.921875 Penalty: 720.230225 Iteration 31Q: 3 clusters Score -155575.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -155575.812500 Penalty: 720.230225 Iteration 32Q: 3 clusters Score -155575.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -155575.812500 Penalty: 720.230225 Iteration 33F: 3 clusters Score -155575.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (117 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Entering Unmasked Estep Score: -5739.238770 Penalty: 216.678925 Iteration 0F: 2 clusters Score -5739.239 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -5511.827148 Penalty: 433.357849 Iteration 0F: 3 clusters Score -5511.827 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -5539.417969 Penalty: 433.357849 Iteration 1F: 3 clusters Score -5539.418 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -5555.684082 Penalty: 433.357849 Iteration 2F: 3 clusters Score -5555.684 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -5562.484375 Penalty: 433.357849 Iteration 3Q: 3 clusters Score -5562.484 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -5565.435059 Penalty: 433.357849 Iteration 4Q: 3 clusters Score -5565.435 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -5565.435059 Penalty: 433.357849 Iteration 5F: 3 clusters Score -5565.435 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (181 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Entering Unmasked Estep Score: -8945.129883 Penalty: 236.531601 Iteration 0F: 2 clusters Score -8945.13 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -8681.848633 Penalty: 473.063202 Iteration 0F: 3 clusters Score -8681.849 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -8722.984375 Penalty: 473.063202 Iteration 1F: 3 clusters Score -8722.984 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -8740.078125 Penalty: 473.063202 Iteration 2F: 3 clusters Score -8740.078 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -8751.853516 Penalty: 473.063202 Iteration 3Q: 3 clusters Score -8751.854 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -8755.713867 Penalty: 473.063202 Iteration 4Q: 3 clusters Score -8755.714 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -8761.154297 Penalty: 473.063202 Iteration 5Q: 3 clusters Score -8761.154 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -8765.653320 Penalty: 473.063202 Iteration 6Q: 3 clusters Score -8765.653 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -8775.816406 Penalty: 473.063202 Iteration 7Q: 3 clusters Score -8775.816 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -8775.816406 Penalty: 473.063202 Iteration 8F: 3 clusters Score -8775.816 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (11141 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11141 members Entering Unmasked Estep Score: -598713.750000 Penalty: 423.986603 Iteration 0F: 2 clusters Score -598713.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5655 members Mstep: Class 2 contains 5486 members Entering Unmasked Estep Score: -591314.500000 Penalty: 847.973206 Iteration 0F: 3 clusters Score -591314.5 nChanged 5191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6500 members Mstep: Class 2 contains 4641 members Entering Unmasked Estep Score: -594327.750000 Penalty: 847.973206 Iteration 1F: 3 clusters Score -594327.8 nChanged 748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7068 members Mstep: Class 2 contains 4073 members Entering Unmasked Estep Score: -594731.437500 Penalty: 847.973206 Iteration 2F: 3 clusters Score -594731.4 nChanged 838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7768 members Mstep: Class 2 contains 3373 members Entering Unmasked Estep Score: -595238.125000 Penalty: 847.973206 Iteration 3F: 3 clusters Score -595238.1 nChanged 844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8554 members Mstep: Class 2 contains 2587 members Entering Unmasked Estep Score: -595879.875000 Penalty: 847.973206 Iteration 4F: 3 clusters Score -595879.9 nChanged 846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9386 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -596613.250000 Penalty: 847.973206 Iteration 5F: 3 clusters Score -596613.2 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10093 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -597291.937500 Penalty: 847.973206 Iteration 6F: 3 clusters Score -597291.9 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10591 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -597780.687500 Penalty: 847.973206 Iteration 7Q: 3 clusters Score -597780.7 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10888 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -598093.812500 Penalty: 847.973206 Iteration 8Q: 3 clusters Score -598093.8 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11037 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -598254.687500 Penalty: 847.973206 Iteration 9Q: 3 clusters Score -598254.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11082 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -598320.562500 Penalty: 847.973206 Iteration 10Q: 3 clusters Score -598320.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11089 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -598347.312500 Penalty: 847.973206 Iteration 11Q: 3 clusters Score -598347.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11090 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -598357.812500 Penalty: 847.973206 Iteration 12Q: 3 clusters Score -598357.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11091 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -598360.250000 Penalty: 847.973206 Iteration 13Q: 3 clusters Score -598360.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11090 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -598360.437500 Penalty: 847.973206 Iteration 14Q: 3 clusters Score -598360.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11090 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -598360.437500 Penalty: 847.973206 Iteration 15F: 3 clusters Score -598360.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (504 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Entering Unmasked Estep Score: -25884.773438 Penalty: 283.127228 Iteration 0F: 2 clusters Score -25884.77 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -25403.324219 Penalty: 566.254456 Iteration 0F: 3 clusters Score -25403.32 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -25539.013672 Penalty: 566.254456 Iteration 1F: 3 clusters Score -25539.01 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -25585.238281 Penalty: 566.254456 Iteration 2F: 3 clusters Score -25585.24 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -25601.759766 Penalty: 566.254456 Iteration 3F: 3 clusters Score -25601.76 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -25613.765625 Penalty: 566.254456 Iteration 4Q: 3 clusters Score -25613.77 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -25619.324219 Penalty: 566.254456 Iteration 5Q: 3 clusters Score -25619.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -25620.302734 Penalty: 566.254456 Iteration 6Q: 3 clusters Score -25620.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -25620.693359 Penalty: 566.254456 Iteration 7Q: 3 clusters Score -25620.69 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -25622.470703 Penalty: 566.254456 Iteration 8Q: 3 clusters Score -25622.47 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -25622.941406 Penalty: 566.254456 Iteration 9Q: 3 clusters Score -25622.94 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -25623.298828 Penalty: 566.254456 Iteration 10Q: 3 clusters Score -25623.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -25623.673828 Penalty: 566.254456 Iteration 11Q: 3 clusters Score -25623.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -25624.623047 Penalty: 566.254456 Iteration 12Q: 3 clusters Score -25624.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -25625.386719 Penalty: 566.254456 Iteration 13Q: 3 clusters Score -25625.39 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -25625.386719 Penalty: 566.254456 Iteration 14F: 3 clusters Score -25625.39 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (351 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Entering Unmasked Estep Score: -15185.459961 Penalty: 266.665771 Iteration 0F: 2 clusters Score -15185.46 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -14801.433594 Penalty: 533.331543 Iteration 0F: 3 clusters Score -14801.43 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -14942.076172 Penalty: 533.331543 Iteration 1F: 3 clusters Score -14942.08 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -15013.922852 Penalty: 533.331543 Iteration 2F: 3 clusters Score -15013.92 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -15067.167969 Penalty: 533.331543 Iteration 3F: 3 clusters Score -15067.17 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -15132.805664 Penalty: 533.331543 Iteration 4F: 3 clusters Score -15132.81 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -15229.839844 Penalty: 533.331543 Iteration 5F: 3 clusters Score -15229.84 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -15260.486328 Penalty: 533.331543 Iteration 6Q: 3 clusters Score -15260.49 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -15278.923828 Penalty: 533.331543 Iteration 7Q: 3 clusters Score -15278.92 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -15304.462891 Penalty: 533.331543 Iteration 8Q: 3 clusters Score -15304.46 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -15318.538086 Penalty: 533.331543 Iteration 9Q: 3 clusters Score -15318.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -15319.273438 Penalty: 533.331543 Iteration 10Q: 3 clusters Score -15319.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -15319.273438 Penalty: 533.331543 Iteration 11F: 3 clusters Score -15319.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 6897 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 714 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3969 members Mstep: Class 10 contains 2737 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 181 members Mstep: Class 13 contains 11141 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 233 members Mstep: Class 16 contains 108267 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 156 members Mstep: Class 19 contains 151 members Mstep: Class 20 contains 216 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 964 members Mstep: Class 23 contains 601 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 118 members Entering Unmasked Estep Score: -7906572.500000 Penalty: 13516.799805 Splitting cluster 15 changes total score from -7906709.500000 to -7906572.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 16 (108267 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108267 members Entering Unmasked Estep Score: -6115972.500000 Penalty: 527.452209 Iteration 0F: 2 clusters Score -6115972 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54190 members Mstep: Class 2 contains 54077 members Entering Unmasked Estep Score: -6042646.000000 Penalty: 1054.904419 Iteration 0F: 3 clusters Score -6042646 nChanged 52897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58331 members Mstep: Class 2 contains 49936 members Entering Unmasked Estep Score: -6075680.500000 Penalty: 1054.904419 Iteration 1F: 3 clusters Score -6075680 nChanged 5415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59912 members Mstep: Class 2 contains 48355 members Entering Unmasked Estep Score: -6078197.500000 Penalty: 1054.904419 Iteration 2F: 3 clusters Score -6078198 nChanged 6195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62037 members Mstep: Class 2 contains 46230 members Entering Unmasked Estep Score: -6081807.500000 Penalty: 1054.904419 Iteration 3F: 3 clusters Score -6081808 nChanged 6760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64459 members Mstep: Class 2 contains 43808 members Entering Unmasked Estep Score: -6086869.000000 Penalty: 1054.904419 Iteration 4F: 3 clusters Score -6086869 nChanged 6999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66778 members Mstep: Class 2 contains 41489 members Entering Unmasked Estep Score: -6092645.500000 Penalty: 1054.904419 Iteration 5F: 3 clusters Score -6092646 nChanged 6094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68442 members Mstep: Class 2 contains 39825 members Entering Unmasked Estep Score: -6096636.500000 Penalty: 1054.904419 Iteration 6F: 3 clusters Score -6096636 nChanged 4321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69755 members Mstep: Class 2 contains 38512 members Entering Unmasked Estep Score: -6098442.500000 Penalty: 1054.904419 Iteration 7Q: 3 clusters Score -6098442 nChanged 2544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71075 members Mstep: Class 2 contains 37192 members Entering Unmasked Estep Score: -6099079.000000 Penalty: 1054.904419 Iteration 8Q: 3 clusters Score -6099079 nChanged 1723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72448 members Mstep: Class 2 contains 35819 members Entering Unmasked Estep Score: -6099538.500000 Penalty: 1054.904419 Iteration 9Q: 3 clusters Score -6099538 nChanged 1514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73892 members Mstep: Class 2 contains 34375 members Entering Unmasked Estep Score: -6099878.000000 Penalty: 1054.904419 Iteration 10Q: 3 clusters Score -6099878 nChanged 1567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75437 members Mstep: Class 2 contains 32830 members Entering Unmasked Estep Score: -6100376.000000 Penalty: 1054.904419 Iteration 11Q: 3 clusters Score -6100376 nChanged 1625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77046 members Mstep: Class 2 contains 31221 members Entering Unmasked Estep Score: -6100853.000000 Penalty: 1054.904419 Iteration 12Q: 3 clusters Score -6100853 nChanged 1739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78765 members Mstep: Class 2 contains 29502 members Entering Unmasked Estep Score: -6101423.500000 Penalty: 1054.904419 Iteration 13Q: 3 clusters Score -6101424 nChanged 1809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80562 members Mstep: Class 2 contains 27705 members Entering Unmasked Estep Score: -6102031.500000 Penalty: 1054.904419 Iteration 14Q: 3 clusters Score -6102032 nChanged 1876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82422 members Mstep: Class 2 contains 25845 members Entering Unmasked Estep Score: -6102739.000000 Penalty: 1054.904419 Iteration 15Q: 3 clusters Score -6102739 nChanged 1943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84357 members Mstep: Class 2 contains 23910 members Entering Unmasked Estep Score: -6103462.000000 Penalty: 1054.904419 Iteration 16Q: 3 clusters Score -6103462 nChanged 1994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86337 members Mstep: Class 2 contains 21930 members Entering Unmasked Estep Score: -6104260.000000 Penalty: 1054.904419 Iteration 17Q: 3 clusters Score -6104260 nChanged 2061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88384 members Mstep: Class 2 contains 19883 members Entering Unmasked Estep Score: -6105176.500000 Penalty: 1054.904419 Iteration 18Q: 3 clusters Score -6105176 nChanged 2090 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90458 members Mstep: Class 2 contains 17809 members Entering Unmasked Estep Score: -6106256.000000 Penalty: 1054.904419 Iteration 19Q: 3 clusters Score -6106256 nChanged 2061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92513 members Mstep: Class 2 contains 15754 members Entering Unmasked Estep Score: -6107360.500000 Penalty: 1054.904419 Iteration 20F: 3 clusters Score -6107360 nChanged 2050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94547 members Mstep: Class 2 contains 13720 members Entering Unmasked Estep Score: -6108469.500000 Penalty: 1054.904419 Iteration 21Q: 3 clusters Score -6108470 nChanged 2014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96555 members Mstep: Class 2 contains 11712 members Entering Unmasked Estep Score: -6109785.500000 Penalty: 1054.904419 Iteration 22Q: 3 clusters Score -6109786 nChanged 1896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98443 members Mstep: Class 2 contains 9824 members Entering Unmasked Estep Score: -6111079.000000 Penalty: 1054.904419 Iteration 23Q: 3 clusters Score -6111079 nChanged 1772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100205 members Mstep: Class 2 contains 8062 members Entering Unmasked Estep Score: -6112397.000000 Penalty: 1054.904419 Iteration 24Q: 3 clusters Score -6112397 nChanged 1499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101680 members Mstep: Class 2 contains 6587 members Entering Unmasked Estep Score: -6113517.000000 Penalty: 1054.904419 Iteration 25Q: 3 clusters Score -6113517 nChanged 1242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102878 members Mstep: Class 2 contains 5389 members Entering Unmasked Estep Score: -6114448.000000 Penalty: 1054.904419 Iteration 26Q: 3 clusters Score -6114448 nChanged 962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103812 members Mstep: Class 2 contains 4455 members Entering Unmasked Estep Score: -6115119.000000 Penalty: 1054.904419 Iteration 27Q: 3 clusters Score -6115119 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104502 members Mstep: Class 2 contains 3765 members Entering Unmasked Estep Score: -6115611.000000 Penalty: 1054.904419 Iteration 28Q: 3 clusters Score -6115611 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104980 members Mstep: Class 2 contains 3287 members Entering Unmasked Estep Score: -6115929.500000 Penalty: 1054.904419 Iteration 29Q: 3 clusters Score -6115930 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105326 members Mstep: Class 2 contains 2941 members Entering Unmasked Estep Score: -6116205.000000 Penalty: 1054.904419 Iteration 30Q: 3 clusters Score -6116205 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105556 members Mstep: Class 2 contains 2711 members Entering Unmasked Estep Score: -6116414.000000 Penalty: 1054.904419 Iteration 31Q: 3 clusters Score -6116414 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105712 members Mstep: Class 2 contains 2555 members Entering Unmasked Estep Score: -6116545.000000 Penalty: 1054.904419 Iteration 32Q: 3 clusters Score -6116545 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105816 members Mstep: Class 2 contains 2451 members Entering Unmasked Estep Score: -6116633.500000 Penalty: 1054.904419 Iteration 33Q: 3 clusters Score -6116634 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105869 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -6116692.500000 Penalty: 1054.904419 Iteration 34Q: 3 clusters Score -6116692 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105865 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -6116728.000000 Penalty: 1054.904419 Iteration 35Q: 3 clusters Score -6116728 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105841 members Mstep: Class 2 contains 2426 members Entering Unmasked Estep Score: -6116752.000000 Penalty: 1054.904419 Iteration 36Q: 3 clusters Score -6116752 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105785 members Mstep: Class 2 contains 2482 members Entering Unmasked Estep Score: -6116797.500000 Penalty: 1054.904419 Iteration 37Q: 3 clusters Score -6116798 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105720 members Mstep: Class 2 contains 2547 members Entering Unmasked Estep Score: -6116831.500000 Penalty: 1054.904419 Iteration 38Q: 3 clusters Score -6116832 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105640 members Mstep: Class 2 contains 2627 members Entering Unmasked Estep Score: -6116873.000000 Penalty: 1054.904419 Iteration 39Q: 3 clusters Score -6116873 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105571 members Mstep: Class 2 contains 2696 members Entering Unmasked Estep Score: -6116922.500000 Penalty: 1054.904419 Iteration 40F: 3 clusters Score -6116922 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105492 members Mstep: Class 2 contains 2775 members Entering Unmasked Estep Score: -6116950.500000 Penalty: 1054.904419 Iteration 41Q: 3 clusters Score -6116950 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105421 members Mstep: Class 2 contains 2846 members Entering Unmasked Estep Score: -6116977.500000 Penalty: 1054.904419 Iteration 42Q: 3 clusters Score -6116978 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105368 members Mstep: Class 2 contains 2899 members Entering Unmasked Estep Score: -6116999.000000 Penalty: 1054.904419 Iteration 43Q: 3 clusters Score -6116999 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105316 members Mstep: Class 2 contains 2951 members Entering Unmasked Estep Score: -6117023.000000 Penalty: 1054.904419 Iteration 44Q: 3 clusters Score -6117023 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105254 members Mstep: Class 2 contains 3013 members Entering Unmasked Estep Score: -6117046.000000 Penalty: 1054.904419 Iteration 45Q: 3 clusters Score -6117046 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105175 members Mstep: Class 2 contains 3092 members Entering Unmasked Estep Score: -6117064.000000 Penalty: 1054.904419 Iteration 46Q: 3 clusters Score -6117064 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105117 members Mstep: Class 2 contains 3150 members Entering Unmasked Estep Score: -6117072.500000 Penalty: 1054.904419 Iteration 47Q: 3 clusters Score -6117072 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105052 members Mstep: Class 2 contains 3215 members Entering Unmasked Estep Score: -6117092.000000 Penalty: 1054.904419 Iteration 48Q: 3 clusters Score -6117092 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105002 members Mstep: Class 2 contains 3265 members Entering Unmasked Estep Score: -6117103.000000 Penalty: 1054.904419 Iteration 49Q: 3 clusters Score -6117103 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104963 members Mstep: Class 2 contains 3304 members Entering Unmasked Estep Score: -6117114.500000 Penalty: 1054.904419 Iteration 50Q: 3 clusters Score -6117114 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104929 members Mstep: Class 2 contains 3338 members Entering Unmasked Estep Score: -6117141.000000 Penalty: 1054.904419 Iteration 51Q: 3 clusters Score -6117141 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104889 members Mstep: Class 2 contains 3378 members Entering Unmasked Estep Score: -6117154.000000 Penalty: 1054.904419 Iteration 52Q: 3 clusters Score -6117154 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104851 members Mstep: Class 2 contains 3416 members Entering Unmasked Estep Score: -6117150.000000 Penalty: 1054.904419 Iteration 53Q: 3 clusters Score -6117150 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104819 members Mstep: Class 2 contains 3448 members Entering Unmasked Estep Score: -6117165.500000 Penalty: 1054.904419 Iteration 54Q: 3 clusters Score -6117166 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104798 members Mstep: Class 2 contains 3469 members Entering Unmasked Estep Score: -6117165.000000 Penalty: 1054.904419 Iteration 55Q: 3 clusters Score -6117165 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104771 members Mstep: Class 2 contains 3496 members Entering Unmasked Estep Score: -6117159.000000 Penalty: 1054.904419 Iteration 56Q: 3 clusters Score -6117159 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104741 members Mstep: Class 2 contains 3526 members Entering Unmasked Estep Score: -6117168.500000 Penalty: 1054.904419 Iteration 57Q: 3 clusters Score -6117168 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104721 members Mstep: Class 2 contains 3546 members Entering Unmasked Estep Score: -6117162.500000 Penalty: 1054.904419 Iteration 58Q: 3 clusters Score -6117162 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104703 members Mstep: Class 2 contains 3564 members Entering Unmasked Estep Score: -6117161.000000 Penalty: 1054.904419 Iteration 59Q: 3 clusters Score -6117161 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104696 members Mstep: Class 2 contains 3571 members Entering Unmasked Estep Score: -6117161.500000 Penalty: 1054.904419 Iteration 60F: 3 clusters Score -6117162 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104685 members Mstep: Class 2 contains 3582 members Entering Unmasked Estep Score: -6117164.500000 Penalty: 1054.904419 Iteration 61Q: 3 clusters Score -6117164 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104676 members Mstep: Class 2 contains 3591 members Entering Unmasked Estep Score: -6117168.000000 Penalty: 1054.904419 Iteration 62Q: 3 clusters Score -6117168 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104670 members Mstep: Class 2 contains 3597 members Entering Unmasked Estep Score: -6117166.500000 Penalty: 1054.904419 Iteration 63Q: 3 clusters Score -6117166 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104665 members Mstep: Class 2 contains 3602 members Entering Unmasked Estep Score: -6117168.000000 Penalty: 1054.904419 Iteration 64Q: 3 clusters Score -6117168 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104654 members Mstep: Class 2 contains 3613 members Entering Unmasked Estep Score: -6117174.000000 Penalty: 1054.904419 Iteration 65Q: 3 clusters Score -6117174 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104644 members Mstep: Class 2 contains 3623 members Entering Unmasked Estep Score: -6117168.500000 Penalty: 1054.904419 Iteration 66Q: 3 clusters Score -6117168 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104637 members Mstep: Class 2 contains 3630 members Entering Unmasked Estep Score: -6117171.000000 Penalty: 1054.904419 Iteration 67Q: 3 clusters Score -6117171 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104632 members Mstep: Class 2 contains 3635 members Entering Unmasked Estep Score: -6117173.500000 Penalty: 1054.904419 Iteration 68Q: 3 clusters Score -6117174 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104626 members Mstep: Class 2 contains 3641 members Entering Unmasked Estep Score: -6117176.500000 Penalty: 1054.904419 Iteration 69Q: 3 clusters Score -6117176 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104616 members Mstep: Class 2 contains 3651 members Entering Unmasked Estep Score: -6117188.500000 Penalty: 1054.904419 Iteration 70Q: 3 clusters Score -6117188 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104609 members Mstep: Class 2 contains 3658 members Entering Unmasked Estep Score: -6117191.000000 Penalty: 1054.904419 Iteration 71Q: 3 clusters Score -6117191 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104605 members Mstep: Class 2 contains 3662 members Entering Unmasked Estep Score: -6117185.500000 Penalty: 1054.904419 Iteration 72Q: 3 clusters Score -6117186 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104603 members Mstep: Class 2 contains 3664 members Entering Unmasked Estep Score: -6117180.500000 Penalty: 1054.904419 Iteration 73Q: 3 clusters Score -6117180 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104598 members Mstep: Class 2 contains 3669 members Entering Unmasked Estep Score: -6117188.000000 Penalty: 1054.904419 Iteration 74Q: 3 clusters Score -6117188 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104592 members Mstep: Class 2 contains 3675 members Entering Unmasked Estep Score: -6117184.500000 Penalty: 1054.904419 Iteration 75Q: 3 clusters Score -6117184 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104586 members Mstep: Class 2 contains 3681 members Entering Unmasked Estep Score: -6117188.000000 Penalty: 1054.904419 Iteration 76Q: 3 clusters Score -6117188 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104581 members Mstep: Class 2 contains 3686 members Entering Unmasked Estep Score: -6117194.500000 Penalty: 1054.904419 Iteration 77Q: 3 clusters Score -6117194 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104575 members Mstep: Class 2 contains 3692 members Entering Unmasked Estep Score: -6117189.500000 Penalty: 1054.904419 Iteration 78Q: 3 clusters Score -6117190 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104566 members Mstep: Class 2 contains 3701 members Entering Unmasked Estep Score: -6117178.000000 Penalty: 1054.904419 Iteration 79Q: 3 clusters Score -6117178 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104560 members Mstep: Class 2 contains 3707 members Entering Unmasked Estep Score: -6117174.000000 Penalty: 1054.904419 Iteration 80F: 3 clusters Score -6117174 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104551 members Mstep: Class 2 contains 3716 members Entering Unmasked Estep Score: -6117171.000000 Penalty: 1054.904419 Iteration 81Q: 3 clusters Score -6117171 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104544 members Mstep: Class 2 contains 3723 members Entering Unmasked Estep Score: -6117171.000000 Penalty: 1054.904419 Iteration 82Q: 3 clusters Score -6117171 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104542 members Mstep: Class 2 contains 3725 members Entering Unmasked Estep Score: -6117170.500000 Penalty: 1054.904419 Iteration 83Q: 3 clusters Score -6117170 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104542 members Mstep: Class 2 contains 3725 members Entering Unmasked Estep Score: -6117170.500000 Penalty: 1054.904419 Iteration 84F: 3 clusters Score -6117170 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 6897 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 714 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3969 members Mstep: Class 10 contains 2737 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 181 members Mstep: Class 13 contains 11141 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 104542 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 156 members Mstep: Class 19 contains 151 members Mstep: Class 20 contains 216 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 964 members Mstep: Class 23 contains 601 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 3725 members Entering Unmasked Estep Score: -7907829.000000 Penalty: 13516.799805 Splitting cluster 16 changes total score from -7906709.500000 to -7907829.000000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 17 (71 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Entering Unmasked Estep Score: -3241.858887 Penalty: 193.951935 Iteration 0F: 2 clusters Score -3241.859 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29 members Mstep: Class 2 contains 42 members Entering Unmasked Estep Score: -3078.116211 Penalty: 387.903870 Iteration 0F: 3 clusters Score -3078.116 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31 members Mstep: Class 2 contains 40 members Entering Unmasked Estep Score: -3098.507568 Penalty: 387.903870 Iteration 1F: 3 clusters Score -3098.508 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -3107.742920 Penalty: 387.903870 Iteration 2Q: 3 clusters Score -3107.743 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -3107.742920 Penalty: 387.903870 Iteration 3F: 3 clusters Score -3107.743 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (156 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Entering Unmasked Estep Score: -7370.684570 Penalty: 229.768463 Iteration 0F: 2 clusters Score -7370.685 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -7116.773926 Penalty: 459.536926 Iteration 0F: 3 clusters Score -7116.774 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -7179.723633 Penalty: 459.536926 Iteration 1F: 3 clusters Score -7179.724 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -7201.742676 Penalty: 459.536926 Iteration 2F: 3 clusters Score -7201.743 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -7209.994629 Penalty: 459.536926 Iteration 3Q: 3 clusters Score -7209.995 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -7242.902832 Penalty: 459.536926 Iteration 4Q: 3 clusters Score -7242.903 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -7296.558594 Penalty: 459.536926 Iteration 5Q: 3 clusters Score -7296.559 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -7309.675781 Penalty: 459.536926 Iteration 6Q: 3 clusters Score -7309.676 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -7318.927246 Penalty: 459.536926 Iteration 7Q: 3 clusters Score -7318.927 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -7323.210938 Penalty: 459.536926 Iteration 8Q: 3 clusters Score -7323.211 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -7324.463867 Penalty: 459.536926 Iteration 9Q: 3 clusters Score -7324.464 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -7324.463867 Penalty: 459.536926 Iteration 10F: 3 clusters Score -7324.464 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (151 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Entering Unmasked Estep Score: -6718.293945 Penalty: 228.286224 Iteration 0F: 2 clusters Score -6718.294 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -6495.345703 Penalty: 456.572449 Iteration 0F: 3 clusters Score -6495.346 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -6577.846191 Penalty: 456.572449 Iteration 1F: 3 clusters Score -6577.846 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -6636.329102 Penalty: 456.572449 Iteration 2F: 3 clusters Score -6636.329 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -6653.912109 Penalty: 456.572449 Iteration 3Q: 3 clusters Score -6653.912 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -6667.925293 Penalty: 456.572449 Iteration 4Q: 3 clusters Score -6667.925 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -6673.668945 Penalty: 456.572449 Iteration 5Q: 3 clusters Score -6673.669 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -6675.157227 Penalty: 456.572449 Iteration 6Q: 3 clusters Score -6675.157 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -6676.204102 Penalty: 456.572449 Iteration 7Q: 3 clusters Score -6676.204 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -6676.204102 Penalty: 456.572449 Iteration 8F: 3 clusters Score -6676.204 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (216 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Entering Unmasked Estep Score: -9836.835938 Penalty: 244.575165 Iteration 0F: 2 clusters Score -9836.836 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 104 members Entering Unmasked Estep Score: -9552.748047 Penalty: 489.150330 Iteration 0F: 3 clusters Score -9552.748 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -9630.535156 Penalty: 489.150330 Iteration 1F: 3 clusters Score -9630.535 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -9654.042969 Penalty: 489.150330 Iteration 2F: 3 clusters Score -9654.043 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -9668.659180 Penalty: 489.150330 Iteration 3Q: 3 clusters Score -9668.659 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -9678.176758 Penalty: 489.150330 Iteration 4Q: 3 clusters Score -9678.177 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -9687.255859 Penalty: 489.150330 Iteration 5Q: 3 clusters Score -9687.256 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -9689.770508 Penalty: 489.150330 Iteration 6Q: 3 clusters Score -9689.771 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -9692.075195 Penalty: 489.150330 Iteration 7Q: 3 clusters Score -9692.075 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -9692.629883 Penalty: 489.150330 Iteration 8Q: 3 clusters Score -9692.63 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -9692.629883 Penalty: 489.150330 Iteration 9F: 3 clusters Score -9692.63 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (1626 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Entering Unmasked Estep Score: -88540.054688 Penalty: 336.421478 Iteration 0F: 2 clusters Score -88540.05 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -87362.320312 Penalty: 672.842957 Iteration 0F: 3 clusters Score -87362.32 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -87760.687500 Penalty: 672.842957 Iteration 1F: 3 clusters Score -87760.69 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -87840.062500 Penalty: 672.842957 Iteration 2F: 3 clusters Score -87840.06 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -87919.945312 Penalty: 672.842957 Iteration 3F: 3 clusters Score -87919.95 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -87998.367188 Penalty: 672.842957 Iteration 4F: 3 clusters Score -87998.37 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -88068.414062 Penalty: 672.842957 Iteration 5F: 3 clusters Score -88068.41 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -88129.429688 Penalty: 672.842957 Iteration 6Q: 3 clusters Score -88129.43 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -88190.960938 Penalty: 672.842957 Iteration 7Q: 3 clusters Score -88190.96 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -88235.390625 Penalty: 672.842957 Iteration 8Q: 3 clusters Score -88235.39 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -88272.773438 Penalty: 672.842957 Iteration 9Q: 3 clusters Score -88272.77 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -88292.671875 Penalty: 672.842957 Iteration 10Q: 3 clusters Score -88292.67 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -88299.851562 Penalty: 672.842957 Iteration 11Q: 3 clusters Score -88299.85 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -88307.476562 Penalty: 672.842957 Iteration 12Q: 3 clusters Score -88307.48 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -88310.718750 Penalty: 672.842957 Iteration 13Q: 3 clusters Score -88310.72 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -88312.554688 Penalty: 672.842957 Iteration 14Q: 3 clusters Score -88312.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -88312.546875 Penalty: 672.842957 Iteration 15Q: 3 clusters Score -88312.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -88313.031250 Penalty: 672.842957 Iteration 16Q: 3 clusters Score -88313.03 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -88313.031250 Penalty: 672.842957 Iteration 17F: 3 clusters Score -88313.03 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (964 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Entering Unmasked Estep Score: -35720.710938 Penalty: 312.634644 Iteration 0F: 2 clusters Score -35720.71 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -34982.066406 Penalty: 625.269287 Iteration 0F: 3 clusters Score -34982.07 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -35660.378906 Penalty: 625.269287 Iteration 1F: 3 clusters Score -35660.38 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -35891.414062 Penalty: 625.269287 Iteration 2F: 3 clusters Score -35891.41 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -36046.152344 Penalty: 625.269287 Iteration 3F: 3 clusters Score -36046.15 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -36162.347656 Penalty: 625.269287 Iteration 4F: 3 clusters Score -36162.35 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -36225.699219 Penalty: 625.269287 Iteration 5Q: 3 clusters Score -36225.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -36269.480469 Penalty: 625.269287 Iteration 6Q: 3 clusters Score -36269.48 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -36308.652344 Penalty: 625.269287 Iteration 7Q: 3 clusters Score -36308.65 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -36354.769531 Penalty: 625.269287 Iteration 8Q: 3 clusters Score -36354.77 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -36390.496094 Penalty: 625.269287 Iteration 9Q: 3 clusters Score -36390.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -36405.937500 Penalty: 625.269287 Iteration 10Q: 3 clusters Score -36405.94 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -36412.949219 Penalty: 625.269287 Iteration 11Q: 3 clusters Score -36412.95 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -36420.199219 Penalty: 625.269287 Iteration 12Q: 3 clusters Score -36420.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -36431.652344 Penalty: 625.269287 Iteration 13Q: 3 clusters Score -36431.65 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -36458.078125 Penalty: 625.269287 Iteration 14Q: 3 clusters Score -36458.08 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -36469.800781 Penalty: 625.269287 Iteration 15Q: 3 clusters Score -36469.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -36481.195312 Penalty: 625.269287 Iteration 16Q: 3 clusters Score -36481.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -36488.425781 Penalty: 625.269287 Iteration 17Q: 3 clusters Score -36488.43 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -36515.144531 Penalty: 625.269287 Iteration 18Q: 3 clusters Score -36515.14 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -36545.964844 Penalty: 625.269287 Iteration 19Q: 3 clusters Score -36545.96 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -36566.304688 Penalty: 625.269287 Iteration 20F: 3 clusters Score -36566.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -36573.574219 Penalty: 625.269287 Iteration 21Q: 3 clusters Score -36573.57 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -36577.394531 Penalty: 625.269287 Iteration 22Q: 3 clusters Score -36577.39 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -36579.796875 Penalty: 625.269287 Iteration 23Q: 3 clusters Score -36579.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -36582.414062 Penalty: 625.269287 Iteration 24Q: 3 clusters Score -36582.41 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -36585.703125 Penalty: 625.269287 Iteration 25Q: 3 clusters Score -36585.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -36588.074219 Penalty: 625.269287 Iteration 26Q: 3 clusters Score -36588.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -36588.843750 Penalty: 625.269287 Iteration 27Q: 3 clusters Score -36588.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -36589.144531 Penalty: 625.269287 Iteration 28Q: 3 clusters Score -36589.14 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -36589.582031 Penalty: 625.269287 Iteration 29Q: 3 clusters Score -36589.58 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -36591.582031 Penalty: 625.269287 Iteration 30Q: 3 clusters Score -36591.58 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -36595.527344 Penalty: 625.269287 Iteration 31Q: 3 clusters Score -36595.53 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -36600.394531 Penalty: 625.269287 Iteration 32Q: 3 clusters Score -36600.39 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -36614.500000 Penalty: 625.269287 Iteration 33Q: 3 clusters Score -36614.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -36624.417969 Penalty: 625.269287 Iteration 34Q: 3 clusters Score -36624.42 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -36634.425781 Penalty: 625.269287 Iteration 35Q: 3 clusters Score -36634.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -36637.781250 Penalty: 625.269287 Iteration 36Q: 3 clusters Score -36637.78 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -36638.179688 Penalty: 625.269287 Iteration 37Q: 3 clusters Score -36638.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -36638.179688 Penalty: 625.269287 Iteration 38F: 3 clusters Score -36638.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 6897 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 714 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3969 members Mstep: Class 10 contains 2737 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 181 members Mstep: Class 13 contains 11141 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 104542 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 156 members Mstep: Class 19 contains 151 members Mstep: Class 20 contains 216 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 527 members Mstep: Class 23 contains 601 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 3725 members Mstep: Class 26 contains 437 members Entering Unmasked Estep Score: -7908520.500000 Penalty: 14057.471680 Splitting cluster 22 changes total score from -7906709.500000 to -7908520.500000 So it's getting split into cluster 26. Entering ConstructFrom: Trying to split cluster 23 (601 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Entering Unmasked Estep Score: -30940.140625 Penalty: 291.136078 Iteration 0F: 2 clusters Score -30940.14 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -30385.074219 Penalty: 582.272156 Iteration 0F: 3 clusters Score -30385.07 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -30532.679688 Penalty: 582.272156 Iteration 1F: 3 clusters Score -30532.68 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -30588.380859 Penalty: 582.272156 Iteration 2F: 3 clusters Score -30588.38 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -30663.189453 Penalty: 582.272156 Iteration 3F: 3 clusters Score -30663.19 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -30741.421875 Penalty: 582.272156 Iteration 4F: 3 clusters Score -30741.42 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -30813.759766 Penalty: 582.272156 Iteration 5F: 3 clusters Score -30813.76 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -30893.105469 Penalty: 582.272156 Iteration 6F: 3 clusters Score -30893.11 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -30949.042969 Penalty: 582.272156 Iteration 7F: 3 clusters Score -30949.04 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -30970.203125 Penalty: 582.272156 Iteration 8Q: 3 clusters Score -30970.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -30977.746094 Penalty: 582.272156 Iteration 9Q: 3 clusters Score -30977.75 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -30983.082031 Penalty: 582.272156 Iteration 10Q: 3 clusters Score -30983.08 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -30989.607422 Penalty: 582.272156 Iteration 11Q: 3 clusters Score -30989.61 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -30996.427734 Penalty: 582.272156 Iteration 12Q: 3 clusters Score -30996.43 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -31010.720703 Penalty: 582.272156 Iteration 13Q: 3 clusters Score -31010.72 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -31029.351562 Penalty: 582.272156 Iteration 14Q: 3 clusters Score -31029.35 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -31053.705078 Penalty: 582.272156 Iteration 15Q: 3 clusters Score -31053.71 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -31093.765625 Penalty: 582.272156 Iteration 16Q: 3 clusters Score -31093.77 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -31160.964844 Penalty: 582.272156 Iteration 17Q: 3 clusters Score -31160.96 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -31206.708984 Penalty: 582.272156 Iteration 18Q: 3 clusters Score -31206.71 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -31234.144531 Penalty: 582.272156 Iteration 19Q: 3 clusters Score -31234.14 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -31239.548828 Penalty: 582.272156 Iteration 20F: 3 clusters Score -31239.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -31243.093750 Penalty: 582.272156 Iteration 21Q: 3 clusters Score -31243.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -31246.404297 Penalty: 582.272156 Iteration 22Q: 3 clusters Score -31246.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -31246.404297 Penalty: 582.272156 Iteration 23F: 3 clusters Score -31246.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 6897 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 714 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3969 members Mstep: Class 10 contains 2737 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 181 members Mstep: Class 13 contains 11141 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 104542 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 156 members Mstep: Class 19 contains 151 members Mstep: Class 20 contains 216 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 527 members Mstep: Class 23 contains 268 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 3725 members Mstep: Class 26 contains 437 members Mstep: Class 27 contains 333 members Entering Unmasked Estep Score: -7908579.500000 Penalty: 14598.144531 Splitting cluster 23 changes total score from -7906709.500000 to -7908579.500000 So it's getting split into cluster 27. Entering ConstructFrom: Trying to split cluster 24 (1585 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Entering Unmasked Estep Score: -87406.875000 Penalty: 335.259460 Iteration 0F: 2 clusters Score -87406.88 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -86256.664062 Penalty: 670.518921 Iteration 0F: 3 clusters Score -86256.66 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -86601.078125 Penalty: 670.518921 Iteration 1F: 3 clusters Score -86601.08 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -86656.179688 Penalty: 670.518921 Iteration 2F: 3 clusters Score -86656.18 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -86688.390625 Penalty: 670.518921 Iteration 3Q: 3 clusters Score -86688.39 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -86725.359375 Penalty: 670.518921 Iteration 4Q: 3 clusters Score -86725.36 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -86756.351562 Penalty: 670.518921 Iteration 5Q: 3 clusters Score -86756.35 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -86786.156250 Penalty: 670.518921 Iteration 6Q: 3 clusters Score -86786.16 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -86814.156250 Penalty: 670.518921 Iteration 7Q: 3 clusters Score -86814.16 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -86838.890625 Penalty: 670.518921 Iteration 8Q: 3 clusters Score -86838.89 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -86870.726562 Penalty: 670.518921 Iteration 9Q: 3 clusters Score -86870.73 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -86906.054688 Penalty: 670.518921 Iteration 10Q: 3 clusters Score -86906.05 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -86940.226562 Penalty: 670.518921 Iteration 11Q: 3 clusters Score -86940.23 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -86962.093750 Penalty: 670.518921 Iteration 12Q: 3 clusters Score -86962.09 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -86982.726562 Penalty: 670.518921 Iteration 13Q: 3 clusters Score -86982.73 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -86994.203125 Penalty: 670.518921 Iteration 14Q: 3 clusters Score -86994.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -87002.406250 Penalty: 670.518921 Iteration 15Q: 3 clusters Score -87002.41 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -87009.914062 Penalty: 670.518921 Iteration 16Q: 3 clusters Score -87009.91 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -87013.460938 Penalty: 670.518921 Iteration 17Q: 3 clusters Score -87013.46 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -87017.390625 Penalty: 670.518921 Iteration 18Q: 3 clusters Score -87017.39 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -87019.742188 Penalty: 670.518921 Iteration 19Q: 3 clusters Score -87019.74 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -87022.937500 Penalty: 670.518921 Iteration 20F: 3 clusters Score -87022.94 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -87026.085938 Penalty: 670.518921 Iteration 21Q: 3 clusters Score -87026.09 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -87028.828125 Penalty: 670.518921 Iteration 22Q: 3 clusters Score -87028.83 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -87031.515625 Penalty: 670.518921 Iteration 23Q: 3 clusters Score -87031.52 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -87033.515625 Penalty: 670.518921 Iteration 24Q: 3 clusters Score -87033.52 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -87035.265625 Penalty: 670.518921 Iteration 25Q: 3 clusters Score -87035.27 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -87037.132812 Penalty: 670.518921 Iteration 26Q: 3 clusters Score -87037.13 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -87038.171875 Penalty: 670.518921 Iteration 27Q: 3 clusters Score -87038.17 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -87038.320312 Penalty: 670.518921 Iteration 28Q: 3 clusters Score -87038.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -87038.421875 Penalty: 670.518921 Iteration 29Q: 3 clusters Score -87038.42 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -87038.421875 Penalty: 670.518921 Iteration 30F: 3 clusters Score -87038.42 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 6897 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 714 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3969 members Mstep: Class 10 contains 2737 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 181 members Mstep: Class 13 contains 11141 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 104542 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 156 members Mstep: Class 19 contains 151 members Mstep: Class 20 contains 216 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 527 members Mstep: Class 23 contains 268 members Mstep: Class 24 contains 1585 members Entering Unmasked Estep ConsiderDeletion Score: -7908649.500000 Penalty: 14598.144531 Iteration 79Q: 28 clusters Score -7908650 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 6986 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 714 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 474 members Mstep: Class 9 contains 3967 members Mstep: Class 10 contains 2674 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 181 members Mstep: Class 13 contains 10961 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 104697 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 157 members Mstep: Class 19 contains 151 members Mstep: Class 20 contains 221 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 527 members Mstep: Class 23 contains 268 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 3725 members Mstep: Class 26 contains 437 members Mstep: Class 27 contains 327 members Entering Unmasked Estep ConsiderDeletion Score: -7908743.500000 Penalty: 14598.144531 Iteration 80F: 28 clusters Score -7908744 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 578 members Mstep: Class 4 contains 7097 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 715 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 475 members Mstep: Class 9 contains 3973 members Mstep: Class 10 contains 2620 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 181 members Mstep: Class 13 contains 10841 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 104741 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 151 members Mstep: Class 20 contains 221 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 527 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 3734 members Mstep: Class 26 contains 437 members Mstep: Class 27 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -7908810.000000 Penalty: 14598.144531 Iteration 81Q: 28 clusters Score -7908810 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 578 members Mstep: Class 4 contains 7221 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 715 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 474 members Mstep: Class 9 contains 3979 members Mstep: Class 10 contains 2571 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 181 members Mstep: Class 13 contains 10766 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 104717 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 160 members Mstep: Class 19 contains 151 members Mstep: Class 20 contains 220 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 527 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 3752 members Mstep: Class 26 contains 437 members Mstep: Class 27 contains 327 members Entering Unmasked Estep ConsiderDeletion Score: -7908876.500000 Penalty: 14598.144531 Iteration 82Q: 28 clusters Score -7908876 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 580 members Mstep: Class 4 contains 7389 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 717 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 474 members Mstep: Class 9 contains 3981 members Mstep: Class 10 contains 2533 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 179 members Mstep: Class 13 contains 10707 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 104621 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 160 members Mstep: Class 19 contains 152 members Mstep: Class 20 contains 220 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 527 members Mstep: Class 23 contains 270 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 3771 members Mstep: Class 26 contains 437 members Mstep: Class 27 contains 327 members Entering Unmasked Estep ConsiderDeletion Score: -7908921.000000 Penalty: 14598.144531 Iteration 83Q: 28 clusters Score -7908921 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 580 members Mstep: Class 4 contains 7574 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 719 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 475 members Mstep: Class 9 contains 3989 members Mstep: Class 10 contains 2495 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 178 members Mstep: Class 13 contains 10651 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 104499 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 160 members Mstep: Class 19 contains 153 members Mstep: Class 20 contains 219 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 527 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 3791 members Mstep: Class 26 contains 437 members Mstep: Class 27 contains 329 members Entering Unmasked Estep ConsiderDeletion Score: -7908945.000000 Penalty: 14598.144531 Iteration 84Q: 28 clusters Score -7908945 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 581 members Mstep: Class 4 contains 7758 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 720 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 475 members Mstep: Class 9 contains 3995 members Mstep: Class 10 contains 2452 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 177 members Mstep: Class 13 contains 10606 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 104373 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 160 members Mstep: Class 19 contains 153 members Mstep: Class 20 contains 218 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 527 members Mstep: Class 23 contains 268 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 3813 members Mstep: Class 26 contains 437 members Mstep: Class 27 contains 332 members Entering Unmasked Estep ConsiderDeletion Score: -7909030.500000 Penalty: 14598.144531 Iteration 85Q: 28 clusters Score -7909030 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 582 members Mstep: Class 4 contains 7964 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 720 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 474 members Mstep: Class 9 contains 4002 members Mstep: Class 10 contains 2408 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 177 members Mstep: Class 13 contains 10574 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 104203 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 160 members Mstep: Class 19 contains 153 members Mstep: Class 20 contains 218 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 527 members Mstep: Class 23 contains 268 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 3846 members Mstep: Class 26 contains 437 members Mstep: Class 27 contains 332 members Entering Unmasked Estep ConsiderDeletion Score: -7909090.000000 Penalty: 14598.144531 Iteration 86Q: 28 clusters Score -7909090 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 583 members Mstep: Class 4 contains 8164 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 720 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 474 members Mstep: Class 9 contains 4018 members Mstep: Class 10 contains 2376 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 177 members Mstep: Class 13 contains 10547 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 104003 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 160 members Mstep: Class 19 contains 153 members Mstep: Class 20 contains 218 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 527 members Mstep: Class 23 contains 268 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 3888 members Mstep: Class 26 contains 437 members Mstep: Class 27 contains 332 members Entering Unmasked Estep ConsiderDeletion Score: -7909196.000000 Penalty: 14598.144531 Iteration 87Q: 28 clusters Score -7909196 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 585 members Mstep: Class 4 contains 8398 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 721 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 474 members Mstep: Class 9 contains 4022 members Mstep: Class 10 contains 2342 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 177 members Mstep: Class 13 contains 10517 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 103792 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 160 members Mstep: Class 19 contains 153 members Mstep: Class 20 contains 218 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 527 members Mstep: Class 23 contains 268 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 3922 members Mstep: Class 26 contains 437 members Mstep: Class 27 contains 332 members Entering Unmasked Estep ConsiderDeletion Score: -7909298.000000 Penalty: 14598.144531 Iteration 88Q: 28 clusters Score -7909298 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 588 members Mstep: Class 4 contains 8682 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 721 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 4017 members Mstep: Class 10 contains 2321 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 177 members Mstep: Class 13 contains 10492 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 103520 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 160 members Mstep: Class 19 contains 153 members Mstep: Class 20 contains 218 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 527 members Mstep: Class 23 contains 268 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 3959 members Mstep: Class 26 contains 437 members Mstep: Class 27 contains 332 members Entering Unmasked Estep ConsiderDeletion Score: -7909381.500000 Penalty: 14598.144531 Iteration 89Q: 28 clusters Score -7909382 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 592 members Mstep: Class 4 contains 8994 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 722 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 4005 members Mstep: Class 10 contains 2288 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 177 members Mstep: Class 13 contains 10469 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 103231 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 160 members Mstep: Class 19 contains 153 members Mstep: Class 20 contains 218 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 527 members Mstep: Class 23 contains 268 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 3999 members Mstep: Class 26 contains 437 members Mstep: Class 27 contains 332 members Entering Unmasked Estep ConsiderDeletion Score: -7909486.000000 Penalty: 14598.144531 Iteration 90Q: 28 clusters Score -7909486 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 599 members Mstep: Class 4 contains 9284 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 722 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 472 members Mstep: Class 9 contains 3988 members Mstep: Class 10 contains 2260 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 177 members Mstep: Class 13 contains 10458 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 102952 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 160 members Mstep: Class 19 contains 153 members Mstep: Class 20 contains 218 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 527 members Mstep: Class 23 contains 268 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4038 members Mstep: Class 26 contains 437 members Mstep: Class 27 contains 332 members Entering Unmasked Estep ConsiderDeletion Score: -7909571.000000 Penalty: 14598.144531 Iteration 91Q: 28 clusters Score -7909571 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 601 members Mstep: Class 4 contains 9571 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 722 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3978 members Mstep: Class 10 contains 2232 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 177 members Mstep: Class 13 contains 10441 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 102689 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 160 members Mstep: Class 19 contains 153 members Mstep: Class 20 contains 218 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 527 members Mstep: Class 23 contains 268 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4066 members Mstep: Class 26 contains 437 members Mstep: Class 27 contains 332 members Entering Unmasked Estep ConsiderDeletion Score: -7909666.500000 Penalty: 14598.144531 Iteration 92Q: 28 clusters Score -7909666 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 609 members Mstep: Class 4 contains 9869 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 722 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 472 members Mstep: Class 9 contains 3960 members Mstep: Class 10 contains 2201 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 177 members Mstep: Class 13 contains 10427 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 102413 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 160 members Mstep: Class 19 contains 153 members Mstep: Class 20 contains 218 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 527 members Mstep: Class 23 contains 268 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4100 members Mstep: Class 26 contains 437 members Mstep: Class 27 contains 332 members Entering Unmasked Estep ConsiderDeletion Score: -7909751.000000 Penalty: 14598.144531 Iteration 93Q: 28 clusters Score -7909751 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 620 members Mstep: Class 4 contains 10120 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 723 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 472 members Mstep: Class 9 contains 3948 members Mstep: Class 10 contains 2175 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 177 members Mstep: Class 13 contains 10401 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 102172 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 160 members Mstep: Class 19 contains 153 members Mstep: Class 20 contains 218 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 527 members Mstep: Class 23 contains 268 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4142 members Mstep: Class 26 contains 437 members Mstep: Class 27 contains 332 members Entering Unmasked Estep ConsiderDeletion Score: -7909833.500000 Penalty: 14598.144531 Iteration 94Q: 28 clusters Score -7909834 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 631 members Mstep: Class 4 contains 10332 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 724 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3934 members Mstep: Class 10 contains 2134 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 177 members Mstep: Class 13 contains 10386 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 101973 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 160 members Mstep: Class 19 contains 153 members Mstep: Class 20 contains 218 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 527 members Mstep: Class 23 contains 268 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4186 members Mstep: Class 26 contains 437 members Mstep: Class 27 contains 332 members Entering Unmasked Estep ConsiderDeletion Score: -7909870.000000 Penalty: 14598.144531 Iteration 95Q: 28 clusters Score -7909870 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 642 members Mstep: Class 4 contains 10505 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 726 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 474 members Mstep: Class 9 contains 3927 members Mstep: Class 10 contains 2089 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 177 members Mstep: Class 13 contains 10370 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 101805 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 160 members Mstep: Class 19 contains 153 members Mstep: Class 20 contains 218 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 527 members Mstep: Class 23 contains 268 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4235 members Mstep: Class 26 contains 437 members Mstep: Class 27 contains 332 members Entering Unmasked Estep ConsiderDeletion Score: -7909888.000000 Penalty: 14598.144531 Iteration 96Q: 28 clusters Score -7909888 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 657 members Mstep: Class 4 contains 10677 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 729 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 474 members Mstep: Class 9 contains 3919 members Mstep: Class 10 contains 2059 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 177 members Mstep: Class 13 contains 10350 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 101626 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 160 members Mstep: Class 19 contains 153 members Mstep: Class 20 contains 218 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 527 members Mstep: Class 23 contains 268 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4281 members Mstep: Class 26 contains 437 members Mstep: Class 27 contains 332 members Entering Unmasked Estep ConsiderDeletion Score: -7909929.500000 Penalty: 14598.144531 Iteration 97Q: 28 clusters Score -7909930 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 669 members Mstep: Class 4 contains 10816 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 730 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 474 members Mstep: Class 9 contains 3910 members Mstep: Class 10 contains 2033 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 177 members Mstep: Class 13 contains 10326 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 101498 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 160 members Mstep: Class 19 contains 153 members Mstep: Class 20 contains 218 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 527 members Mstep: Class 23 contains 268 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4316 members Mstep: Class 26 contains 437 members Mstep: Class 27 contains 332 members Entering Unmasked Estep ConsiderDeletion Score: -7909942.500000 Penalty: 14598.144531 Iteration 98Q: 28 clusters Score -7909942 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 678 members Mstep: Class 4 contains 10939 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 730 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 474 members Mstep: Class 9 contains 3899 members Mstep: Class 10 contains 2004 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 177 members Mstep: Class 13 contains 10307 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 101397 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 160 members Mstep: Class 19 contains 153 members Mstep: Class 20 contains 218 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 527 members Mstep: Class 23 contains 268 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4344 members Mstep: Class 26 contains 437 members Mstep: Class 27 contains 332 members Entering Unmasked Estep ConsiderDeletion Score: -7909965.500000 Penalty: 14598.144531 Iteration 99Q: 28 clusters Score -7909966 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 686 members Mstep: Class 4 contains 11053 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 730 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 474 members Mstep: Class 9 contains 3894 members Mstep: Class 10 contains 1969 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 177 members Mstep: Class 13 contains 10292 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 101315 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 160 members Mstep: Class 19 contains 153 members Mstep: Class 20 contains 218 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 527 members Mstep: Class 23 contains 268 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4359 members Mstep: Class 26 contains 437 members Mstep: Class 27 contains 332 members Entering Unmasked Estep ConsiderDeletion Score: -7910115.500000 Penalty: 14598.144531 Iteration 100F: 28 clusters Score -7910116 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 700 members Mstep: Class 4 contains 11301 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 730 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3877 members Mstep: Class 10 contains 1938 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 177 members Mstep: Class 13 contains 10277 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 101118 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 160 members Mstep: Class 19 contains 153 members Mstep: Class 20 contains 218 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 527 members Mstep: Class 23 contains 268 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4358 members Mstep: Class 26 contains 437 members Mstep: Class 27 contains 332 members Entering Unmasked Estep ConsiderDeletion Score: -7910194.500000 Penalty: 14598.144531 Iteration 101Q: 28 clusters Score -7910194 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 708 members Mstep: Class 4 contains 11518 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 731 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3850 members Mstep: Class 10 contains 1895 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 177 members Mstep: Class 13 contains 10279 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 100958 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 160 members Mstep: Class 19 contains 153 members Mstep: Class 20 contains 218 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 527 members Mstep: Class 23 contains 268 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4360 members Mstep: Class 26 contains 437 members Mstep: Class 27 contains 332 members Entering Unmasked Estep ConsiderDeletion Score: -7910272.000000 Penalty: 14598.144531 Iteration 102Q: 28 clusters Score -7910272 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 719 members Mstep: Class 4 contains 11757 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 734 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 472 members Mstep: Class 9 contains 3810 members Mstep: Class 10 contains 1864 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 177 members Mstep: Class 13 contains 10280 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 100774 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 161 members Mstep: Class 19 contains 153 members Mstep: Class 20 contains 218 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 527 members Mstep: Class 23 contains 268 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4361 members Mstep: Class 26 contains 437 members Mstep: Class 27 contains 332 members Entering Unmasked Estep ConsiderDeletion Score: -7910314.000000 Penalty: 14598.144531 Iteration 103Q: 28 clusters Score -7910314 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 729 members Mstep: Class 4 contains 11954 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 737 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 470 members Mstep: Class 9 contains 3778 members Mstep: Class 10 contains 1836 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 177 members Mstep: Class 13 contains 10282 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 100611 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 161 members Mstep: Class 19 contains 153 members Mstep: Class 20 contains 218 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 527 members Mstep: Class 23 contains 268 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4374 members Mstep: Class 26 contains 437 members Mstep: Class 27 contains 332 members Entering Unmasked Estep ConsiderDeletion Score: -7910376.000000 Penalty: 14598.144531 Iteration 104Q: 28 clusters Score -7910376 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 739 members Mstep: Class 4 contains 12118 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 738 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 468 members Mstep: Class 9 contains 3736 members Mstep: Class 10 contains 1816 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 177 members Mstep: Class 13 contains 10287 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 100473 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 161 members Mstep: Class 19 contains 153 members Mstep: Class 20 contains 218 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 527 members Mstep: Class 23 contains 268 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4395 members Mstep: Class 26 contains 437 members Mstep: Class 27 contains 332 members Entering Unmasked Estep ConsiderDeletion Score: -7910400.500000 Penalty: 14598.144531 Iteration 105Q: 28 clusters Score -7910400 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 746 members Mstep: Class 4 contains 12258 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 739 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 468 members Mstep: Class 9 contains 3706 members Mstep: Class 10 contains 1786 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 177 members Mstep: Class 13 contains 10293 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 100356 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 161 members Mstep: Class 19 contains 153 members Mstep: Class 20 contains 218 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 527 members Mstep: Class 23 contains 268 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4418 members Mstep: Class 26 contains 437 members Mstep: Class 27 contains 332 members Entering Unmasked Estep ConsiderDeletion Score: -7910439.500000 Penalty: 14598.144531 Iteration 106Q: 28 clusters Score -7910440 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 761 members Mstep: Class 4 contains 12401 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 741 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 467 members Mstep: Class 9 contains 3679 members Mstep: Class 10 contains 1764 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 177 members Mstep: Class 13 contains 10300 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 100217 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 161 members Mstep: Class 19 contains 153 members Mstep: Class 20 contains 218 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 527 members Mstep: Class 23 contains 268 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4441 members Mstep: Class 26 contains 437 members Mstep: Class 27 contains 332 members Entering Unmasked Estep ConsiderDeletion Score: -7910438.000000 Penalty: 14598.144531 Iteration 107Q: 28 clusters Score -7910438 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 771 members Mstep: Class 4 contains 12561 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 742 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 466 members Mstep: Class 9 contains 3653 members Mstep: Class 10 contains 1752 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 177 members Mstep: Class 13 contains 10297 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 100069 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 161 members Mstep: Class 19 contains 153 members Mstep: Class 20 contains 218 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 527 members Mstep: Class 23 contains 268 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4460 members Mstep: Class 26 contains 437 members Mstep: Class 27 contains 332 members Entering Unmasked Estep ConsiderDeletion Score: -7910467.500000 Penalty: 14598.144531 Iteration 108Q: 28 clusters Score -7910468 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 772 members Mstep: Class 4 contains 12685 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 742 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 466 members Mstep: Class 9 contains 3631 members Mstep: Class 10 contains 1739 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 177 members Mstep: Class 13 contains 10294 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 99970 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 161 members Mstep: Class 19 contains 153 members Mstep: Class 20 contains 218 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 527 members Mstep: Class 23 contains 268 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4472 members Mstep: Class 26 contains 437 members Mstep: Class 27 contains 332 members Entering Unmasked Estep ConsiderDeletion Score: -7910490.000000 Penalty: 14598.144531 Iteration 109Q: 28 clusters Score -7910490 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 774 members Mstep: Class 4 contains 12792 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 742 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 466 members Mstep: Class 9 contains 3617 members Mstep: Class 10 contains 1716 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 177 members Mstep: Class 13 contains 10296 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 99871 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 161 members Mstep: Class 19 contains 153 members Mstep: Class 20 contains 218 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 527 members Mstep: Class 23 contains 268 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4497 members Mstep: Class 26 contains 437 members Mstep: Class 27 contains 332 members Entering Unmasked Estep ConsiderDeletion Score: -7910502.500000 Penalty: 14598.144531 Iteration 110Q: 28 clusters Score -7910502 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 777 members Mstep: Class 4 contains 12907 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 742 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 466 members Mstep: Class 9 contains 3584 members Mstep: Class 10 contains 1697 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 177 members Mstep: Class 13 contains 10291 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 99786 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 161 members Mstep: Class 19 contains 153 members Mstep: Class 20 contains 218 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 527 members Mstep: Class 23 contains 268 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4522 members Mstep: Class 26 contains 437 members Mstep: Class 27 contains 332 members Entering Unmasked Estep ConsiderDeletion Score: -7910517.500000 Penalty: 14598.144531 Iteration 111Q: 28 clusters Score -7910518 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 779 members Mstep: Class 4 contains 13014 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 742 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 466 members Mstep: Class 9 contains 3555 members Mstep: Class 10 contains 1684 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 177 members Mstep: Class 13 contains 10288 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 99692 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 161 members Mstep: Class 19 contains 153 members Mstep: Class 20 contains 218 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 527 members Mstep: Class 23 contains 268 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4552 members Mstep: Class 26 contains 437 members Mstep: Class 27 contains 332 members Entering Unmasked Estep ConsiderDeletion Score: -7910540.500000 Penalty: 14598.144531 Iteration 112Q: 28 clusters Score -7910540 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 779 members Mstep: Class 4 contains 13119 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 742 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 466 members Mstep: Class 9 contains 3536 members Mstep: Class 10 contains 1660 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 177 members Mstep: Class 13 contains 10286 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 99609 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 161 members Mstep: Class 19 contains 153 members Mstep: Class 20 contains 218 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 527 members Mstep: Class 23 contains 268 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4575 members Mstep: Class 26 contains 437 members Mstep: Class 27 contains 332 members Entering Unmasked Estep ConsiderDeletion Score: -7910530.000000 Penalty: 14598.144531 Iteration 113Q: 28 clusters Score -7910530 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 780 members Mstep: Class 4 contains 13222 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 742 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 466 members Mstep: Class 9 contains 3524 members Mstep: Class 10 contains 1631 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 177 members Mstep: Class 13 contains 10285 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 99515 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 161 members Mstep: Class 19 contains 153 members Mstep: Class 20 contains 218 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 527 members Mstep: Class 23 contains 268 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4607 members Mstep: Class 26 contains 437 members Mstep: Class 27 contains 332 members Entering Unmasked Estep ConsiderDeletion Score: -7910542.500000 Penalty: 14598.144531 Iteration 114Q: 28 clusters Score -7910542 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 781 members Mstep: Class 4 contains 13307 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 742 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 466 members Mstep: Class 9 contains 3514 members Mstep: Class 10 contains 1610 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 177 members Mstep: Class 13 contains 10275 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 99442 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 161 members Mstep: Class 19 contains 153 members Mstep: Class 20 contains 218 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 527 members Mstep: Class 23 contains 268 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4635 members Mstep: Class 26 contains 437 members Mstep: Class 27 contains 332 members Entering Unmasked Estep ConsiderDeletion Score: -7910562.500000 Penalty: 14598.144531 Iteration 115Q: 28 clusters Score -7910562 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 783 members Mstep: Class 4 contains 13387 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 743 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 467 members Mstep: Class 9 contains 3507 members Mstep: Class 10 contains 1592 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 177 members Mstep: Class 13 contains 10266 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 99354 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 161 members Mstep: Class 19 contains 153 members Mstep: Class 20 contains 218 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 527 members Mstep: Class 23 contains 268 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4673 members Mstep: Class 26 contains 437 members Mstep: Class 27 contains 332 members Entering Unmasked Estep ConsiderDeletion Score: -7910569.500000 Penalty: 14598.144531 Iteration 116Q: 28 clusters Score -7910570 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 784 members Mstep: Class 4 contains 13463 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 743 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 467 members Mstep: Class 9 contains 3491 members Mstep: Class 10 contains 1581 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 177 members Mstep: Class 13 contains 10248 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 99291 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 161 members Mstep: Class 19 contains 153 members Mstep: Class 20 contains 218 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 527 members Mstep: Class 23 contains 268 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4704 members Mstep: Class 26 contains 437 members Mstep: Class 27 contains 332 members Entering Unmasked Estep ConsiderDeletion Score: -7910588.500000 Penalty: 14598.144531 Iteration 117Q: 28 clusters Score -7910588 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 787 members Mstep: Class 4 contains 13534 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 743 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 468 members Mstep: Class 9 contains 3481 members Mstep: Class 10 contains 1567 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 177 members Mstep: Class 13 contains 10239 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 99223 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 161 members Mstep: Class 19 contains 153 members Mstep: Class 20 contains 218 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 527 members Mstep: Class 23 contains 268 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4730 members Mstep: Class 26 contains 437 members Mstep: Class 27 contains 332 members Entering Unmasked Estep ConsiderDeletion Score: -7910613.000000 Penalty: 14598.144531 Iteration 118Q: 28 clusters Score -7910613 nChanged 147 Entering ConstructFrom: Score: -7910613.000000 Penalty: 14598.144531 Entering ConstructFrom: Trying to split cluster 1 (947 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Entering Unmasked Estep Score: -52705.476562 Penalty: 311.825104 Iteration 0F: 2 clusters Score -52705.48 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -51909.031250 Penalty: 623.650208 Iteration 0F: 3 clusters Score -51909.03 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -52109.765625 Penalty: 623.650208 Iteration 1F: 3 clusters Score -52109.77 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -52156.476562 Penalty: 623.650208 Iteration 2F: 3 clusters Score -52156.48 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -52193.335938 Penalty: 623.650208 Iteration 3F: 3 clusters Score -52193.34 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -52212.503906 Penalty: 623.650208 Iteration 4Q: 3 clusters Score -52212.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -52222.339844 Penalty: 623.650208 Iteration 5Q: 3 clusters Score -52222.34 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -52231.929688 Penalty: 623.650208 Iteration 6Q: 3 clusters Score -52231.93 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -52243.160156 Penalty: 623.650208 Iteration 7Q: 3 clusters Score -52243.16 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -52251.480469 Penalty: 623.650208 Iteration 8Q: 3 clusters Score -52251.48 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -52259.906250 Penalty: 623.650208 Iteration 9Q: 3 clusters Score -52259.91 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -52266.117188 Penalty: 623.650208 Iteration 10Q: 3 clusters Score -52266.12 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -52273.625000 Penalty: 623.650208 Iteration 11Q: 3 clusters Score -52273.62 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -52278.429688 Penalty: 623.650208 Iteration 12Q: 3 clusters Score -52278.43 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -52285.355469 Penalty: 623.650208 Iteration 13Q: 3 clusters Score -52285.36 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -52295.265625 Penalty: 623.650208 Iteration 14Q: 3 clusters Score -52295.27 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -52302.496094 Penalty: 623.650208 Iteration 15Q: 3 clusters Score -52302.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -52308.738281 Penalty: 623.650208 Iteration 16Q: 3 clusters Score -52308.74 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -52316.804688 Penalty: 623.650208 Iteration 17Q: 3 clusters Score -52316.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -52325.718750 Penalty: 623.650208 Iteration 18Q: 3 clusters Score -52325.72 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -52333.656250 Penalty: 623.650208 Iteration 19Q: 3 clusters Score -52333.66 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -52337.238281 Penalty: 623.650208 Iteration 20F: 3 clusters Score -52337.24 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -52340.132812 Penalty: 623.650208 Iteration 21Q: 3 clusters Score -52340.13 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -52347.457031 Penalty: 623.650208 Iteration 22Q: 3 clusters Score -52347.46 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -52353.789062 Penalty: 623.650208 Iteration 23Q: 3 clusters Score -52353.79 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -52358.925781 Penalty: 623.650208 Iteration 24Q: 3 clusters Score -52358.93 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -52369.218750 Penalty: 623.650208 Iteration 25Q: 3 clusters Score -52369.22 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -52373.109375 Penalty: 623.650208 Iteration 26Q: 3 clusters Score -52373.11 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -52375.101562 Penalty: 623.650208 Iteration 27Q: 3 clusters Score -52375.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -52381.636719 Penalty: 623.650208 Iteration 28Q: 3 clusters Score -52381.64 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -52385.035156 Penalty: 623.650208 Iteration 29Q: 3 clusters Score -52385.04 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -52389.218750 Penalty: 623.650208 Iteration 30Q: 3 clusters Score -52389.22 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -52392.218750 Penalty: 623.650208 Iteration 31Q: 3 clusters Score -52392.22 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -52393.957031 Penalty: 623.650208 Iteration 32Q: 3 clusters Score -52393.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -52394.316406 Penalty: 623.650208 Iteration 33Q: 3 clusters Score -52394.32 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -52394.316406 Penalty: 623.650208 Iteration 34F: 3 clusters Score -52394.32 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (1045 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Entering Unmasked Estep Score: -57460.066406 Penalty: 316.305634 Iteration 0F: 2 clusters Score -57460.07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -56633.906250 Penalty: 632.611267 Iteration 0F: 3 clusters Score -56633.91 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -56839.457031 Penalty: 632.611267 Iteration 1F: 3 clusters Score -56839.46 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -56873.257812 Penalty: 632.611267 Iteration 2F: 3 clusters Score -56873.26 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -56906.265625 Penalty: 632.611267 Iteration 3F: 3 clusters Score -56906.27 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -56926.308594 Penalty: 632.611267 Iteration 4Q: 3 clusters Score -56926.31 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -56941.285156 Penalty: 632.611267 Iteration 5Q: 3 clusters Score -56941.29 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -56955.324219 Penalty: 632.611267 Iteration 6Q: 3 clusters Score -56955.32 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -56965.398438 Penalty: 632.611267 Iteration 7Q: 3 clusters Score -56965.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -56971.738281 Penalty: 632.611267 Iteration 8Q: 3 clusters Score -56971.74 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -56975.886719 Penalty: 632.611267 Iteration 9Q: 3 clusters Score -56975.89 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -56984.675781 Penalty: 632.611267 Iteration 10Q: 3 clusters Score -56984.68 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -56995.957031 Penalty: 632.611267 Iteration 11Q: 3 clusters Score -56995.96 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -57004.195312 Penalty: 632.611267 Iteration 12Q: 3 clusters Score -57004.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -57008.593750 Penalty: 632.611267 Iteration 13Q: 3 clusters Score -57008.59 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -57010.851562 Penalty: 632.611267 Iteration 14Q: 3 clusters Score -57010.85 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -57013.339844 Penalty: 632.611267 Iteration 15Q: 3 clusters Score -57013.34 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -57015.968750 Penalty: 632.611267 Iteration 16Q: 3 clusters Score -57015.97 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -57018.136719 Penalty: 632.611267 Iteration 17Q: 3 clusters Score -57018.14 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -57019.707031 Penalty: 632.611267 Iteration 18Q: 3 clusters Score -57019.71 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -57025.046875 Penalty: 632.611267 Iteration 19Q: 3 clusters Score -57025.05 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -57028.074219 Penalty: 632.611267 Iteration 20F: 3 clusters Score -57028.07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -57030.781250 Penalty: 632.611267 Iteration 21Q: 3 clusters Score -57030.78 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -57035.343750 Penalty: 632.611267 Iteration 22Q: 3 clusters Score -57035.34 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -57045.367188 Penalty: 632.611267 Iteration 23Q: 3 clusters Score -57045.37 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -57059.656250 Penalty: 632.611267 Iteration 24Q: 3 clusters Score -57059.66 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -57078.226562 Penalty: 632.611267 Iteration 25Q: 3 clusters Score -57078.23 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -57097.035156 Penalty: 632.611267 Iteration 26Q: 3 clusters Score -57097.04 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -57134.101562 Penalty: 632.611267 Iteration 27Q: 3 clusters Score -57134.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -57183.296875 Penalty: 632.611267 Iteration 28Q: 3 clusters Score -57183.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -57219.140625 Penalty: 632.611267 Iteration 29Q: 3 clusters Score -57219.14 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -57239.382812 Penalty: 632.611267 Iteration 30Q: 3 clusters Score -57239.38 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -57258.035156 Penalty: 632.611267 Iteration 31Q: 3 clusters Score -57258.04 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -57271.062500 Penalty: 632.611267 Iteration 32Q: 3 clusters Score -57271.06 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -57278.183594 Penalty: 632.611267 Iteration 33Q: 3 clusters Score -57278.18 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -57285.292969 Penalty: 632.611267 Iteration 34Q: 3 clusters Score -57285.29 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -57293.742188 Penalty: 632.611267 Iteration 35Q: 3 clusters Score -57293.74 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -57306.878906 Penalty: 632.611267 Iteration 36Q: 3 clusters Score -57306.88 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -57310.949219 Penalty: 632.611267 Iteration 37Q: 3 clusters Score -57310.95 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -57313.332031 Penalty: 632.611267 Iteration 38Q: 3 clusters Score -57313.33 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -57315.152344 Penalty: 632.611267 Iteration 39Q: 3 clusters Score -57315.15 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -57315.300781 Penalty: 632.611267 Iteration 40F: 3 clusters Score -57315.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -57315.976562 Penalty: 632.611267 Iteration 41Q: 3 clusters Score -57315.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -57316.527344 Penalty: 632.611267 Iteration 42Q: 3 clusters Score -57316.53 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -57318.289062 Penalty: 632.611267 Iteration 43Q: 3 clusters Score -57318.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -57320.128906 Penalty: 632.611267 Iteration 44Q: 3 clusters Score -57320.13 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -57321.289062 Penalty: 632.611267 Iteration 45Q: 3 clusters Score -57321.29 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -57321.851562 Penalty: 632.611267 Iteration 46Q: 3 clusters Score -57321.85 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -57322.742188 Penalty: 632.611267 Iteration 47Q: 3 clusters Score -57322.74 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -57327.375000 Penalty: 632.611267 Iteration 48Q: 3 clusters Score -57327.38 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -57335.066406 Penalty: 632.611267 Iteration 49Q: 3 clusters Score -57335.07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -57342.964844 Penalty: 632.611267 Iteration 50Q: 3 clusters Score -57342.96 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -57351.742188 Penalty: 632.611267 Iteration 51Q: 3 clusters Score -57351.74 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -57354.179688 Penalty: 632.611267 Iteration 52Q: 3 clusters Score -57354.18 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -57355.269531 Penalty: 632.611267 Iteration 53Q: 3 clusters Score -57355.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -57355.562500 Penalty: 632.611267 Iteration 54Q: 3 clusters Score -57355.56 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -57355.562500 Penalty: 632.611267 Iteration 55F: 3 clusters Score -57355.56 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (791 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Entering Unmasked Estep Score: -46161.859375 Penalty: 303.635040 Iteration 0F: 2 clusters Score -46161.86 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -45487.222656 Penalty: 607.270081 Iteration 0F: 3 clusters Score -45487.22 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -45671.312500 Penalty: 607.270081 Iteration 1F: 3 clusters Score -45671.31 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -45721.402344 Penalty: 607.270081 Iteration 2F: 3 clusters Score -45721.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -45749.320312 Penalty: 607.270081 Iteration 3F: 3 clusters Score -45749.32 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -45763.097656 Penalty: 607.270081 Iteration 4Q: 3 clusters Score -45763.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -45773.589844 Penalty: 607.270081 Iteration 5Q: 3 clusters Score -45773.59 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -45784.617188 Penalty: 607.270081 Iteration 6Q: 3 clusters Score -45784.62 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -45794.929688 Penalty: 607.270081 Iteration 7Q: 3 clusters Score -45794.93 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -45802.078125 Penalty: 607.270081 Iteration 8Q: 3 clusters Score -45802.08 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -45808.875000 Penalty: 607.270081 Iteration 9Q: 3 clusters Score -45808.88 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -45816.085938 Penalty: 607.270081 Iteration 10Q: 3 clusters Score -45816.09 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -45820.464844 Penalty: 607.270081 Iteration 11Q: 3 clusters Score -45820.46 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -45825.804688 Penalty: 607.270081 Iteration 12Q: 3 clusters Score -45825.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -45831.820312 Penalty: 607.270081 Iteration 13Q: 3 clusters Score -45831.82 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -45843.640625 Penalty: 607.270081 Iteration 14Q: 3 clusters Score -45843.64 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -45861.074219 Penalty: 607.270081 Iteration 15Q: 3 clusters Score -45861.07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -45875.113281 Penalty: 607.270081 Iteration 16Q: 3 clusters Score -45875.11 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -45888.867188 Penalty: 607.270081 Iteration 17Q: 3 clusters Score -45888.87 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -45899.972656 Penalty: 607.270081 Iteration 18Q: 3 clusters Score -45899.97 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -45913.707031 Penalty: 607.270081 Iteration 19Q: 3 clusters Score -45913.71 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -45923.902344 Penalty: 607.270081 Iteration 20F: 3 clusters Score -45923.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -45934.167969 Penalty: 607.270081 Iteration 21Q: 3 clusters Score -45934.17 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -45944.109375 Penalty: 607.270081 Iteration 22Q: 3 clusters Score -45944.11 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -45949.718750 Penalty: 607.270081 Iteration 23Q: 3 clusters Score -45949.72 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -45956.628906 Penalty: 607.270081 Iteration 24Q: 3 clusters Score -45956.63 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -45959.964844 Penalty: 607.270081 Iteration 25Q: 3 clusters Score -45959.96 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -45962.210938 Penalty: 607.270081 Iteration 26Q: 3 clusters Score -45962.21 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -45964.917969 Penalty: 607.270081 Iteration 27Q: 3 clusters Score -45964.92 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -45969.515625 Penalty: 607.270081 Iteration 28Q: 3 clusters Score -45969.52 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -45970.816406 Penalty: 607.270081 Iteration 29Q: 3 clusters Score -45970.82 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -45971.386719 Penalty: 607.270081 Iteration 30Q: 3 clusters Score -45971.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -45971.527344 Penalty: 607.270081 Iteration 31Q: 3 clusters Score -45971.53 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -45971.824219 Penalty: 607.270081 Iteration 32Q: 3 clusters Score -45971.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -45972.636719 Penalty: 607.270081 Iteration 33Q: 3 clusters Score -45972.64 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -45974.914062 Penalty: 607.270081 Iteration 34Q: 3 clusters Score -45974.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -45977.253906 Penalty: 607.270081 Iteration 35Q: 3 clusters Score -45977.25 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -45979.878906 Penalty: 607.270081 Iteration 36Q: 3 clusters Score -45979.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -45981.222656 Penalty: 607.270081 Iteration 37Q: 3 clusters Score -45981.22 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -45982.074219 Penalty: 607.270081 Iteration 38Q: 3 clusters Score -45982.07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -45983.046875 Penalty: 607.270081 Iteration 39Q: 3 clusters Score -45983.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -45983.179688 Penalty: 607.270081 Iteration 40F: 3 clusters Score -45983.18 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (13598 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13598 members Entering Unmasked Estep Score: -824647.375000 Penalty: 433.054352 Iteration 0F: 2 clusters Score -824647.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6704 members Mstep: Class 2 contains 6894 members Entering Unmasked Estep Score: -815558.125000 Penalty: 866.108704 Iteration 0F: 3 clusters Score -815558.1 nChanged 6417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5691 members Mstep: Class 2 contains 7907 members Entering Unmasked Estep Score: -819305.437500 Penalty: 866.108704 Iteration 1F: 3 clusters Score -819305.4 nChanged 727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5038 members Mstep: Class 2 contains 8560 members Entering Unmasked Estep Score: -819669.625000 Penalty: 866.108704 Iteration 2F: 3 clusters Score -819669.6 nChanged 928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4148 members Mstep: Class 2 contains 9450 members Entering Unmasked Estep Score: -820281.750000 Penalty: 866.108704 Iteration 3F: 3 clusters Score -820281.8 nChanged 1176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2982 members Mstep: Class 2 contains 10616 members Entering Unmasked Estep Score: -821281.750000 Penalty: 866.108704 Iteration 4F: 3 clusters Score -821281.8 nChanged 1231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 11843 members Entering Unmasked Estep Score: -822516.375000 Penalty: 866.108704 Iteration 5F: 3 clusters Score -822516.4 nChanged 930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 12771 members Entering Unmasked Estep Score: -823463.500000 Penalty: 866.108704 Iteration 6F: 3 clusters Score -823463.5 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 13255 members Entering Unmasked Estep Score: -823942.687500 Penalty: 866.108704 Iteration 7Q: 3 clusters Score -823942.7 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 13458 members Entering Unmasked Estep Score: -824141.687500 Penalty: 866.108704 Iteration 8Q: 3 clusters Score -824141.7 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 13529 members Entering Unmasked Estep Score: -824219.937500 Penalty: 866.108704 Iteration 9Q: 3 clusters Score -824219.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 13549 members Entering Unmasked Estep Score: -824258.062500 Penalty: 866.108704 Iteration 10Q: 3 clusters Score -824258.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 13553 members Entering Unmasked Estep Score: -824262.437500 Penalty: 866.108704 Iteration 11Q: 3 clusters Score -824262.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 13554 members Entering Unmasked Estep Score: -824266.437500 Penalty: 866.108704 Iteration 12Q: 3 clusters Score -824266.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 13555 members Entering Unmasked Estep Score: -824269.875000 Penalty: 866.108704 Iteration 13Q: 3 clusters Score -824269.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 13558 members Entering Unmasked Estep Score: -824272.875000 Penalty: 866.108704 Iteration 14Q: 3 clusters Score -824272.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 13558 members Entering Unmasked Estep Score: -824272.875000 Penalty: 866.108704 Iteration 15F: 3 clusters Score -824272.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (131 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Entering Unmasked Estep Score: -6406.935059 Penalty: 221.821487 Iteration 0F: 2 clusters Score -6406.935 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -6199.062988 Penalty: 443.642975 Iteration 0F: 3 clusters Score -6199.063 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -6243.266113 Penalty: 443.642975 Iteration 1F: 3 clusters Score -6243.266 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -6255.251953 Penalty: 443.642975 Iteration 2F: 3 clusters Score -6255.252 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -6255.791992 Penalty: 443.642975 Iteration 3Q: 3 clusters Score -6255.792 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -6255.791992 Penalty: 443.642975 Iteration 4F: 3 clusters Score -6255.792 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (743 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Entering Unmasked Estep Score: -38222.671875 Penalty: 300.786652 Iteration 0F: 2 clusters Score -38222.67 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -37574.535156 Penalty: 601.573303 Iteration 0F: 3 clusters Score -37574.54 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -37727.511719 Penalty: 601.573303 Iteration 1F: 3 clusters Score -37727.51 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -37783.503906 Penalty: 601.573303 Iteration 2F: 3 clusters Score -37783.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -37839.585938 Penalty: 601.573303 Iteration 3F: 3 clusters Score -37839.59 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -37884.828125 Penalty: 601.573303 Iteration 4F: 3 clusters Score -37884.83 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -37904.511719 Penalty: 601.573303 Iteration 5Q: 3 clusters Score -37904.51 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -37926.046875 Penalty: 601.573303 Iteration 6Q: 3 clusters Score -37926.05 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -37939.496094 Penalty: 601.573303 Iteration 7Q: 3 clusters Score -37939.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -37950.828125 Penalty: 601.573303 Iteration 8Q: 3 clusters Score -37950.83 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -37957.179688 Penalty: 601.573303 Iteration 9Q: 3 clusters Score -37957.18 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -37959.218750 Penalty: 601.573303 Iteration 10Q: 3 clusters Score -37959.22 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -37962.890625 Penalty: 601.573303 Iteration 11Q: 3 clusters Score -37962.89 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -37969.875000 Penalty: 601.573303 Iteration 12Q: 3 clusters Score -37969.88 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -37975.835938 Penalty: 601.573303 Iteration 13Q: 3 clusters Score -37975.84 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -37985.117188 Penalty: 601.573303 Iteration 14Q: 3 clusters Score -37985.12 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -37998.566406 Penalty: 601.573303 Iteration 15Q: 3 clusters Score -37998.57 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -38006.582031 Penalty: 601.573303 Iteration 16Q: 3 clusters Score -38006.58 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -38012.957031 Penalty: 601.573303 Iteration 17Q: 3 clusters Score -38012.96 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -38016.640625 Penalty: 601.573303 Iteration 18Q: 3 clusters Score -38016.64 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -38021.523438 Penalty: 601.573303 Iteration 19Q: 3 clusters Score -38021.52 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -38026.218750 Penalty: 601.573303 Iteration 20F: 3 clusters Score -38026.22 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -38032.148438 Penalty: 601.573303 Iteration 21Q: 3 clusters Score -38032.15 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -38033.488281 Penalty: 601.573303 Iteration 22Q: 3 clusters Score -38033.49 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -38033.667969 Penalty: 601.573303 Iteration 23Q: 3 clusters Score -38033.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -38034.058594 Penalty: 601.573303 Iteration 24Q: 3 clusters Score -38034.06 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -38034.480469 Penalty: 601.573303 Iteration 25Q: 3 clusters Score -38034.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -38034.480469 Penalty: 601.573303 Iteration 26F: 3 clusters Score -38034.48 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (171 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Entering Unmasked Estep Score: -7688.352051 Penalty: 233.945694 Iteration 0F: 2 clusters Score -7688.352 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -7431.446289 Penalty: 467.891388 Iteration 0F: 3 clusters Score -7431.446 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -7491.541504 Penalty: 467.891388 Iteration 1F: 3 clusters Score -7491.542 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -7504.190430 Penalty: 467.891388 Iteration 2Q: 3 clusters Score -7504.19 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -7516.757812 Penalty: 467.891388 Iteration 3Q: 3 clusters Score -7516.758 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -7520.865234 Penalty: 467.891388 Iteration 4Q: 3 clusters Score -7520.865 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -7527.495117 Penalty: 467.891388 Iteration 5Q: 3 clusters Score -7527.495 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -7528.118652 Penalty: 467.891388 Iteration 6Q: 3 clusters Score -7528.119 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -7528.118652 Penalty: 467.891388 Iteration 7F: 3 clusters Score -7528.119 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (468 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Entering Unmasked Estep Score: -23854.380859 Penalty: 279.755310 Iteration 0F: 2 clusters Score -23854.38 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -23388.958984 Penalty: 559.510620 Iteration 0F: 3 clusters Score -23388.96 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -23504.615234 Penalty: 559.510620 Iteration 1F: 3 clusters Score -23504.62 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -23539.210938 Penalty: 559.510620 Iteration 2F: 3 clusters Score -23539.21 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -23579.171875 Penalty: 559.510620 Iteration 3F: 3 clusters Score -23579.17 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -23611.548828 Penalty: 559.510620 Iteration 4F: 3 clusters Score -23611.55 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -23636.019531 Penalty: 559.510620 Iteration 5Q: 3 clusters Score -23636.02 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -23650.984375 Penalty: 559.510620 Iteration 6Q: 3 clusters Score -23650.98 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -23661.113281 Penalty: 559.510620 Iteration 7Q: 3 clusters Score -23661.11 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -23662.775391 Penalty: 559.510620 Iteration 8Q: 3 clusters Score -23662.78 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -23663.929688 Penalty: 559.510620 Iteration 9Q: 3 clusters Score -23663.93 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -23666.349609 Penalty: 559.510620 Iteration 10Q: 3 clusters Score -23666.35 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -23666.876953 Penalty: 559.510620 Iteration 11Q: 3 clusters Score -23666.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -23666.876953 Penalty: 559.510620 Iteration 12F: 3 clusters Score -23666.88 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (3480 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3480 members Entering Unmasked Estep Score: -210159.890625 Penalty: 371.042847 Iteration 0F: 2 clusters Score -210159.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -207773.421875 Penalty: 742.085693 Iteration 0F: 3 clusters Score -207773.4 nChanged 1544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -208637.218750 Penalty: 742.085693 Iteration 1F: 3 clusters Score -208637.2 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 2106 members Entering Unmasked Estep Score: -208739.328125 Penalty: 742.085693 Iteration 2F: 3 clusters Score -208739.3 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -208830.796875 Penalty: 742.085693 Iteration 3Q: 3 clusters Score -208830.8 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -208930.953125 Penalty: 742.085693 Iteration 4F: 3 clusters Score -208931 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 2501 members Entering Unmasked Estep Score: -209038.890625 Penalty: 742.085693 Iteration 5F: 3 clusters Score -209038.9 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 2672 members Entering Unmasked Estep Score: -209173.921875 Penalty: 742.085693 Iteration 6F: 3 clusters Score -209173.9 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 2845 members Entering Unmasked Estep Score: -209341.015625 Penalty: 742.085693 Iteration 7F: 3 clusters Score -209341 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 3013 members Entering Unmasked Estep Score: -209517.828125 Penalty: 742.085693 Iteration 8F: 3 clusters Score -209517.8 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 3136 members Entering Unmasked Estep Score: -209667.953125 Penalty: 742.085693 Iteration 9Q: 3 clusters Score -209668 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 3202 members Entering Unmasked Estep Score: -209762.968750 Penalty: 742.085693 Iteration 10Q: 3 clusters Score -209763 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 3220 members Entering Unmasked Estep Score: -209804.218750 Penalty: 742.085693 Iteration 11Q: 3 clusters Score -209804.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 3224 members Entering Unmasked Estep Score: -209819.437500 Penalty: 742.085693 Iteration 12Q: 3 clusters Score -209819.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 3232 members Entering Unmasked Estep Score: -209830.484375 Penalty: 742.085693 Iteration 13Q: 3 clusters Score -209830.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 3238 members Entering Unmasked Estep Score: -209837.203125 Penalty: 742.085693 Iteration 14Q: 3 clusters Score -209837.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 3244 members Entering Unmasked Estep Score: -209840.343750 Penalty: 742.085693 Iteration 15Q: 3 clusters Score -209840.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 3246 members Entering Unmasked Estep Score: -209843.890625 Penalty: 742.085693 Iteration 16Q: 3 clusters Score -209843.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 3249 members Entering Unmasked Estep Score: -209851.312500 Penalty: 742.085693 Iteration 17Q: 3 clusters Score -209851.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 3250 members Entering Unmasked Estep Score: -209855.578125 Penalty: 742.085693 Iteration 18Q: 3 clusters Score -209855.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 3249 members Entering Unmasked Estep Score: -209862.593750 Penalty: 742.085693 Iteration 19Q: 3 clusters Score -209862.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 3248 members Entering Unmasked Estep Score: -209873.484375 Penalty: 742.085693 Iteration 20F: 3 clusters Score -209873.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 3252 members Entering Unmasked Estep Score: -209886.218750 Penalty: 742.085693 Iteration 21Q: 3 clusters Score -209886.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 3255 members Entering Unmasked Estep Score: -209895.750000 Penalty: 742.085693 Iteration 22Q: 3 clusters Score -209895.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 3256 members Entering Unmasked Estep Score: -209905.765625 Penalty: 742.085693 Iteration 23Q: 3 clusters Score -209905.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 3258 members Entering Unmasked Estep Score: -209916.140625 Penalty: 742.085693 Iteration 24Q: 3 clusters Score -209916.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 3260 members Entering Unmasked Estep Score: -209921.140625 Penalty: 742.085693 Iteration 25Q: 3 clusters Score -209921.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 3261 members Entering Unmasked Estep Score: -209923.812500 Penalty: 742.085693 Iteration 26Q: 3 clusters Score -209923.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 3262 members Entering Unmasked Estep Score: -209924.828125 Penalty: 742.085693 Iteration 27Q: 3 clusters Score -209924.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 3264 members Entering Unmasked Estep Score: -209925.578125 Penalty: 742.085693 Iteration 28Q: 3 clusters Score -209925.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 3264 members Entering Unmasked Estep Score: -209925.578125 Penalty: 742.085693 Iteration 29F: 3 clusters Score -209925.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1551 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Entering Unmasked Estep Score: -88412.304688 Penalty: 334.272827 Iteration 0F: 2 clusters Score -88412.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -87267.796875 Penalty: 668.545654 Iteration 0F: 3 clusters Score -87267.8 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -87613.226562 Penalty: 668.545654 Iteration 1F: 3 clusters Score -87613.23 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -87674.226562 Penalty: 668.545654 Iteration 2F: 3 clusters Score -87674.23 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -87728.148438 Penalty: 668.545654 Iteration 3F: 3 clusters Score -87728.15 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -87772.148438 Penalty: 668.545654 Iteration 4Q: 3 clusters Score -87772.15 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -87808.054688 Penalty: 668.545654 Iteration 5Q: 3 clusters Score -87808.05 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -87846.312500 Penalty: 668.545654 Iteration 6Q: 3 clusters Score -87846.31 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -87883.820312 Penalty: 668.545654 Iteration 7Q: 3 clusters Score -87883.82 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -87923.562500 Penalty: 668.545654 Iteration 8Q: 3 clusters Score -87923.56 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -87959.414062 Penalty: 668.545654 Iteration 9Q: 3 clusters Score -87959.41 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -87989.898438 Penalty: 668.545654 Iteration 10Q: 3 clusters Score -87989.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -88018.187500 Penalty: 668.545654 Iteration 11Q: 3 clusters Score -88018.19 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -88038.562500 Penalty: 668.545654 Iteration 12Q: 3 clusters Score -88038.56 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -88053.914062 Penalty: 668.545654 Iteration 13Q: 3 clusters Score -88053.91 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -88065.437500 Penalty: 668.545654 Iteration 14Q: 3 clusters Score -88065.44 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -88071.890625 Penalty: 668.545654 Iteration 15Q: 3 clusters Score -88071.89 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -88077.250000 Penalty: 668.545654 Iteration 16Q: 3 clusters Score -88077.25 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -88080.093750 Penalty: 668.545654 Iteration 17Q: 3 clusters Score -88080.09 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -88082.429688 Penalty: 668.545654 Iteration 18Q: 3 clusters Score -88082.43 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -88085.671875 Penalty: 668.545654 Iteration 19Q: 3 clusters Score -88085.67 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -88087.031250 Penalty: 668.545654 Iteration 20F: 3 clusters Score -88087.03 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -88087.687500 Penalty: 668.545654 Iteration 21Q: 3 clusters Score -88087.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -88088.406250 Penalty: 668.545654 Iteration 22Q: 3 clusters Score -88088.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -88089.539062 Penalty: 668.545654 Iteration 23Q: 3 clusters Score -88089.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -88090.835938 Penalty: 668.545654 Iteration 24Q: 3 clusters Score -88090.84 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -88095.007812 Penalty: 668.545654 Iteration 25Q: 3 clusters Score -88095.01 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -88097.437500 Penalty: 668.545654 Iteration 26Q: 3 clusters Score -88097.44 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -88099.546875 Penalty: 668.545654 Iteration 27Q: 3 clusters Score -88099.55 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -88104.140625 Penalty: 668.545654 Iteration 28Q: 3 clusters Score -88104.14 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -88109.492188 Penalty: 668.545654 Iteration 29Q: 3 clusters Score -88109.49 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -88111.015625 Penalty: 668.545654 Iteration 30Q: 3 clusters Score -88111.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -88112.843750 Penalty: 668.545654 Iteration 31Q: 3 clusters Score -88112.84 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -88114.914062 Penalty: 668.545654 Iteration 32Q: 3 clusters Score -88114.91 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -88118.242188 Penalty: 668.545654 Iteration 33Q: 3 clusters Score -88118.24 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -88120.929688 Penalty: 668.545654 Iteration 34Q: 3 clusters Score -88120.93 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -88124.453125 Penalty: 668.545654 Iteration 35Q: 3 clusters Score -88124.45 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -88128.015625 Penalty: 668.545654 Iteration 36Q: 3 clusters Score -88128.02 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -88131.187500 Penalty: 668.545654 Iteration 37Q: 3 clusters Score -88131.19 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -88131.507812 Penalty: 668.545654 Iteration 38Q: 3 clusters Score -88131.51 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -88131.507812 Penalty: 668.545654 Iteration 39F: 3 clusters Score -88131.51 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (117 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Entering Unmasked Estep Score: -5739.238770 Penalty: 216.678925 Iteration 0F: 2 clusters Score -5739.239 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -5514.391113 Penalty: 433.357849 Iteration 0F: 3 clusters Score -5514.391 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -5548.199219 Penalty: 433.357849 Iteration 1F: 3 clusters Score -5548.199 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -5554.310547 Penalty: 433.357849 Iteration 2Q: 3 clusters Score -5554.311 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -5558.587402 Penalty: 433.357849 Iteration 3Q: 3 clusters Score -5558.587 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -5560.335449 Penalty: 433.357849 Iteration 4Q: 3 clusters Score -5560.335 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -5563.234375 Penalty: 433.357849 Iteration 5Q: 3 clusters Score -5563.234 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -5563.234375 Penalty: 433.357849 Iteration 6F: 3 clusters Score -5563.234 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (177 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Entering Unmasked Estep Score: -8743.989258 Penalty: 235.514816 Iteration 0F: 2 clusters Score -8743.989 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -8469.546875 Penalty: 471.029633 Iteration 0F: 3 clusters Score -8469.547 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -8543.962891 Penalty: 471.029633 Iteration 1F: 3 clusters Score -8543.963 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -8592.675781 Penalty: 471.029633 Iteration 2F: 3 clusters Score -8592.676 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -8662.150391 Penalty: 471.029633 Iteration 3F: 3 clusters Score -8662.15 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -8761.757812 Penalty: 471.029633 Iteration 4F: 3 clusters Score -8761.758 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -8881.916016 Penalty: 471.029633 Iteration 5F: 3 clusters Score -8881.916 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -8923.067383 Penalty: 471.029633 Iteration 6Q: 3 clusters Score -8923.067 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -8992.213867 Penalty: 471.029633 Iteration 7Q: 3 clusters Score -8992.214 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -9102.218750 Penalty: 471.029633 Iteration 8Q: 3 clusters Score -9102.219 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -9102.218750 Penalty: 471.029633 Iteration 9F: 3 clusters Score -9102.219 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 791 members Mstep: Class 4 contains 13598 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 743 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 468 members Mstep: Class 9 contains 3480 members Mstep: Class 10 contains 1551 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 83 members Mstep: Class 13 contains 10231 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 351 members Mstep: Class 16 contains 99155 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 161 members Mstep: Class 19 contains 153 members Mstep: Class 20 contains 218 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 527 members Mstep: Class 23 contains 268 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4755 members Mstep: Class 26 contains 437 members Mstep: Class 27 contains 332 members Mstep: Class 28 contains 94 members Entering Unmasked Estep Score: -7910679.500000 Penalty: 15138.816406 Splitting cluster 12 changes total score from -7910613.000000 to -7910679.500000 So it's getting split into cluster 28. Entering ConstructFrom: Trying to split cluster 13 (10231 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10231 members Entering Unmasked Estep Score: -550097.125000 Penalty: 420.109558 Iteration 0F: 2 clusters Score -550097.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5161 members Mstep: Class 2 contains 5070 members Entering Unmasked Estep Score: -543251.625000 Penalty: 840.219116 Iteration 0F: 3 clusters Score -543251.6 nChanged 4779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5394 members Mstep: Class 2 contains 4837 members Entering Unmasked Estep Score: -545987.375000 Penalty: 840.219116 Iteration 1F: 3 clusters Score -545987.4 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5596 members Mstep: Class 2 contains 4635 members Entering Unmasked Estep Score: -546193.625000 Penalty: 840.219116 Iteration 2Q: 3 clusters Score -546193.6 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5878 members Mstep: Class 2 contains 4353 members Entering Unmasked Estep Score: -546444.937500 Penalty: 840.219116 Iteration 3F: 3 clusters Score -546444.9 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6289 members Mstep: Class 2 contains 3942 members Entering Unmasked Estep Score: -546776.312500 Penalty: 840.219116 Iteration 4F: 3 clusters Score -546776.3 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6803 members Mstep: Class 2 contains 3428 members Entering Unmasked Estep Score: -547218.000000 Penalty: 840.219116 Iteration 5F: 3 clusters Score -547218 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7340 members Mstep: Class 2 contains 2891 members Entering Unmasked Estep Score: -547643.375000 Penalty: 840.219116 Iteration 6F: 3 clusters Score -547643.4 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7853 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -548046.812500 Penalty: 840.219116 Iteration 7F: 3 clusters Score -548046.8 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8303 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -548410.437500 Penalty: 840.219116 Iteration 8Q: 3 clusters Score -548410.4 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8731 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -548781.187500 Penalty: 840.219116 Iteration 9Q: 3 clusters Score -548781.2 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9070 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -549067.187500 Penalty: 840.219116 Iteration 10Q: 3 clusters Score -549067.2 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9317 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -549262.812500 Penalty: 840.219116 Iteration 11Q: 3 clusters Score -549262.8 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9508 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -549401.000000 Penalty: 840.219116 Iteration 12Q: 3 clusters Score -549401 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9655 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -549493.250000 Penalty: 840.219116 Iteration 13Q: 3 clusters Score -549493.2 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9764 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -549561.312500 Penalty: 840.219116 Iteration 14Q: 3 clusters Score -549561.3 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9838 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -549605.187500 Penalty: 840.219116 Iteration 15Q: 3 clusters Score -549605.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9900 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -549640.812500 Penalty: 840.219116 Iteration 16Q: 3 clusters Score -549640.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9945 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -549669.250000 Penalty: 840.219116 Iteration 17Q: 3 clusters Score -549669.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9978 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -549695.250000 Penalty: 840.219116 Iteration 18Q: 3 clusters Score -549695.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10000 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -549709.000000 Penalty: 840.219116 Iteration 19Q: 3 clusters Score -549709 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10015 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -549714.312500 Penalty: 840.219116 Iteration 20F: 3 clusters Score -549714.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10025 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -549720.875000 Penalty: 840.219116 Iteration 21Q: 3 clusters Score -549720.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10033 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -549724.250000 Penalty: 840.219116 Iteration 22Q: 3 clusters Score -549724.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10039 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -549726.937500 Penalty: 840.219116 Iteration 23Q: 3 clusters Score -549726.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10041 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -549727.750000 Penalty: 840.219116 Iteration 24Q: 3 clusters Score -549727.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10043 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -549729.187500 Penalty: 840.219116 Iteration 25Q: 3 clusters Score -549729.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10048 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -549730.250000 Penalty: 840.219116 Iteration 26Q: 3 clusters Score -549730.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10050 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -549731.375000 Penalty: 840.219116 Iteration 27Q: 3 clusters Score -549731.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10053 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -549733.375000 Penalty: 840.219116 Iteration 28Q: 3 clusters Score -549733.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10057 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -549736.250000 Penalty: 840.219116 Iteration 29Q: 3 clusters Score -549736.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10062 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -549738.625000 Penalty: 840.219116 Iteration 30Q: 3 clusters Score -549738.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10066 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -549738.250000 Penalty: 840.219116 Iteration 31Q: 3 clusters Score -549738.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10069 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -549739.000000 Penalty: 840.219116 Iteration 32Q: 3 clusters Score -549739 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10074 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -549740.875000 Penalty: 840.219116 Iteration 33Q: 3 clusters Score -549740.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10080 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -549743.687500 Penalty: 840.219116 Iteration 34Q: 3 clusters Score -549743.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10083 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -549745.187500 Penalty: 840.219116 Iteration 35Q: 3 clusters Score -549745.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10085 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -549745.750000 Penalty: 840.219116 Iteration 36Q: 3 clusters Score -549745.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10087 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -549746.187500 Penalty: 840.219116 Iteration 37Q: 3 clusters Score -549746.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10089 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -549746.562500 Penalty: 840.219116 Iteration 38Q: 3 clusters Score -549746.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10090 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -549746.437500 Penalty: 840.219116 Iteration 39Q: 3 clusters Score -549746.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10091 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -549746.625000 Penalty: 840.219116 Iteration 40F: 3 clusters Score -549746.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10092 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -549746.937500 Penalty: 840.219116 Iteration 41Q: 3 clusters Score -549746.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10092 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -549746.937500 Penalty: 840.219116 Iteration 42F: 3 clusters Score -549746.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (504 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Entering Unmasked Estep Score: -25889.916016 Penalty: 283.127228 Iteration 0F: 2 clusters Score -25889.92 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -25385.119141 Penalty: 566.254456 Iteration 0F: 3 clusters Score -25385.12 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -25502.328125 Penalty: 566.254456 Iteration 1F: 3 clusters Score -25502.33 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -25541.960938 Penalty: 566.254456 Iteration 2F: 3 clusters Score -25541.96 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -25567.007812 Penalty: 566.254456 Iteration 3Q: 3 clusters Score -25567.01 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -25589.373047 Penalty: 566.254456 Iteration 4Q: 3 clusters Score -25589.37 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -25606.248047 Penalty: 566.254456 Iteration 5Q: 3 clusters Score -25606.25 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -25615.242188 Penalty: 566.254456 Iteration 6Q: 3 clusters Score -25615.24 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -25626.011719 Penalty: 566.254456 Iteration 7Q: 3 clusters Score -25626.01 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -25638.267578 Penalty: 566.254456 Iteration 8Q: 3 clusters Score -25638.27 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -25647.406250 Penalty: 566.254456 Iteration 9Q: 3 clusters Score -25647.41 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -25655.906250 Penalty: 566.254456 Iteration 10Q: 3 clusters Score -25655.91 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -25662.597656 Penalty: 566.254456 Iteration 11Q: 3 clusters Score -25662.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -25665.130859 Penalty: 566.254456 Iteration 12Q: 3 clusters Score -25665.13 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -25667.277344 Penalty: 566.254456 Iteration 13Q: 3 clusters Score -25667.28 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -25668.181641 Penalty: 566.254456 Iteration 14Q: 3 clusters Score -25668.18 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -25668.273438 Penalty: 566.254456 Iteration 15Q: 3 clusters Score -25668.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -25669.000000 Penalty: 566.254456 Iteration 16Q: 3 clusters Score -25669 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -25669.660156 Penalty: 566.254456 Iteration 17Q: 3 clusters Score -25669.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -25670.097656 Penalty: 566.254456 Iteration 18Q: 3 clusters Score -25670.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -25670.097656 Penalty: 566.254456 Iteration 19F: 3 clusters Score -25670.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (351 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Entering Unmasked Estep Score: -15185.459961 Penalty: 266.665771 Iteration 0F: 2 clusters Score -15185.46 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -14815.129883 Penalty: 533.331543 Iteration 0F: 3 clusters Score -14815.13 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -14943.796875 Penalty: 533.331543 Iteration 1F: 3 clusters Score -14943.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -15012.592773 Penalty: 533.331543 Iteration 2F: 3 clusters Score -15012.59 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -15081.816406 Penalty: 533.331543 Iteration 3F: 3 clusters Score -15081.82 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -15224.165039 Penalty: 533.331543 Iteration 4F: 3 clusters Score -15224.17 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -15566.277344 Penalty: 533.331543 Iteration 5F: 3 clusters Score -15566.28 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -15772.604492 Penalty: 533.331543 Iteration 6Q: 3 clusters Score -15772.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -15772.604492 Penalty: 533.331543 Iteration 7F: 3 clusters Score -15772.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 791 members Mstep: Class 4 contains 13598 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 743 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 468 members Mstep: Class 9 contains 3480 members Mstep: Class 10 contains 1551 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 83 members Mstep: Class 13 contains 10231 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 206 members Mstep: Class 16 contains 99155 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 161 members Mstep: Class 19 contains 153 members Mstep: Class 20 contains 218 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 527 members Mstep: Class 23 contains 268 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4755 members Mstep: Class 26 contains 437 members Mstep: Class 27 contains 332 members Mstep: Class 28 contains 94 members Mstep: Class 29 contains 145 members Entering Unmasked Estep Score: -7910988.000000 Penalty: 15679.488281 Splitting cluster 15 changes total score from -7910613.000000 to -7910988.000000 So it's getting split into cluster 29. Entering ConstructFrom: Trying to split cluster 16 (99155 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99155 members Entering Unmasked Estep Score: -5589965.000000 Penalty: 523.451965 Iteration 0F: 2 clusters Score -5589965 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49472 members Mstep: Class 2 contains 49683 members Entering Unmasked Estep Score: -5523030.500000 Penalty: 1046.903931 Iteration 0F: 3 clusters Score -5523030 nChanged 48305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45781 members Mstep: Class 2 contains 53374 members Entering Unmasked Estep Score: -5552090.000000 Penalty: 1046.903931 Iteration 1F: 3 clusters Score -5552090 nChanged 3863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43710 members Mstep: Class 2 contains 55445 members Entering Unmasked Estep Score: -5553415.500000 Penalty: 1046.903931 Iteration 2Q: 3 clusters Score -5553416 nChanged 4602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40514 members Mstep: Class 2 contains 58641 members Entering Unmasked Estep Score: -5555491.500000 Penalty: 1046.903931 Iteration 3Q: 3 clusters Score -5555492 nChanged 5665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35947 members Mstep: Class 2 contains 63208 members Entering Unmasked Estep Score: -5558906.500000 Penalty: 1046.903931 Iteration 4F: 3 clusters Score -5558906 nChanged 6847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29946 members Mstep: Class 2 contains 69209 members Entering Unmasked Estep Score: -5564172.500000 Penalty: 1046.903931 Iteration 5F: 3 clusters Score -5564172 nChanged 7238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23410 members Mstep: Class 2 contains 75745 members Entering Unmasked Estep Score: -5570373.000000 Penalty: 1046.903931 Iteration 6F: 3 clusters Score -5570373 nChanged 6326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17716 members Mstep: Class 2 contains 81439 members Entering Unmasked Estep Score: -5575822.000000 Penalty: 1046.903931 Iteration 7F: 3 clusters Score -5575822 nChanged 4704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13370 members Mstep: Class 2 contains 85785 members Entering Unmasked Estep Score: -5579658.000000 Penalty: 1046.903931 Iteration 8Q: 3 clusters Score -5579658 nChanged 3434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10090 members Mstep: Class 2 contains 89065 members Entering Unmasked Estep Score: -5582306.500000 Penalty: 1046.903931 Iteration 9Q: 3 clusters Score -5582306 nChanged 2707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7423 members Mstep: Class 2 contains 91732 members Entering Unmasked Estep Score: -5584333.500000 Penalty: 1046.903931 Iteration 10Q: 3 clusters Score -5584334 nChanged 2162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5265 members Mstep: Class 2 contains 93890 members Entering Unmasked Estep Score: -5585967.500000 Penalty: 1046.903931 Iteration 11Q: 3 clusters Score -5585968 nChanged 1645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3620 members Mstep: Class 2 contains 95535 members Entering Unmasked Estep Score: -5587212.500000 Penalty: 1046.903931 Iteration 12Q: 3 clusters Score -5587212 nChanged 1252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 96787 members Entering Unmasked Estep Score: -5588167.500000 Penalty: 1046.903931 Iteration 13Q: 3 clusters Score -5588168 nChanged 844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 97631 members Entering Unmasked Estep Score: -5588797.000000 Penalty: 1046.903931 Iteration 14Q: 3 clusters Score -5588797 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 98155 members Entering Unmasked Estep Score: -5589213.500000 Penalty: 1046.903931 Iteration 15Q: 3 clusters Score -5589214 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 98427 members Entering Unmasked Estep Score: -5589420.500000 Penalty: 1046.903931 Iteration 16Q: 3 clusters Score -5589420 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 98565 members Entering Unmasked Estep Score: -5589555.000000 Penalty: 1046.903931 Iteration 17Q: 3 clusters Score -5589555 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 98649 members Entering Unmasked Estep Score: -5589632.000000 Penalty: 1046.903931 Iteration 18Q: 3 clusters Score -5589632 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 98699 members Entering Unmasked Estep Score: -5589657.000000 Penalty: 1046.903931 Iteration 19Q: 3 clusters Score -5589657 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 98723 members Entering Unmasked Estep Score: -5589674.500000 Penalty: 1046.903931 Iteration 20F: 3 clusters Score -5589674 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 98734 members Entering Unmasked Estep Score: -5589686.500000 Penalty: 1046.903931 Iteration 21Q: 3 clusters Score -5589686 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 98744 members Entering Unmasked Estep Score: -5589690.000000 Penalty: 1046.903931 Iteration 22Q: 3 clusters Score -5589690 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 98751 members Entering Unmasked Estep Score: -5589703.000000 Penalty: 1046.903931 Iteration 23Q: 3 clusters Score -5589703 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 98757 members Entering Unmasked Estep Score: -5589699.500000 Penalty: 1046.903931 Iteration 24Q: 3 clusters Score -5589700 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 98762 members Entering Unmasked Estep Score: -5589695.000000 Penalty: 1046.903931 Iteration 25Q: 3 clusters Score -5589695 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 98763 members Entering Unmasked Estep Score: -5589697.500000 Penalty: 1046.903931 Iteration 26Q: 3 clusters Score -5589698 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 98766 members Entering Unmasked Estep Score: -5589698.000000 Penalty: 1046.903931 Iteration 27Q: 3 clusters Score -5589698 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 98769 members Entering Unmasked Estep Score: -5589700.500000 Penalty: 1046.903931 Iteration 28Q: 3 clusters Score -5589700 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 98770 members Entering Unmasked Estep Score: -5589700.500000 Penalty: 1046.903931 Iteration 29Q: 3 clusters Score -5589700 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 98773 members Entering Unmasked Estep Score: -5589702.500000 Penalty: 1046.903931 Iteration 30Q: 3 clusters Score -5589702 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 98773 members Entering Unmasked Estep Score: -5589702.500000 Penalty: 1046.903931 Iteration 31F: 3 clusters Score -5589702 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (71 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Entering Unmasked Estep Score: -3241.858887 Penalty: 193.951935 Iteration 0F: 2 clusters Score -3241.859 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -3054.058838 Penalty: 387.903870 Iteration 0F: 3 clusters Score -3054.059 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -3088.585693 Penalty: 387.903870 Iteration 1F: 3 clusters Score -3088.586 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35 members Mstep: Class 2 contains 36 members Entering Unmasked Estep Score: -3106.728760 Penalty: 387.903870 Iteration 2F: 3 clusters Score -3106.729 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36 members Mstep: Class 2 contains 35 members Entering Unmasked Estep Score: -3109.446533 Penalty: 387.903870 Iteration 3Q: 3 clusters Score -3109.447 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37 members Mstep: Class 2 contains 34 members Entering Unmasked Estep Score: -3110.629883 Penalty: 387.903870 Iteration 4Q: 3 clusters Score -3110.63 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37 members Mstep: Class 2 contains 34 members Entering Unmasked Estep Score: -3110.629883 Penalty: 387.903870 Iteration 5F: 3 clusters Score -3110.63 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (161 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Entering Unmasked Estep Score: -7611.705566 Penalty: 231.203888 Iteration 0F: 2 clusters Score -7611.706 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 84 members Entering Unmasked Estep Score: -7346.965332 Penalty: 462.407776 Iteration 0F: 3 clusters Score -7346.965 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -7384.296875 Penalty: 462.407776 Iteration 1F: 3 clusters Score -7384.297 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -7397.451172 Penalty: 462.407776 Iteration 2F: 3 clusters Score -7397.451 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -7398.714844 Penalty: 462.407776 Iteration 3Q: 3 clusters Score -7398.715 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -7398.714844 Penalty: 462.407776 Iteration 4F: 3 clusters Score -7398.715 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (153 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Entering Unmasked Estep Score: -6819.667480 Penalty: 228.884933 Iteration 0F: 2 clusters Score -6819.667 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -6586.663574 Penalty: 457.769867 Iteration 0F: 3 clusters Score -6586.664 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -6740.879883 Penalty: 457.769867 Iteration 1F: 3 clusters Score -6740.88 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -6780.791504 Penalty: 457.769867 Iteration 2F: 3 clusters Score -6780.792 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -6783.885742 Penalty: 457.769867 Iteration 3Q: 3 clusters Score -6783.886 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -6785.245117 Penalty: 457.769867 Iteration 4Q: 3 clusters Score -6785.245 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -6788.854004 Penalty: 457.769867 Iteration 5Q: 3 clusters Score -6788.854 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -6792.984375 Penalty: 457.769867 Iteration 6Q: 3 clusters Score -6792.984 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -6794.309570 Penalty: 457.769867 Iteration 7Q: 3 clusters Score -6794.31 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -6799.865234 Penalty: 457.769867 Iteration 8Q: 3 clusters Score -6799.865 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -6801.375977 Penalty: 457.769867 Iteration 9Q: 3 clusters Score -6801.376 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -6801.375977 Penalty: 457.769867 Iteration 10F: 3 clusters Score -6801.376 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (218 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Entering Unmasked Estep Score: -9920.999023 Penalty: 244.994537 Iteration 0F: 2 clusters Score -9920.999 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -9648.344727 Penalty: 489.989075 Iteration 0F: 3 clusters Score -9648.345 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -9723.068359 Penalty: 489.989075 Iteration 1F: 3 clusters Score -9723.068 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -9751.120117 Penalty: 489.989075 Iteration 2F: 3 clusters Score -9751.12 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -9766.687500 Penalty: 489.989075 Iteration 3F: 3 clusters Score -9766.688 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -9770.050781 Penalty: 489.989075 Iteration 4Q: 3 clusters Score -9770.051 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -9770.454102 Penalty: 489.989075 Iteration 5Q: 3 clusters Score -9770.454 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -9770.454102 Penalty: 489.989075 Iteration 6F: 3 clusters Score -9770.454 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (1626 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Entering Unmasked Estep Score: -88540.054688 Penalty: 336.421478 Iteration 0F: 2 clusters Score -88540.05 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -87334.421875 Penalty: 672.842957 Iteration 0F: 3 clusters Score -87334.42 nChanged 675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -87700.992188 Penalty: 672.842957 Iteration 1F: 3 clusters Score -87700.99 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -87777.742188 Penalty: 672.842957 Iteration 2F: 3 clusters Score -87777.74 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -87848.343750 Penalty: 672.842957 Iteration 3F: 3 clusters Score -87848.34 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -87893.484375 Penalty: 672.842957 Iteration 4Q: 3 clusters Score -87893.48 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -87922.398438 Penalty: 672.842957 Iteration 5Q: 3 clusters Score -87922.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -87940.960938 Penalty: 672.842957 Iteration 6Q: 3 clusters Score -87940.96 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -87954.234375 Penalty: 672.842957 Iteration 7Q: 3 clusters Score -87954.23 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -87969.468750 Penalty: 672.842957 Iteration 8Q: 3 clusters Score -87969.47 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -87991.062500 Penalty: 672.842957 Iteration 9Q: 3 clusters Score -87991.06 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -88022.070312 Penalty: 672.842957 Iteration 10Q: 3 clusters Score -88022.07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -88055.359375 Penalty: 672.842957 Iteration 11Q: 3 clusters Score -88055.36 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -88086.242188 Penalty: 672.842957 Iteration 12Q: 3 clusters Score -88086.24 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -88109.898438 Penalty: 672.842957 Iteration 13Q: 3 clusters Score -88109.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -88139.148438 Penalty: 672.842957 Iteration 14Q: 3 clusters Score -88139.15 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -88162.570312 Penalty: 672.842957 Iteration 15Q: 3 clusters Score -88162.57 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -88182.781250 Penalty: 672.842957 Iteration 16Q: 3 clusters Score -88182.78 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -88202.742188 Penalty: 672.842957 Iteration 17Q: 3 clusters Score -88202.74 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -88224.171875 Penalty: 672.842957 Iteration 18Q: 3 clusters Score -88224.17 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -88241.250000 Penalty: 672.842957 Iteration 19Q: 3 clusters Score -88241.25 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -88260.078125 Penalty: 672.842957 Iteration 20F: 3 clusters Score -88260.08 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -88280.312500 Penalty: 672.842957 Iteration 21Q: 3 clusters Score -88280.31 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -88292.359375 Penalty: 672.842957 Iteration 22Q: 3 clusters Score -88292.36 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -88303.195312 Penalty: 672.842957 Iteration 23Q: 3 clusters Score -88303.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -88307.187500 Penalty: 672.842957 Iteration 24Q: 3 clusters Score -88307.19 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -88309.468750 Penalty: 672.842957 Iteration 25Q: 3 clusters Score -88309.47 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -88310.304688 Penalty: 672.842957 Iteration 26Q: 3 clusters Score -88310.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -88311.898438 Penalty: 672.842957 Iteration 27Q: 3 clusters Score -88311.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -88312.875000 Penalty: 672.842957 Iteration 28Q: 3 clusters Score -88312.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -88313.828125 Penalty: 672.842957 Iteration 29Q: 3 clusters Score -88313.83 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -88314.132812 Penalty: 672.842957 Iteration 30Q: 3 clusters Score -88314.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -88314.132812 Penalty: 672.842957 Iteration 31F: 3 clusters Score -88314.13 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (527 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Entering Unmasked Estep Score: -20902.728516 Penalty: 285.157623 Iteration 0F: 2 clusters Score -20902.73 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -20475.392578 Penalty: 570.315247 Iteration 0F: 3 clusters Score -20475.39 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -20917.966797 Penalty: 570.315247 Iteration 1F: 3 clusters Score -20917.97 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -21180.875000 Penalty: 570.315247 Iteration 2F: 3 clusters Score -21180.88 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -21312.001953 Penalty: 570.315247 Iteration 3F: 3 clusters Score -21312 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -21401.423828 Penalty: 570.315247 Iteration 4Q: 3 clusters Score -21401.42 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -21519.775391 Penalty: 570.315247 Iteration 5Q: 3 clusters Score -21519.78 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -21533.306641 Penalty: 570.315247 Iteration 6Q: 3 clusters Score -21533.31 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -21536.187500 Penalty: 570.315247 Iteration 7Q: 3 clusters Score -21536.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -21536.779297 Penalty: 570.315247 Iteration 8Q: 3 clusters Score -21536.78 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -21537.164062 Penalty: 570.315247 Iteration 9Q: 3 clusters Score -21537.16 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -21537.164062 Penalty: 570.315247 Iteration 10F: 3 clusters Score -21537.16 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 791 members Mstep: Class 4 contains 13598 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 743 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 468 members Mstep: Class 9 contains 3480 members Mstep: Class 10 contains 1551 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 83 members Mstep: Class 13 contains 10231 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 206 members Mstep: Class 16 contains 99155 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 161 members Mstep: Class 19 contains 153 members Mstep: Class 20 contains 218 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 223 members Mstep: Class 23 contains 268 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4755 members Mstep: Class 26 contains 437 members Mstep: Class 27 contains 332 members Mstep: Class 28 contains 94 members Mstep: Class 29 contains 145 members Mstep: Class 30 contains 304 members Entering Unmasked Estep Score: -7911367.500000 Penalty: 16220.160156 Splitting cluster 22 changes total score from -7910613.000000 to -7911367.500000 So it's getting split into cluster 30. Entering ConstructFrom: Trying to split cluster 23 (268 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Entering Unmasked Estep Score: -14463.652344 Penalty: 254.389923 Iteration 0F: 2 clusters Score -14463.65 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -14113.694336 Penalty: 508.779846 Iteration 0F: 3 clusters Score -14113.69 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -14174.451172 Penalty: 508.779846 Iteration 1F: 3 clusters Score -14174.45 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -14211.727539 Penalty: 508.779846 Iteration 2F: 3 clusters Score -14211.73 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -14222.197266 Penalty: 508.779846 Iteration 3F: 3 clusters Score -14222.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -14228.343750 Penalty: 508.779846 Iteration 4Q: 3 clusters Score -14228.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -14233.139648 Penalty: 508.779846 Iteration 5Q: 3 clusters Score -14233.14 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -14237.883789 Penalty: 508.779846 Iteration 6Q: 3 clusters Score -14237.88 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -14245.908203 Penalty: 508.779846 Iteration 7Q: 3 clusters Score -14245.91 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -14252.381836 Penalty: 508.779846 Iteration 8Q: 3 clusters Score -14252.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -14255.884766 Penalty: 508.779846 Iteration 9Q: 3 clusters Score -14255.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -14257.703125 Penalty: 508.779846 Iteration 10Q: 3 clusters Score -14257.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -14258.559570 Penalty: 508.779846 Iteration 11Q: 3 clusters Score -14258.56 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -14258.559570 Penalty: 508.779846 Iteration 12F: 3 clusters Score -14258.56 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (1585 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Entering Unmasked Estep Score: -87406.875000 Penalty: 335.259460 Iteration 0F: 2 clusters Score -87406.88 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -86215.218750 Penalty: 670.518921 Iteration 0F: 3 clusters Score -86215.22 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -86553.445312 Penalty: 670.518921 Iteration 1F: 3 clusters Score -86553.45 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -86606.898438 Penalty: 670.518921 Iteration 2F: 3 clusters Score -86606.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -86645.601562 Penalty: 670.518921 Iteration 3F: 3 clusters Score -86645.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -86668.820312 Penalty: 670.518921 Iteration 4Q: 3 clusters Score -86668.82 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -86678.968750 Penalty: 670.518921 Iteration 5Q: 3 clusters Score -86678.97 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -86684.156250 Penalty: 670.518921 Iteration 6Q: 3 clusters Score -86684.16 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -86693.437500 Penalty: 670.518921 Iteration 7Q: 3 clusters Score -86693.44 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -86704.304688 Penalty: 670.518921 Iteration 8Q: 3 clusters Score -86704.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -86711.351562 Penalty: 670.518921 Iteration 9Q: 3 clusters Score -86711.35 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -86718.820312 Penalty: 670.518921 Iteration 10Q: 3 clusters Score -86718.82 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -86730.132812 Penalty: 670.518921 Iteration 11Q: 3 clusters Score -86730.13 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -86751.664062 Penalty: 670.518921 Iteration 12Q: 3 clusters Score -86751.66 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -86779.906250 Penalty: 670.518921 Iteration 13Q: 3 clusters Score -86779.91 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -86808.625000 Penalty: 670.518921 Iteration 14Q: 3 clusters Score -86808.62 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -86850.992188 Penalty: 670.518921 Iteration 15Q: 3 clusters Score -86850.99 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -86918.679688 Penalty: 670.518921 Iteration 16Q: 3 clusters Score -86918.68 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -86975.148438 Penalty: 670.518921 Iteration 17Q: 3 clusters Score -86975.15 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -87032.421875 Penalty: 670.518921 Iteration 18Q: 3 clusters Score -87032.42 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -87064.781250 Penalty: 670.518921 Iteration 19Q: 3 clusters Score -87064.78 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -87091.828125 Penalty: 670.518921 Iteration 20F: 3 clusters Score -87091.83 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -87111.101562 Penalty: 670.518921 Iteration 21Q: 3 clusters Score -87111.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -87119.023438 Penalty: 670.518921 Iteration 22Q: 3 clusters Score -87119.02 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -87121.312500 Penalty: 670.518921 Iteration 23Q: 3 clusters Score -87121.31 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -87123.750000 Penalty: 670.518921 Iteration 24Q: 3 clusters Score -87123.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -87124.796875 Penalty: 670.518921 Iteration 25Q: 3 clusters Score -87124.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -87126.195312 Penalty: 670.518921 Iteration 26Q: 3 clusters Score -87126.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -87126.921875 Penalty: 670.518921 Iteration 27Q: 3 clusters Score -87126.92 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -87126.921875 Penalty: 670.518921 Iteration 28F: 3 clusters Score -87126.92 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (4755 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4755 members Entering Unmasked Estep Score: -289237.312500 Penalty: 385.246338 Iteration 0F: 2 clusters Score -289237.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 2331 members Entering Unmasked Estep Score: -285996.000000 Penalty: 770.492676 Iteration 0F: 3 clusters Score -285996 nChanged 2154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 1943 members Entering Unmasked Estep Score: -287229.968750 Penalty: 770.492676 Iteration 1F: 3 clusters Score -287230 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3052 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -287448.437500 Penalty: 770.492676 Iteration 2F: 3 clusters Score -287448.4 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3369 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -287773.812500 Penalty: 770.492676 Iteration 3F: 3 clusters Score -287773.8 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3699 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -288174.156250 Penalty: 770.492676 Iteration 4F: 3 clusters Score -288174.2 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3960 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -288527.875000 Penalty: 770.492676 Iteration 5F: 3 clusters Score -288527.9 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4105 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -288744.937500 Penalty: 770.492676 Iteration 6Q: 3 clusters Score -288744.9 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4148 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -288858.312500 Penalty: 770.492676 Iteration 7Q: 3 clusters Score -288858.3 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4171 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -288946.625000 Penalty: 770.492676 Iteration 8Q: 3 clusters Score -288946.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4183 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -288978.562500 Penalty: 770.492676 Iteration 9Q: 3 clusters Score -288978.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4180 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -288993.781250 Penalty: 770.492676 Iteration 10Q: 3 clusters Score -288993.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4179 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -288998.812500 Penalty: 770.492676 Iteration 11Q: 3 clusters Score -288998.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4183 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -289002.187500 Penalty: 770.492676 Iteration 12Q: 3 clusters Score -289002.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4187 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -289006.968750 Penalty: 770.492676 Iteration 13Q: 3 clusters Score -289007 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4194 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -289010.187500 Penalty: 770.492676 Iteration 14Q: 3 clusters Score -289010.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4197 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -289013.656250 Penalty: 770.492676 Iteration 15Q: 3 clusters Score -289013.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4196 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -289015.531250 Penalty: 770.492676 Iteration 16Q: 3 clusters Score -289015.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4197 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -289015.843750 Penalty: 770.492676 Iteration 17Q: 3 clusters Score -289015.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4198 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -289015.843750 Penalty: 770.492676 Iteration 18Q: 3 clusters Score -289015.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4198 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -289015.843750 Penalty: 770.492676 Iteration 19F: 3 clusters Score -289015.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (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: -16461.896484 Penalty: 276.636963 Iteration 0F: 2 clusters Score -16461.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -16130.443359 Penalty: 553.273926 Iteration 0F: 3 clusters Score -16130.44 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -16360.219727 Penalty: 553.273926 Iteration 1F: 3 clusters Score -16360.22 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -16408.105469 Penalty: 553.273926 Iteration 2F: 3 clusters Score -16408.11 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -16424.464844 Penalty: 553.273926 Iteration 3Q: 3 clusters Score -16424.46 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -16434.587891 Penalty: 553.273926 Iteration 4Q: 3 clusters Score -16434.59 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -16437.738281 Penalty: 553.273926 Iteration 5Q: 3 clusters Score -16437.74 nChanged 1 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: -16439.304688 Penalty: 553.273926 Iteration 6Q: 3 clusters Score -16439.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -16441.154297 Penalty: 553.273926 Iteration 7Q: 3 clusters Score -16441.15 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -16442.132812 Penalty: 553.273926 Iteration 8Q: 3 clusters Score -16442.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -16442.132812 Penalty: 553.273926 Iteration 9F: 3 clusters Score -16442.13 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (332 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Entering Unmasked Estep Score: -17334.312500 Penalty: 264.133636 Iteration 0F: 2 clusters Score -17334.31 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -16971.574219 Penalty: 528.267273 Iteration 0F: 3 clusters Score -16971.57 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -17085.269531 Penalty: 528.267273 Iteration 1F: 3 clusters Score -17085.27 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -17125.660156 Penalty: 528.267273 Iteration 2F: 3 clusters Score -17125.66 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -17151.640625 Penalty: 528.267273 Iteration 3F: 3 clusters Score -17151.64 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -17169.232422 Penalty: 528.267273 Iteration 4Q: 3 clusters Score -17169.23 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -17189.740234 Penalty: 528.267273 Iteration 5Q: 3 clusters Score -17189.74 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -17197.494141 Penalty: 528.267273 Iteration 6Q: 3 clusters Score -17197.49 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -17201.367188 Penalty: 528.267273 Iteration 7Q: 3 clusters Score -17201.37 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -17211.849609 Penalty: 528.267273 Iteration 8Q: 3 clusters Score -17211.85 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -17223.453125 Penalty: 528.267273 Iteration 9Q: 3 clusters Score -17223.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -17224.685547 Penalty: 528.267273 Iteration 10Q: 3 clusters Score -17224.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -17224.685547 Penalty: 528.267273 Iteration 11F: 3 clusters Score -17224.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1177 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 791 members Mstep: Class 4 contains 13598 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 743 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 468 members Mstep: Class 9 contains 3480 members Mstep: Class 10 contains 1551 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 83 members Mstep: Class 13 contains 10231 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 206 members Mstep: Class 16 contains 99155 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 161 members Mstep: Class 19 contains 153 members Mstep: Class 20 contains 218 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 223 members Mstep: Class 23 contains 268 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4755 members Mstep: Class 26 contains 437 members Mstep: Class 27 contains 332 members Entering Unmasked Estep ConsiderDeletion Score: -7911460.500000 Penalty: 16220.160156 Iteration 119Q: 31 clusters Score -7911460 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 794 members Mstep: Class 4 contains 13648 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 743 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 468 members Mstep: Class 9 contains 3483 members Mstep: Class 10 contains 1540 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 89 members Mstep: Class 13 contains 10225 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 206 members Mstep: Class 16 contains 99096 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 161 members Mstep: Class 19 contains 153 members Mstep: Class 20 contains 217 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 268 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4775 members Mstep: Class 26 contains 441 members Mstep: Class 27 contains 327 members Mstep: Class 28 contains 94 members Mstep: Class 29 contains 144 members Mstep: Class 30 contains 299 members Entering Unmasked Estep ConsiderDeletion Score: -7911707.000000 Penalty: 16220.160156 Iteration 120F: 31 clusters Score -7911707 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 795 members Mstep: Class 4 contains 13699 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 744 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 468 members Mstep: Class 9 contains 3487 members Mstep: Class 10 contains 1527 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 96 members Mstep: Class 13 contains 10218 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 99036 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 139 members Mstep: Class 20 contains 214 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 268 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4798 members Mstep: Class 26 contains 442 members Mstep: Class 27 contains 323 members Mstep: Class 28 contains 110 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 298 members Entering Unmasked Estep ConsiderDeletion Score: -7911998.500000 Penalty: 16220.160156 Iteration 121Q: 31 clusters Score -7911998 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 797 members Mstep: Class 4 contains 13746 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 745 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 468 members Mstep: Class 9 contains 3496 members Mstep: Class 10 contains 1513 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 103 members Mstep: Class 13 contains 10200 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 98991 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 120 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 223 members Mstep: Class 23 contains 268 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4816 members Mstep: Class 26 contains 442 members Mstep: Class 27 contains 317 members Mstep: Class 28 contains 129 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 299 members Entering Unmasked Estep ConsiderDeletion Score: -7912087.000000 Penalty: 16220.160156 Iteration 122Q: 31 clusters Score -7912087 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 798 members Mstep: Class 4 contains 13800 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 746 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 468 members Mstep: Class 9 contains 3500 members Mstep: Class 10 contains 1497 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 108 members Mstep: Class 13 contains 10183 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 98952 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 115 members Mstep: Class 20 contains 212 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 223 members Mstep: Class 23 contains 268 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4828 members Mstep: Class 26 contains 442 members Mstep: Class 27 contains 313 members Mstep: Class 28 contains 134 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 299 members Entering Unmasked Estep ConsiderDeletion Score: -7912156.500000 Penalty: 16220.160156 Iteration 123Q: 31 clusters Score -7912156 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 799 members Mstep: Class 4 contains 13845 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 746 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 468 members Mstep: Class 9 contains 3500 members Mstep: Class 10 contains 1476 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 108 members Mstep: Class 13 contains 10172 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 98928 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 114 members Mstep: Class 20 contains 212 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 222 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4838 members Mstep: Class 26 contains 443 members Mstep: Class 27 contains 312 members Mstep: Class 28 contains 135 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 299 members Entering Unmasked Estep ConsiderDeletion Score: -7912148.000000 Penalty: 16220.160156 Iteration 124Q: 31 clusters Score -7912148 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 803 members Mstep: Class 4 contains 13888 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 746 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 468 members Mstep: Class 9 contains 3500 members Mstep: Class 10 contains 1457 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 108 members Mstep: Class 13 contains 10165 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 98902 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 114 members Mstep: Class 20 contains 212 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 221 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4843 members Mstep: Class 26 contains 444 members Mstep: Class 27 contains 312 members Mstep: Class 28 contains 135 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 299 members Entering Unmasked Estep ConsiderDeletion Score: -7912153.500000 Penalty: 16220.160156 Iteration 125Q: 31 clusters Score -7912154 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 802 members Mstep: Class 4 contains 13930 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 748 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 469 members Mstep: Class 9 contains 3494 members Mstep: Class 10 contains 1443 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 108 members Mstep: Class 13 contains 10153 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 98884 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 114 members Mstep: Class 20 contains 212 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 222 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4849 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 312 members Mstep: Class 28 contains 135 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 297 members Entering Unmasked Estep ConsiderDeletion Score: -7912168.500000 Penalty: 16220.160156 Iteration 126Q: 31 clusters Score -7912168 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 803 members Mstep: Class 4 contains 13983 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 749 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 469 members Mstep: Class 9 contains 3485 members Mstep: Class 10 contains 1429 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 108 members Mstep: Class 13 contains 10146 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 98851 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 114 members Mstep: Class 20 contains 212 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 221 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4857 members Mstep: Class 26 contains 447 members Mstep: Class 27 contains 312 members Mstep: Class 28 contains 135 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 296 members Entering Unmasked Estep ConsiderDeletion Score: -7912204.500000 Penalty: 16220.160156 Iteration 127Q: 31 clusters Score -7912204 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 802 members Mstep: Class 4 contains 14025 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 749 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 469 members Mstep: Class 9 contains 3475 members Mstep: Class 10 contains 1408 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 108 members Mstep: Class 13 contains 10140 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 98839 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 114 members Mstep: Class 20 contains 212 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 221 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4865 members Mstep: Class 26 contains 448 members Mstep: Class 27 contains 312 members Mstep: Class 28 contains 135 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 295 members Entering Unmasked Estep ConsiderDeletion Score: -7912202.500000 Penalty: 16220.160156 Iteration 128Q: 31 clusters Score -7912202 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 802 members Mstep: Class 4 contains 14064 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 749 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 468 members Mstep: Class 9 contains 3457 members Mstep: Class 10 contains 1387 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 108 members Mstep: Class 13 contains 10135 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 98837 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 114 members Mstep: Class 20 contains 212 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 221 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4873 members Mstep: Class 26 contains 448 members Mstep: Class 27 contains 312 members Mstep: Class 28 contains 135 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 295 members Entering Unmasked Estep ConsiderDeletion Score: -7912220.500000 Penalty: 16220.160156 Iteration 129Q: 31 clusters Score -7912220 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 803 members Mstep: Class 4 contains 14110 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 749 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 468 members Mstep: Class 9 contains 3439 members Mstep: Class 10 contains 1376 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 108 members Mstep: Class 13 contains 10130 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 98819 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 114 members Mstep: Class 20 contains 212 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 221 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4878 members Mstep: Class 26 contains 448 members Mstep: Class 27 contains 312 members Mstep: Class 28 contains 135 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 295 members Entering Unmasked Estep ConsiderDeletion Score: -7912214.500000 Penalty: 16220.160156 Iteration 130Q: 31 clusters Score -7912214 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 803 members Mstep: Class 4 contains 14155 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 749 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 468 members Mstep: Class 9 contains 3430 members Mstep: Class 10 contains 1366 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 108 members Mstep: Class 13 contains 10122 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 98794 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 114 members Mstep: Class 20 contains 212 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 221 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4885 members Mstep: Class 26 contains 448 members Mstep: Class 27 contains 312 members Mstep: Class 28 contains 135 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 295 members Entering Unmasked Estep ConsiderDeletion Score: -7912220.000000 Penalty: 16220.160156 Iteration 131Q: 31 clusters Score -7912220 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 803 members Mstep: Class 4 contains 14202 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 749 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 468 members Mstep: Class 9 contains 3422 members Mstep: Class 10 contains 1356 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 108 members Mstep: Class 13 contains 10112 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 98772 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 114 members Mstep: Class 20 contains 212 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 221 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4888 members Mstep: Class 26 contains 448 members Mstep: Class 27 contains 312 members Mstep: Class 28 contains 135 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 295 members Entering Unmasked Estep ConsiderDeletion Score: -7912238.500000 Penalty: 16220.160156 Iteration 132Q: 31 clusters Score -7912238 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 803 members Mstep: Class 4 contains 14244 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 749 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 468 members Mstep: Class 9 contains 3418 members Mstep: Class 10 contains 1341 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 108 members Mstep: Class 13 contains 10101 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 98758 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 114 members Mstep: Class 20 contains 212 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 221 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4890 members Mstep: Class 26 contains 448 members Mstep: Class 27 contains 312 members Mstep: Class 28 contains 135 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 295 members Entering Unmasked Estep ConsiderDeletion Score: -7912234.500000 Penalty: 16220.160156 Iteration 133Q: 31 clusters Score -7912234 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 804 members Mstep: Class 4 contains 14281 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 750 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 468 members Mstep: Class 9 contains 3407 members Mstep: Class 10 contains 1326 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 108 members Mstep: Class 13 contains 10090 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 98755 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 114 members Mstep: Class 20 contains 212 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 221 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4891 members Mstep: Class 26 contains 448 members Mstep: Class 27 contains 312 members Mstep: Class 28 contains 135 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 295 members Entering Unmasked Estep ConsiderDeletion Score: -7912256.500000 Penalty: 16220.160156 Iteration 134Q: 31 clusters Score -7912256 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 804 members Mstep: Class 4 contains 14313 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 752 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 468 members Mstep: Class 9 contains 3403 members Mstep: Class 10 contains 1312 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 108 members Mstep: Class 13 contains 10081 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 98746 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 114 members Mstep: Class 20 contains 212 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 221 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4893 members Mstep: Class 26 contains 448 members Mstep: Class 27 contains 312 members Mstep: Class 28 contains 135 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 295 members Entering Unmasked Estep ConsiderDeletion Score: -7912264.000000 Penalty: 16220.160156 Iteration 135Q: 31 clusters Score -7912264 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 804 members Mstep: Class 4 contains 14345 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 753 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 468 members Mstep: Class 9 contains 3397 members Mstep: Class 10 contains 1304 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 108 members Mstep: Class 13 contains 10072 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 98735 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 114 members Mstep: Class 20 contains 212 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 221 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4894 members Mstep: Class 26 contains 448 members Mstep: Class 27 contains 312 members Mstep: Class 28 contains 135 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 295 members Entering Unmasked Estep ConsiderDeletion Score: -7912269.000000 Penalty: 16220.160156 Iteration 136Q: 31 clusters Score -7912269 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 804 members Mstep: Class 4 contains 14379 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 753 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 467 members Mstep: Class 9 contains 3384 members Mstep: Class 10 contains 1296 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 108 members Mstep: Class 13 contains 10069 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 98723 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 114 members Mstep: Class 20 contains 212 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 221 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4897 members Mstep: Class 26 contains 448 members Mstep: Class 27 contains 312 members Mstep: Class 28 contains 135 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 295 members Entering Unmasked Estep ConsiderDeletion Score: -7912278.000000 Penalty: 16220.160156 Iteration 137Q: 31 clusters Score -7912278 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 804 members Mstep: Class 4 contains 14412 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 753 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 468 members Mstep: Class 9 contains 3371 members Mstep: Class 10 contains 1293 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 108 members Mstep: Class 13 contains 10066 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 98705 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 114 members Mstep: Class 20 contains 212 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 221 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4900 members Mstep: Class 26 contains 448 members Mstep: Class 27 contains 312 members Mstep: Class 28 contains 135 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 295 members Entering Unmasked Estep ConsiderDeletion Score: -7912273.500000 Penalty: 16220.160156 Iteration 138Q: 31 clusters Score -7912274 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 804 members Mstep: Class 4 contains 14438 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 753 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 468 members Mstep: Class 9 contains 3367 members Mstep: Class 10 contains 1282 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 108 members Mstep: Class 13 contains 10068 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 98691 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 114 members Mstep: Class 20 contains 212 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 221 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4901 members Mstep: Class 26 contains 448 members Mstep: Class 27 contains 312 members Mstep: Class 28 contains 135 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 295 members Entering Unmasked Estep ConsiderDeletion Score: -7912289.000000 Penalty: 16220.160156 Iteration 139Q: 31 clusters Score -7912289 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 804 members Mstep: Class 4 contains 14467 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 754 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 468 members Mstep: Class 9 contains 3358 members Mstep: Class 10 contains 1274 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 108 members Mstep: Class 13 contains 10064 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 98679 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 114 members Mstep: Class 20 contains 212 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 221 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4904 members Mstep: Class 26 contains 448 members Mstep: Class 27 contains 312 members Mstep: Class 28 contains 135 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 295 members Entering Unmasked Estep ConsiderDeletion Score: -7912301.000000 Penalty: 16220.160156 Iteration 140F: 31 clusters Score -7912301 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 804 members Mstep: Class 4 contains 14490 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 754 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 468 members Mstep: Class 9 contains 3352 members Mstep: Class 10 contains 1267 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10061 members Mstep: Class 14 contains 504 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 98670 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 211 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 221 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4906 members Mstep: Class 26 contains 448 members Mstep: Class 27 contains 312 members Mstep: Class 28 contains 140 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 295 members Entering Unmasked Estep ConsiderDeletion Score: -7912328.000000 Penalty: 16220.160156 Iteration 141Q: 31 clusters Score -7912328 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 804 members Mstep: Class 4 contains 14509 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 754 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 468 members Mstep: Class 9 contains 3345 members Mstep: Class 10 contains 1264 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10061 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 98657 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 212 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 221 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4910 members Mstep: Class 26 contains 448 members Mstep: Class 27 contains 311 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 295 members Entering Unmasked Estep ConsiderDeletion Score: -7912320.000000 Penalty: 16220.160156 Iteration 142Q: 31 clusters Score -7912320 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 804 members Mstep: Class 4 contains 14519 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 755 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 468 members Mstep: Class 9 contains 3343 members Mstep: Class 10 contains 1262 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10061 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 98647 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 221 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4913 members Mstep: Class 26 contains 448 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 295 members Entering Unmasked Estep ConsiderDeletion Score: -7912315.000000 Penalty: 16220.160156 Iteration 143Q: 31 clusters Score -7912315 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 804 members Mstep: Class 4 contains 14528 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 756 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 468 members Mstep: Class 9 contains 3343 members Mstep: Class 10 contains 1258 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10063 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 98635 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 221 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4917 members Mstep: Class 26 contains 448 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 295 members Entering Unmasked Estep ConsiderDeletion Score: -7912323.500000 Penalty: 16220.160156 Iteration 144Q: 31 clusters Score -7912324 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 804 members Mstep: Class 4 contains 14533 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 757 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 468 members Mstep: Class 9 contains 3344 members Mstep: Class 10 contains 1259 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10060 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 98625 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 221 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4922 members Mstep: Class 26 contains 448 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 295 members Entering Unmasked Estep ConsiderDeletion Score: -7912325.500000 Penalty: 16220.160156 Iteration 145Q: 31 clusters Score -7912326 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 804 members Mstep: Class 4 contains 14540 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 757 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 468 members Mstep: Class 9 contains 3343 members Mstep: Class 10 contains 1255 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10062 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 98611 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 221 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4932 members Mstep: Class 26 contains 448 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 295 members Entering Unmasked Estep ConsiderDeletion Score: -7912325.500000 Penalty: 16220.160156 Iteration 146Q: 31 clusters Score -7912326 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 804 members Mstep: Class 4 contains 14551 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 757 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 468 members Mstep: Class 9 contains 3337 members Mstep: Class 10 contains 1246 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10068 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 98604 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 221 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4937 members Mstep: Class 26 contains 448 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 295 members Entering Unmasked Estep ConsiderDeletion Score: -7912320.500000 Penalty: 16220.160156 Iteration 147Q: 31 clusters Score -7912320 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 804 members Mstep: Class 4 contains 14552 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 757 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 469 members Mstep: Class 9 contains 3337 members Mstep: Class 10 contains 1238 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10070 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 98604 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 221 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4941 members Mstep: Class 26 contains 448 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 295 members Entering Unmasked Estep ConsiderDeletion Score: -7912313.000000 Penalty: 16220.160156 Iteration 148Q: 31 clusters Score -7912313 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 804 members Mstep: Class 4 contains 14552 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 758 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 469 members Mstep: Class 9 contains 3337 members Mstep: Class 10 contains 1231 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10070 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 98605 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 221 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4946 members Mstep: Class 26 contains 448 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 295 members Entering Unmasked Estep ConsiderDeletion Score: -7912315.500000 Penalty: 16220.160156 Iteration 149Q: 31 clusters Score -7912316 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 804 members Mstep: Class 4 contains 14552 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 759 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 469 members Mstep: Class 9 contains 3338 members Mstep: Class 10 contains 1222 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10072 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 98605 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 221 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4951 members Mstep: Class 26 contains 448 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 295 members Entering Unmasked Estep ConsiderDeletion Score: -7912319.500000 Penalty: 16220.160156 Iteration 150Q: 31 clusters Score -7912320 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 804 members Mstep: Class 4 contains 14554 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 760 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 468 members Mstep: Class 9 contains 3339 members Mstep: Class 10 contains 1216 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10071 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 98607 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 221 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4953 members Mstep: Class 26 contains 448 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 295 members Entering Unmasked Estep ConsiderDeletion Score: -7912326.500000 Penalty: 16220.160156 Iteration 151Q: 31 clusters Score -7912326 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 804 members Mstep: Class 4 contains 14557 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 761 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 469 members Mstep: Class 9 contains 3339 members Mstep: Class 10 contains 1213 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10070 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 98605 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 221 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4954 members Mstep: Class 26 contains 448 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 295 members Entering Unmasked Estep ConsiderDeletion Score: -7912318.500000 Penalty: 16220.160156 Iteration 152Q: 31 clusters Score -7912318 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 804 members Mstep: Class 4 contains 14557 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 763 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 470 members Mstep: Class 9 contains 3339 members Mstep: Class 10 contains 1211 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10069 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 98604 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 221 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4955 members Mstep: Class 26 contains 448 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 295 members Entering Unmasked Estep ConsiderDeletion Score: -7912328.000000 Penalty: 16220.160156 Iteration 153Q: 31 clusters Score -7912328 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 804 members Mstep: Class 4 contains 14559 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 767 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 469 members Mstep: Class 9 contains 3338 members Mstep: Class 10 contains 1210 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10064 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 98606 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 221 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4955 members Mstep: Class 26 contains 448 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 295 members Entering Unmasked Estep ConsiderDeletion Score: -7912322.000000 Penalty: 16220.160156 Iteration 154Q: 31 clusters Score -7912322 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 804 members Mstep: Class 4 contains 14560 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 768 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 469 members Mstep: Class 9 contains 3337 members Mstep: Class 10 contains 1209 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10065 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 98605 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 221 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4955 members Mstep: Class 26 contains 448 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 295 members Entering Unmasked Estep ConsiderDeletion Score: -7912323.000000 Penalty: 16220.160156 Iteration 155Q: 31 clusters Score -7912323 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 804 members Mstep: Class 4 contains 14561 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 769 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 469 members Mstep: Class 9 contains 3338 members Mstep: Class 10 contains 1207 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10065 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 98604 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 221 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4955 members Mstep: Class 26 contains 448 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 295 members Entering Unmasked Estep ConsiderDeletion Score: -7912322.000000 Penalty: 16220.160156 Iteration 156Q: 31 clusters Score -7912322 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 804 members Mstep: Class 4 contains 14561 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 769 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 469 members Mstep: Class 9 contains 3339 members Mstep: Class 10 contains 1206 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10067 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 98602 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 221 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4955 members Mstep: Class 26 contains 448 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 295 members Entering Unmasked Estep ConsiderDeletion Score: -7912324.000000 Penalty: 16220.160156 Iteration 157Q: 31 clusters Score -7912324 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 804 members Mstep: Class 4 contains 14562 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 769 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 469 members Mstep: Class 9 contains 3339 members Mstep: Class 10 contains 1206 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10068 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 98600 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 221 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4955 members Mstep: Class 26 contains 448 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 295 members Entering Unmasked Estep ConsiderDeletion Score: -7912323.000000 Penalty: 16220.160156 Iteration 158Q: 31 clusters Score -7912323 nChanged 3 Entering ConstructFrom: Score: -7912323.000000 Penalty: 16220.160156 Entering ConstructFrom: Trying to split cluster 1 (947 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Entering Unmasked Estep Score: -52705.476562 Penalty: 311.825104 Iteration 0F: 2 clusters Score -52705.48 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -51888.281250 Penalty: 623.650208 Iteration 0F: 3 clusters Score -51888.28 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -52131.093750 Penalty: 623.650208 Iteration 1F: 3 clusters Score -52131.09 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -52170.085938 Penalty: 623.650208 Iteration 2F: 3 clusters Score -52170.09 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -52197.289062 Penalty: 623.650208 Iteration 3Q: 3 clusters Score -52197.29 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -52212.226562 Penalty: 623.650208 Iteration 4Q: 3 clusters Score -52212.23 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -52221.648438 Penalty: 623.650208 Iteration 5Q: 3 clusters Score -52221.65 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -52230.781250 Penalty: 623.650208 Iteration 6Q: 3 clusters Score -52230.78 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -52246.519531 Penalty: 623.650208 Iteration 7Q: 3 clusters Score -52246.52 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -52262.273438 Penalty: 623.650208 Iteration 8Q: 3 clusters Score -52262.27 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -52276.562500 Penalty: 623.650208 Iteration 9Q: 3 clusters Score -52276.56 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -52283.199219 Penalty: 623.650208 Iteration 10Q: 3 clusters Score -52283.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -52288.269531 Penalty: 623.650208 Iteration 11Q: 3 clusters Score -52288.27 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -52294.253906 Penalty: 623.650208 Iteration 12Q: 3 clusters Score -52294.25 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -52298.367188 Penalty: 623.650208 Iteration 13Q: 3 clusters Score -52298.37 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -52301.429688 Penalty: 623.650208 Iteration 14Q: 3 clusters Score -52301.43 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -52302.957031 Penalty: 623.650208 Iteration 15Q: 3 clusters Score -52302.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -52304.289062 Penalty: 623.650208 Iteration 16Q: 3 clusters Score -52304.29 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -52308.109375 Penalty: 623.650208 Iteration 17Q: 3 clusters Score -52308.11 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -52310.210938 Penalty: 623.650208 Iteration 18Q: 3 clusters Score -52310.21 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -52312.570312 Penalty: 623.650208 Iteration 19Q: 3 clusters Score -52312.57 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -52315.496094 Penalty: 623.650208 Iteration 20F: 3 clusters Score -52315.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -52315.984375 Penalty: 623.650208 Iteration 21Q: 3 clusters Score -52315.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -52317.039062 Penalty: 623.650208 Iteration 22Q: 3 clusters Score -52317.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -52317.917969 Penalty: 623.650208 Iteration 23Q: 3 clusters Score -52317.92 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -52318.015625 Penalty: 623.650208 Iteration 24Q: 3 clusters Score -52318.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -52318.015625 Penalty: 623.650208 Iteration 25F: 3 clusters Score -52318.02 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (1045 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Entering Unmasked Estep Score: -57460.066406 Penalty: 316.305634 Iteration 0F: 2 clusters Score -57460.07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -56613.414062 Penalty: 632.611267 Iteration 0F: 3 clusters Score -56613.41 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -56858.195312 Penalty: 632.611267 Iteration 1F: 3 clusters Score -56858.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -56914.683594 Penalty: 632.611267 Iteration 2F: 3 clusters Score -56914.68 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -56947.246094 Penalty: 632.611267 Iteration 3Q: 3 clusters Score -56947.25 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -56983.003906 Penalty: 632.611267 Iteration 4Q: 3 clusters Score -56983 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -57005.019531 Penalty: 632.611267 Iteration 5Q: 3 clusters Score -57005.02 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -57023.605469 Penalty: 632.611267 Iteration 6Q: 3 clusters Score -57023.61 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -57043.308594 Penalty: 632.611267 Iteration 7Q: 3 clusters Score -57043.31 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -57060.964844 Penalty: 632.611267 Iteration 8Q: 3 clusters Score -57060.96 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -57075.406250 Penalty: 632.611267 Iteration 9Q: 3 clusters Score -57075.41 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -57089.535156 Penalty: 632.611267 Iteration 10Q: 3 clusters Score -57089.54 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -57106.707031 Penalty: 632.611267 Iteration 11Q: 3 clusters Score -57106.71 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -57119.781250 Penalty: 632.611267 Iteration 12Q: 3 clusters Score -57119.78 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -57129.191406 Penalty: 632.611267 Iteration 13Q: 3 clusters Score -57129.19 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -57134.554688 Penalty: 632.611267 Iteration 14Q: 3 clusters Score -57134.55 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -57137.683594 Penalty: 632.611267 Iteration 15Q: 3 clusters Score -57137.68 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -57141.238281 Penalty: 632.611267 Iteration 16Q: 3 clusters Score -57141.24 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -57142.562500 Penalty: 632.611267 Iteration 17Q: 3 clusters Score -57142.56 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -57144.347656 Penalty: 632.611267 Iteration 18Q: 3 clusters Score -57144.35 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -57145.746094 Penalty: 632.611267 Iteration 19Q: 3 clusters Score -57145.75 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -57147.152344 Penalty: 632.611267 Iteration 20F: 3 clusters Score -57147.15 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -57150.128906 Penalty: 632.611267 Iteration 21Q: 3 clusters Score -57150.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -57150.128906 Penalty: 632.611267 Iteration 22F: 3 clusters Score -57150.13 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (804 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Entering Unmasked Estep Score: -46931.914062 Penalty: 304.376770 Iteration 0F: 2 clusters Score -46931.91 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 422 members Entering Unmasked Estep Score: -46252.222656 Penalty: 608.753540 Iteration 0F: 3 clusters Score -46252.22 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -46422.492188 Penalty: 608.753540 Iteration 1F: 3 clusters Score -46422.49 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -46478.773438 Penalty: 608.753540 Iteration 2F: 3 clusters Score -46478.77 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -46519.542969 Penalty: 608.753540 Iteration 3F: 3 clusters Score -46519.54 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -46545.304688 Penalty: 608.753540 Iteration 4Q: 3 clusters Score -46545.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -46559.433594 Penalty: 608.753540 Iteration 5Q: 3 clusters Score -46559.43 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -46566.753906 Penalty: 608.753540 Iteration 6Q: 3 clusters Score -46566.75 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -46576.765625 Penalty: 608.753540 Iteration 7Q: 3 clusters Score -46576.77 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -46583.820312 Penalty: 608.753540 Iteration 8Q: 3 clusters Score -46583.82 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -46591.328125 Penalty: 608.753540 Iteration 9Q: 3 clusters Score -46591.33 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -46600.695312 Penalty: 608.753540 Iteration 10Q: 3 clusters Score -46600.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -46607.527344 Penalty: 608.753540 Iteration 11Q: 3 clusters Score -46607.53 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -46619.511719 Penalty: 608.753540 Iteration 12Q: 3 clusters Score -46619.51 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -46626.066406 Penalty: 608.753540 Iteration 13Q: 3 clusters Score -46626.07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -46637.968750 Penalty: 608.753540 Iteration 14Q: 3 clusters Score -46637.97 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -46646.945312 Penalty: 608.753540 Iteration 15Q: 3 clusters Score -46646.95 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -46656.125000 Penalty: 608.753540 Iteration 16Q: 3 clusters Score -46656.12 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -46661.695312 Penalty: 608.753540 Iteration 17Q: 3 clusters Score -46661.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -46662.648438 Penalty: 608.753540 Iteration 18Q: 3 clusters Score -46662.65 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -46663.707031 Penalty: 608.753540 Iteration 19Q: 3 clusters Score -46663.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -46666.105469 Penalty: 608.753540 Iteration 20F: 3 clusters Score -46666.11 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -46671.210938 Penalty: 608.753540 Iteration 21Q: 3 clusters Score -46671.21 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -46679.292969 Penalty: 608.753540 Iteration 22Q: 3 clusters Score -46679.29 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -46682.011719 Penalty: 608.753540 Iteration 23Q: 3 clusters Score -46682.01 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -46685.351562 Penalty: 608.753540 Iteration 24Q: 3 clusters Score -46685.35 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -46688.609375 Penalty: 608.753540 Iteration 25Q: 3 clusters Score -46688.61 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -46690.660156 Penalty: 608.753540 Iteration 26Q: 3 clusters Score -46690.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -46690.660156 Penalty: 608.753540 Iteration 27F: 3 clusters Score -46690.66 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (14563 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14563 members Entering Unmasked Estep Score: -881616.312500 Penalty: 436.173920 Iteration 0F: 2 clusters Score -881616.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7230 members Mstep: Class 2 contains 7333 members Entering Unmasked Estep Score: -871817.437500 Penalty: 872.347839 Iteration 0F: 3 clusters Score -871817.4 nChanged 6942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6662 members Mstep: Class 2 contains 7901 members Entering Unmasked Estep Score: -875922.312500 Penalty: 872.347839 Iteration 1F: 3 clusters Score -875922.3 nChanged 768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6314 members Mstep: Class 2 contains 8249 members Entering Unmasked Estep Score: -876256.812500 Penalty: 872.347839 Iteration 2F: 3 clusters Score -876256.8 nChanged 797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5801 members Mstep: Class 2 contains 8762 members Entering Unmasked Estep Score: -876679.187500 Penalty: 872.347839 Iteration 3F: 3 clusters Score -876679.2 nChanged 907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5124 members Mstep: Class 2 contains 9439 members Entering Unmasked Estep Score: -877313.500000 Penalty: 872.347839 Iteration 4F: 3 clusters Score -877313.5 nChanged 964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4370 members Mstep: Class 2 contains 10193 members Entering Unmasked Estep Score: -878123.250000 Penalty: 872.347839 Iteration 5F: 3 clusters Score -878123.2 nChanged 926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3644 members Mstep: Class 2 contains 10919 members Entering Unmasked Estep Score: -878998.312500 Penalty: 872.347839 Iteration 6F: 3 clusters Score -878998.3 nChanged 724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3132 members Mstep: Class 2 contains 11431 members Entering Unmasked Estep Score: -879570.687500 Penalty: 872.347839 Iteration 7Q: 3 clusters Score -879570.7 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2769 members Mstep: Class 2 contains 11794 members Entering Unmasked Estep Score: -879868.062500 Penalty: 872.347839 Iteration 8Q: 3 clusters Score -879868.1 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2469 members Mstep: Class 2 contains 12094 members Entering Unmasked Estep Score: -880041.812500 Penalty: 872.347839 Iteration 9Q: 3 clusters Score -880041.8 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 12374 members Entering Unmasked Estep Score: -880187.562500 Penalty: 872.347839 Iteration 10Q: 3 clusters Score -880187.6 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Mstep: Class 2 contains 12639 members Entering Unmasked Estep Score: -880323.437500 Penalty: 872.347839 Iteration 11Q: 3 clusters Score -880323.4 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 12891 members Entering Unmasked Estep Score: -880450.437500 Penalty: 872.347839 Iteration 12Q: 3 clusters Score -880450.4 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 13100 members Entering Unmasked Estep Score: -880563.625000 Penalty: 872.347839 Iteration 13Q: 3 clusters Score -880563.6 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 13304 members Entering Unmasked Estep Score: -880660.750000 Penalty: 872.347839 Iteration 14Q: 3 clusters Score -880660.8 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 13484 members Entering Unmasked Estep Score: -880761.437500 Penalty: 872.347839 Iteration 15Q: 3 clusters Score -880761.4 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 13650 members Entering Unmasked Estep Score: -880858.125000 Penalty: 872.347839 Iteration 16Q: 3 clusters Score -880858.1 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 13795 members Entering Unmasked Estep Score: -880940.000000 Penalty: 872.347839 Iteration 17Q: 3 clusters Score -880940 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 13898 members Entering Unmasked Estep Score: -880997.812500 Penalty: 872.347839 Iteration 18Q: 3 clusters Score -880997.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 13983 members Entering Unmasked Estep Score: -881043.687500 Penalty: 872.347839 Iteration 19Q: 3 clusters Score -881043.7 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 14057 members Entering Unmasked Estep Score: -881090.312500 Penalty: 872.347839 Iteration 20F: 3 clusters Score -881090.3 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 14122 members Entering Unmasked Estep Score: -881135.000000 Penalty: 872.347839 Iteration 21Q: 3 clusters Score -881135 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 14178 members Entering Unmasked Estep Score: -881172.000000 Penalty: 872.347839 Iteration 22Q: 3 clusters Score -881172 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 14222 members Entering Unmasked Estep Score: -881201.312500 Penalty: 872.347839 Iteration 23Q: 3 clusters Score -881201.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 14251 members Entering Unmasked Estep Score: -881216.500000 Penalty: 872.347839 Iteration 24Q: 3 clusters Score -881216.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 14276 members Entering Unmasked Estep Score: -881228.812500 Penalty: 872.347839 Iteration 25Q: 3 clusters Score -881228.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 14298 members Entering Unmasked Estep Score: -881242.937500 Penalty: 872.347839 Iteration 26Q: 3 clusters Score -881242.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 14312 members Entering Unmasked Estep Score: -881253.187500 Penalty: 872.347839 Iteration 27Q: 3 clusters Score -881253.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 14326 members Entering Unmasked Estep Score: -881258.687500 Penalty: 872.347839 Iteration 28Q: 3 clusters Score -881258.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 14332 members Entering Unmasked Estep Score: -881260.750000 Penalty: 872.347839 Iteration 29Q: 3 clusters Score -881260.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 14338 members Entering Unmasked Estep Score: -881263.687500 Penalty: 872.347839 Iteration 30Q: 3 clusters Score -881263.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 14347 members Entering Unmasked Estep Score: -881267.000000 Penalty: 872.347839 Iteration 31Q: 3 clusters Score -881267 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 14353 members Entering Unmasked Estep Score: -881268.687500 Penalty: 872.347839 Iteration 32Q: 3 clusters Score -881268.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 14355 members Entering Unmasked Estep Score: -881269.812500 Penalty: 872.347839 Iteration 33Q: 3 clusters Score -881269.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 14357 members Entering Unmasked Estep Score: -881272.187500 Penalty: 872.347839 Iteration 34Q: 3 clusters Score -881272.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 14358 members Entering Unmasked Estep Score: -881273.312500 Penalty: 872.347839 Iteration 35Q: 3 clusters Score -881273.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 14358 members Entering Unmasked Estep Score: -881273.812500 Penalty: 872.347839 Iteration 36Q: 3 clusters Score -881273.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 14359 members Entering Unmasked Estep Score: -881274.562500 Penalty: 872.347839 Iteration 37Q: 3 clusters Score -881274.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 14362 members Entering Unmasked Estep Score: -881274.625000 Penalty: 872.347839 Iteration 38Q: 3 clusters Score -881274.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 14364 members Entering Unmasked Estep Score: -881274.750000 Penalty: 872.347839 Iteration 39Q: 3 clusters Score -881274.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 14363 members Entering Unmasked Estep Score: -881274.625000 Penalty: 872.347839 Iteration 40F: 3 clusters Score -881274.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 14363 members Entering Unmasked Estep Score: -881275.625000 Penalty: 872.347839 Iteration 41Q: 3 clusters Score -881275.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 14364 members Entering Unmasked Estep Score: -881275.375000 Penalty: 872.347839 Iteration 42Q: 3 clusters Score -881275.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 14365 members Entering Unmasked Estep Score: -881275.062500 Penalty: 872.347839 Iteration 43Q: 3 clusters Score -881275.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 14367 members Entering Unmasked Estep Score: -881275.875000 Penalty: 872.347839 Iteration 44Q: 3 clusters Score -881275.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 14368 members Entering Unmasked Estep Score: -881276.125000 Penalty: 872.347839 Iteration 45Q: 3 clusters Score -881276.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 14368 members Entering Unmasked Estep Score: -881276.125000 Penalty: 872.347839 Iteration 46F: 3 clusters Score -881276.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (131 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Entering Unmasked Estep Score: -6406.935059 Penalty: 221.821487 Iteration 0F: 2 clusters Score -6406.935 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -6185.244629 Penalty: 443.642975 Iteration 0F: 3 clusters Score -6185.245 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -6258.965332 Penalty: 443.642975 Iteration 1F: 3 clusters Score -6258.965 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -6272.546875 Penalty: 443.642975 Iteration 2F: 3 clusters Score -6272.547 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -6278.998535 Penalty: 443.642975 Iteration 3Q: 3 clusters Score -6278.999 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -6280.358887 Penalty: 443.642975 Iteration 4Q: 3 clusters Score -6280.359 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -6280.358887 Penalty: 443.642975 Iteration 5F: 3 clusters Score -6280.359 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (769 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Entering Unmasked Estep Score: -39578.292969 Penalty: 302.351654 Iteration 0F: 2 clusters Score -39578.29 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 370 members Entering Unmasked Estep Score: -38919.750000 Penalty: 604.703308 Iteration 0F: 3 clusters Score -38919.75 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -39113.035156 Penalty: 604.703308 Iteration 1F: 3 clusters Score -39113.04 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -39170.488281 Penalty: 604.703308 Iteration 2F: 3 clusters Score -39170.49 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -39206.300781 Penalty: 604.703308 Iteration 3F: 3 clusters Score -39206.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -39232.039062 Penalty: 604.703308 Iteration 4F: 3 clusters Score -39232.04 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -39253.589844 Penalty: 604.703308 Iteration 5Q: 3 clusters Score -39253.59 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -39278.257812 Penalty: 604.703308 Iteration 6Q: 3 clusters Score -39278.26 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -39302.195312 Penalty: 604.703308 Iteration 7Q: 3 clusters Score -39302.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -39323.054688 Penalty: 604.703308 Iteration 8Q: 3 clusters Score -39323.05 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -39340.082031 Penalty: 604.703308 Iteration 9Q: 3 clusters Score -39340.08 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -39359.855469 Penalty: 604.703308 Iteration 10Q: 3 clusters Score -39359.86 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -39370.953125 Penalty: 604.703308 Iteration 11Q: 3 clusters Score -39370.95 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -39372.996094 Penalty: 604.703308 Iteration 12Q: 3 clusters Score -39373 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -39375.714844 Penalty: 604.703308 Iteration 13Q: 3 clusters Score -39375.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -39375.914062 Penalty: 604.703308 Iteration 14Q: 3 clusters Score -39375.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -39375.914062 Penalty: 604.703308 Iteration 15F: 3 clusters Score -39375.91 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (171 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Entering Unmasked Estep Score: -7688.352051 Penalty: 233.945694 Iteration 0F: 2 clusters Score -7688.352 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -7435.890625 Penalty: 467.891388 Iteration 0F: 3 clusters Score -7435.891 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -7506.319824 Penalty: 467.891388 Iteration 1F: 3 clusters Score -7506.32 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -7524.268066 Penalty: 467.891388 Iteration 2F: 3 clusters Score -7524.268 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -7529.987793 Penalty: 467.891388 Iteration 3Q: 3 clusters Score -7529.988 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -7533.386719 Penalty: 467.891388 Iteration 4Q: 3 clusters Score -7533.387 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -7534.350098 Penalty: 467.891388 Iteration 5Q: 3 clusters Score -7534.35 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -7534.350098 Penalty: 467.891388 Iteration 6F: 3 clusters Score -7534.35 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (469 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Entering Unmasked Estep Score: -23894.908203 Penalty: 279.852417 Iteration 0F: 2 clusters Score -23894.91 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -23426.451172 Penalty: 559.704834 Iteration 0F: 3 clusters Score -23426.45 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -23551.939453 Penalty: 559.704834 Iteration 1F: 3 clusters Score -23551.94 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -23592.886719 Penalty: 559.704834 Iteration 2F: 3 clusters Score -23592.89 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -23623.390625 Penalty: 559.704834 Iteration 3F: 3 clusters Score -23623.39 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -23644.353516 Penalty: 559.704834 Iteration 4Q: 3 clusters Score -23644.35 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -23654.207031 Penalty: 559.704834 Iteration 5Q: 3 clusters Score -23654.21 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -23660.650391 Penalty: 559.704834 Iteration 6Q: 3 clusters Score -23660.65 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -23664.166016 Penalty: 559.704834 Iteration 7Q: 3 clusters Score -23664.17 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -23666.585938 Penalty: 559.704834 Iteration 8Q: 3 clusters Score -23666.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -23667.667969 Penalty: 559.704834 Iteration 9Q: 3 clusters Score -23667.67 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -23673.189453 Penalty: 559.704834 Iteration 10Q: 3 clusters Score -23673.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -23677.921875 Penalty: 559.704834 Iteration 11Q: 3 clusters Score -23677.92 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -23681.316406 Penalty: 559.704834 Iteration 12Q: 3 clusters Score -23681.32 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -23689.841797 Penalty: 559.704834 Iteration 13Q: 3 clusters Score -23689.84 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -23697.212891 Penalty: 559.704834 Iteration 14Q: 3 clusters Score -23697.21 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -23702.123047 Penalty: 559.704834 Iteration 15Q: 3 clusters Score -23702.12 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -23708.148438 Penalty: 559.704834 Iteration 16Q: 3 clusters Score -23708.15 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -23712.095703 Penalty: 559.704834 Iteration 17Q: 3 clusters Score -23712.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -23712.654297 Penalty: 559.704834 Iteration 18Q: 3 clusters Score -23712.65 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -23713.835938 Penalty: 559.704834 Iteration 19Q: 3 clusters Score -23713.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -23714.708984 Penalty: 559.704834 Iteration 20F: 3 clusters Score -23714.71 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (3339 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3339 members Entering Unmasked Estep Score: -200936.890625 Penalty: 369.160889 Iteration 0F: 2 clusters Score -200936.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -198603.187500 Penalty: 738.321777 Iteration 0F: 3 clusters Score -198603.2 nChanged 1467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -199424.546875 Penalty: 738.321777 Iteration 1F: 3 clusters Score -199424.5 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -199514.375000 Penalty: 738.321777 Iteration 2F: 3 clusters Score -199514.4 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -199580.343750 Penalty: 738.321777 Iteration 3F: 3 clusters Score -199580.3 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -199650.640625 Penalty: 738.321777 Iteration 4Q: 3 clusters Score -199650.6 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -199725.250000 Penalty: 738.321777 Iteration 5Q: 3 clusters Score -199725.2 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -199810.062500 Penalty: 738.321777 Iteration 6Q: 3 clusters Score -199810.1 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -199907.859375 Penalty: 738.321777 Iteration 7Q: 3 clusters Score -199907.9 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -200011.265625 Penalty: 738.321777 Iteration 8Q: 3 clusters Score -200011.3 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -200086.015625 Penalty: 738.321777 Iteration 9Q: 3 clusters Score -200086 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -200120.812500 Penalty: 738.321777 Iteration 10Q: 3 clusters Score -200120.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -200146.625000 Penalty: 738.321777 Iteration 11Q: 3 clusters Score -200146.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -200174.109375 Penalty: 738.321777 Iteration 12Q: 3 clusters Score -200174.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -200189.093750 Penalty: 738.321777 Iteration 13Q: 3 clusters Score -200189.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -200203.718750 Penalty: 738.321777 Iteration 14Q: 3 clusters Score -200203.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -200212.812500 Penalty: 738.321777 Iteration 15Q: 3 clusters Score -200212.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -200220.375000 Penalty: 738.321777 Iteration 16Q: 3 clusters Score -200220.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -200230.187500 Penalty: 738.321777 Iteration 17Q: 3 clusters Score -200230.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -200236.140625 Penalty: 738.321777 Iteration 18Q: 3 clusters Score -200236.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -200239.687500 Penalty: 738.321777 Iteration 19Q: 3 clusters Score -200239.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -200242.109375 Penalty: 738.321777 Iteration 20F: 3 clusters Score -200242.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -200245.812500 Penalty: 738.321777 Iteration 21Q: 3 clusters Score -200245.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -200249.375000 Penalty: 738.321777 Iteration 22Q: 3 clusters Score -200249.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -200255.015625 Penalty: 738.321777 Iteration 23Q: 3 clusters Score -200255 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -200259.187500 Penalty: 738.321777 Iteration 24Q: 3 clusters Score -200259.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -200265.828125 Penalty: 738.321777 Iteration 25Q: 3 clusters Score -200265.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -200271.734375 Penalty: 738.321777 Iteration 26Q: 3 clusters Score -200271.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -200278.296875 Penalty: 738.321777 Iteration 27Q: 3 clusters Score -200278.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -200284.140625 Penalty: 738.321777 Iteration 28Q: 3 clusters Score -200284.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -200293.140625 Penalty: 738.321777 Iteration 29Q: 3 clusters Score -200293.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -200303.765625 Penalty: 738.321777 Iteration 30Q: 3 clusters Score -200303.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -200312.156250 Penalty: 738.321777 Iteration 31Q: 3 clusters Score -200312.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -200318.796875 Penalty: 738.321777 Iteration 32Q: 3 clusters Score -200318.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -200324.562500 Penalty: 738.321777 Iteration 33Q: 3 clusters Score -200324.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -200327.062500 Penalty: 738.321777 Iteration 34Q: 3 clusters Score -200327.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -200328.125000 Penalty: 738.321777 Iteration 35Q: 3 clusters Score -200328.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -200329.250000 Penalty: 738.321777 Iteration 36Q: 3 clusters Score -200329.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -200329.671875 Penalty: 738.321777 Iteration 37Q: 3 clusters Score -200329.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -200330.187500 Penalty: 738.321777 Iteration 38Q: 3 clusters Score -200330.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -200330.921875 Penalty: 738.321777 Iteration 39Q: 3 clusters Score -200330.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -200332.093750 Penalty: 738.321777 Iteration 40F: 3 clusters Score -200332.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -200331.953125 Penalty: 738.321777 Iteration 41Q: 3 clusters Score -200332 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 1982 members Entering Unmasked Estep Score: -200332.750000 Penalty: 738.321777 Iteration 42Q: 3 clusters Score -200332.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -200333.515625 Penalty: 738.321777 Iteration 43Q: 3 clusters Score -200333.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -200335.390625 Penalty: 738.321777 Iteration 44Q: 3 clusters Score -200335.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -200338.062500 Penalty: 738.321777 Iteration 45Q: 3 clusters Score -200338.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -200340.906250 Penalty: 738.321777 Iteration 46Q: 3 clusters Score -200340.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -200343.031250 Penalty: 738.321777 Iteration 47Q: 3 clusters Score -200343 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -200347.031250 Penalty: 738.321777 Iteration 48Q: 3 clusters Score -200347 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -200350.812500 Penalty: 738.321777 Iteration 49Q: 3 clusters Score -200350.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -200354.171875 Penalty: 738.321777 Iteration 50Q: 3 clusters Score -200354.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 2105 members Entering Unmasked Estep Score: -200358.671875 Penalty: 738.321777 Iteration 51Q: 3 clusters Score -200358.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -200360.812500 Penalty: 738.321777 Iteration 52Q: 3 clusters Score -200360.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -200363.437500 Penalty: 738.321777 Iteration 53Q: 3 clusters Score -200363.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -200366.093750 Penalty: 738.321777 Iteration 54Q: 3 clusters Score -200366.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -200369.046875 Penalty: 738.321777 Iteration 55Q: 3 clusters Score -200369 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -200372.718750 Penalty: 738.321777 Iteration 56Q: 3 clusters Score -200372.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -200377.468750 Penalty: 738.321777 Iteration 57Q: 3 clusters Score -200377.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 2217 members Entering Unmasked Estep Score: -200383.671875 Penalty: 738.321777 Iteration 58Q: 3 clusters Score -200383.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 2244 members Entering Unmasked Estep Score: -200391.890625 Penalty: 738.321777 Iteration 59Q: 3 clusters Score -200391.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -200399.359375 Penalty: 738.321777 Iteration 60F: 3 clusters Score -200399.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -200409.031250 Penalty: 738.321777 Iteration 61Q: 3 clusters Score -200409 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -200415.921875 Penalty: 738.321777 Iteration 62Q: 3 clusters Score -200415.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 2357 members Entering Unmasked Estep Score: -200419.000000 Penalty: 738.321777 Iteration 63Q: 3 clusters Score -200419 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 2373 members Entering Unmasked Estep Score: -200422.031250 Penalty: 738.321777 Iteration 64Q: 3 clusters Score -200422 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -200428.671875 Penalty: 738.321777 Iteration 65Q: 3 clusters Score -200428.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -200441.265625 Penalty: 738.321777 Iteration 66Q: 3 clusters Score -200441.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 2467 members Entering Unmasked Estep Score: -200457.953125 Penalty: 738.321777 Iteration 67Q: 3 clusters Score -200458 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 2502 members Entering Unmasked Estep Score: -200473.515625 Penalty: 738.321777 Iteration 68Q: 3 clusters Score -200473.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 2529 members Entering Unmasked Estep Score: -200482.453125 Penalty: 738.321777 Iteration 69Q: 3 clusters Score -200482.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 2558 members Entering Unmasked Estep Score: -200493.000000 Penalty: 738.321777 Iteration 70Q: 3 clusters Score -200493 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 2587 members Entering Unmasked Estep Score: -200503.578125 Penalty: 738.321777 Iteration 71Q: 3 clusters Score -200503.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 2616 members Entering Unmasked Estep Score: -200514.453125 Penalty: 738.321777 Iteration 72Q: 3 clusters Score -200514.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 2650 members Entering Unmasked Estep Score: -200527.390625 Penalty: 738.321777 Iteration 73Q: 3 clusters Score -200527.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 2685 members Entering Unmasked Estep Score: -200540.593750 Penalty: 738.321777 Iteration 74Q: 3 clusters Score -200540.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 2708 members Entering Unmasked Estep Score: -200550.937500 Penalty: 738.321777 Iteration 75Q: 3 clusters Score -200550.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -200557.515625 Penalty: 738.321777 Iteration 76Q: 3 clusters Score -200557.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 2748 members Entering Unmasked Estep Score: -200564.375000 Penalty: 738.321777 Iteration 77Q: 3 clusters Score -200564.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 2774 members Entering Unmasked Estep Score: -200571.546875 Penalty: 738.321777 Iteration 78Q: 3 clusters Score -200571.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 2788 members Entering Unmasked Estep Score: -200574.921875 Penalty: 738.321777 Iteration 79Q: 3 clusters Score -200574.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 2797 members Entering Unmasked Estep Score: -200577.609375 Penalty: 738.321777 Iteration 80F: 3 clusters Score -200577.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 2806 members Entering Unmasked Estep Score: -200579.250000 Penalty: 738.321777 Iteration 81Q: 3 clusters Score -200579.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 2817 members Entering Unmasked Estep Score: -200581.562500 Penalty: 738.321777 Iteration 82Q: 3 clusters Score -200581.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 2829 members Entering Unmasked Estep Score: -200583.937500 Penalty: 738.321777 Iteration 83Q: 3 clusters Score -200583.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 2835 members Entering Unmasked Estep Score: -200585.093750 Penalty: 738.321777 Iteration 84Q: 3 clusters Score -200585.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 2839 members Entering Unmasked Estep Score: -200586.015625 Penalty: 738.321777 Iteration 85Q: 3 clusters Score -200586 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 2842 members Entering Unmasked Estep Score: -200586.203125 Penalty: 738.321777 Iteration 86Q: 3 clusters Score -200586.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 2842 members Entering Unmasked Estep Score: -200586.468750 Penalty: 738.321777 Iteration 87Q: 3 clusters Score -200586.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 2844 members Entering Unmasked Estep Score: -200586.734375 Penalty: 738.321777 Iteration 88Q: 3 clusters Score -200586.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 2844 members Entering Unmasked Estep Score: -200586.734375 Penalty: 738.321777 Iteration 89F: 3 clusters Score -200586.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1206 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Entering Unmasked Estep Score: -68724.414062 Penalty: 322.825409 Iteration 0F: 2 clusters Score -68724.41 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -67759.406250 Penalty: 645.650818 Iteration 0F: 3 clusters Score -67759.41 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -68061.460938 Penalty: 645.650818 Iteration 1F: 3 clusters Score -68061.46 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -68102.421875 Penalty: 645.650818 Iteration 2F: 3 clusters Score -68102.42 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -68127.789062 Penalty: 645.650818 Iteration 3Q: 3 clusters Score -68127.79 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -68149.351562 Penalty: 645.650818 Iteration 4Q: 3 clusters Score -68149.35 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -68163.640625 Penalty: 645.650818 Iteration 5Q: 3 clusters Score -68163.64 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -68177.765625 Penalty: 645.650818 Iteration 6Q: 3 clusters Score -68177.77 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -68192.375000 Penalty: 645.650818 Iteration 7Q: 3 clusters Score -68192.38 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -68204.859375 Penalty: 645.650818 Iteration 8Q: 3 clusters Score -68204.86 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -68213.703125 Penalty: 645.650818 Iteration 9Q: 3 clusters Score -68213.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -68219.843750 Penalty: 645.650818 Iteration 10Q: 3 clusters Score -68219.84 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -68228.062500 Penalty: 645.650818 Iteration 11Q: 3 clusters Score -68228.06 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -68235.101562 Penalty: 645.650818 Iteration 12Q: 3 clusters Score -68235.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -68240.273438 Penalty: 645.650818 Iteration 13Q: 3 clusters Score -68240.27 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -68245.187500 Penalty: 645.650818 Iteration 14Q: 3 clusters Score -68245.19 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -68249.726562 Penalty: 645.650818 Iteration 15Q: 3 clusters Score -68249.73 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -68254.656250 Penalty: 645.650818 Iteration 16Q: 3 clusters Score -68254.66 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -68262.648438 Penalty: 645.650818 Iteration 17Q: 3 clusters Score -68262.65 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -68274.898438 Penalty: 645.650818 Iteration 18Q: 3 clusters Score -68274.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -68288.945312 Penalty: 645.650818 Iteration 19Q: 3 clusters Score -68288.95 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -68302.929688 Penalty: 645.650818 Iteration 20F: 3 clusters Score -68302.93 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -68316.125000 Penalty: 645.650818 Iteration 21Q: 3 clusters Score -68316.12 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -68331.531250 Penalty: 645.650818 Iteration 22Q: 3 clusters Score -68331.53 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -68350.609375 Penalty: 645.650818 Iteration 23Q: 3 clusters Score -68350.61 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -68368.039062 Penalty: 645.650818 Iteration 24Q: 3 clusters Score -68368.04 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -68383.015625 Penalty: 645.650818 Iteration 25Q: 3 clusters Score -68383.02 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -68394.523438 Penalty: 645.650818 Iteration 26Q: 3 clusters Score -68394.52 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -68404.718750 Penalty: 645.650818 Iteration 27Q: 3 clusters Score -68404.72 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -68415.117188 Penalty: 645.650818 Iteration 28Q: 3 clusters Score -68415.12 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -68424.796875 Penalty: 645.650818 Iteration 29Q: 3 clusters Score -68424.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -68430.289062 Penalty: 645.650818 Iteration 30Q: 3 clusters Score -68430.29 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -68437.218750 Penalty: 645.650818 Iteration 31Q: 3 clusters Score -68437.22 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -68445.390625 Penalty: 645.650818 Iteration 32Q: 3 clusters Score -68445.39 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -68450.414062 Penalty: 645.650818 Iteration 33Q: 3 clusters Score -68450.41 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -68452.914062 Penalty: 645.650818 Iteration 34Q: 3 clusters Score -68452.91 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -68454.367188 Penalty: 645.650818 Iteration 35Q: 3 clusters Score -68454.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -68454.570312 Penalty: 645.650818 Iteration 36Q: 3 clusters Score -68454.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -68454.570312 Penalty: 645.650818 Iteration 37F: 3 clusters Score -68454.57 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (117 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Entering Unmasked Estep Score: -5739.238770 Penalty: 216.678925 Iteration 0F: 2 clusters Score -5739.239 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -5513.360840 Penalty: 433.357849 Iteration 0F: 3 clusters Score -5513.361 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -5546.740234 Penalty: 433.357849 Iteration 1F: 3 clusters Score -5546.74 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -5552.673828 Penalty: 433.357849 Iteration 2Q: 3 clusters Score -5552.674 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -5556.562500 Penalty: 433.357849 Iteration 3Q: 3 clusters Score -5556.562 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -5557.992188 Penalty: 433.357849 Iteration 4Q: 3 clusters Score -5557.992 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -5559.730469 Penalty: 433.357849 Iteration 5Q: 3 clusters Score -5559.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -5560.109863 Penalty: 433.357849 Iteration 6Q: 3 clusters Score -5560.11 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -5560.109863 Penalty: 433.357849 Iteration 7F: 3 clusters Score -5560.11 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (109 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Entering Unmasked Estep Score: -5835.932129 Penalty: 213.456345 Iteration 0F: 2 clusters Score -5835.932 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -5618.607910 Penalty: 426.912689 Iteration 0F: 3 clusters Score -5618.608 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -5652.461426 Penalty: 426.912689 Iteration 1F: 3 clusters Score -5652.461 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (10068 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10068 members Entering Unmasked Estep Score: -541547.312500 Penalty: 419.378845 Iteration 0F: 2 clusters Score -541547.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4907 members Mstep: Class 2 contains 5161 members Entering Unmasked Estep Score: -534832.187500 Penalty: 838.757690 Iteration 0F: 3 clusters Score -534832.2 nChanged 4630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3615 members Mstep: Class 2 contains 6453 members Entering Unmasked Estep Score: -537793.687500 Penalty: 838.757690 Iteration 1F: 3 clusters Score -537793.7 nChanged 833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2868 members Mstep: Class 2 contains 7200 members Entering Unmasked Estep Score: -538416.750000 Penalty: 838.757690 Iteration 2F: 3 clusters Score -538416.8 nChanged 959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 8107 members Entering Unmasked Estep Score: -539259.937500 Penalty: 838.757690 Iteration 3F: 3 clusters Score -539259.9 nChanged 798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 8893 members Entering Unmasked Estep Score: -540056.187500 Penalty: 838.757690 Iteration 4F: 3 clusters Score -540056.2 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 9494 members Entering Unmasked Estep Score: -540684.312500 Penalty: 838.757690 Iteration 5F: 3 clusters Score -540684.3 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 9798 members Entering Unmasked Estep Score: -540992.500000 Penalty: 838.757690 Iteration 6Q: 3 clusters Score -540992.5 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 9903 members Entering Unmasked Estep Score: -541099.187500 Penalty: 838.757690 Iteration 7Q: 3 clusters Score -541099.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 9941 members Entering Unmasked Estep Score: -541136.875000 Penalty: 838.757690 Iteration 8Q: 3 clusters Score -541136.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 9959 members Entering Unmasked Estep Score: -541154.375000 Penalty: 838.757690 Iteration 9Q: 3 clusters Score -541154.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 9972 members Entering Unmasked Estep Score: -541167.625000 Penalty: 838.757690 Iteration 10Q: 3 clusters Score -541167.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 9979 members Entering Unmasked Estep Score: -541180.937500 Penalty: 838.757690 Iteration 11Q: 3 clusters Score -541180.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 9984 members Entering Unmasked Estep Score: -541189.062500 Penalty: 838.757690 Iteration 12Q: 3 clusters Score -541189.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 9988 members Entering Unmasked Estep Score: -541190.000000 Penalty: 838.757690 Iteration 13Q: 3 clusters Score -541190 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 9989 members Entering Unmasked Estep Score: -541190.937500 Penalty: 838.757690 Iteration 14Q: 3 clusters Score -541190.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 9991 members Entering Unmasked Estep Score: -541193.125000 Penalty: 838.757690 Iteration 15Q: 3 clusters Score -541193.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 9993 members Entering Unmasked Estep Score: -541193.375000 Penalty: 838.757690 Iteration 16Q: 3 clusters Score -541193.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 9994 members Entering Unmasked Estep Score: -541194.125000 Penalty: 838.757690 Iteration 17Q: 3 clusters Score -541194.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 9995 members Entering Unmasked Estep Score: -541194.625000 Penalty: 838.757690 Iteration 18Q: 3 clusters Score -541194.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 9995 members Entering Unmasked Estep Score: -541194.625000 Penalty: 838.757690 Iteration 19F: 3 clusters Score -541194.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (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: -25848.324219 Penalty: 283.036865 Iteration 0F: 2 clusters Score -25848.32 nChanged 0 Entering CEM Assigned 3 initial classes randomly. 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: -25355.111328 Penalty: 566.073730 Iteration 0F: 3 clusters Score -25355.11 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -25494.761719 Penalty: 566.073730 Iteration 1F: 3 clusters Score -25494.76 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -25549.824219 Penalty: 566.073730 Iteration 2F: 3 clusters Score -25549.82 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -25574.947266 Penalty: 566.073730 Iteration 3F: 3 clusters Score -25574.95 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -25591.380859 Penalty: 566.073730 Iteration 4Q: 3 clusters Score -25591.38 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -25611.107422 Penalty: 566.073730 Iteration 5Q: 3 clusters Score -25611.11 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -25631.941406 Penalty: 566.073730 Iteration 6Q: 3 clusters Score -25631.94 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -25652.021484 Penalty: 566.073730 Iteration 7Q: 3 clusters Score -25652.02 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -25662.458984 Penalty: 566.073730 Iteration 8Q: 3 clusters Score -25662.46 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -25670.091797 Penalty: 566.073730 Iteration 9Q: 3 clusters Score -25670.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -25670.693359 Penalty: 566.073730 Iteration 10Q: 3 clusters Score -25670.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -25670.693359 Penalty: 566.073730 Iteration 11F: 3 clusters Score -25670.69 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (207 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Entering Unmasked Estep Score: -9825.248047 Penalty: 242.638702 Iteration 0F: 2 clusters Score -9825.248 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 104 members Entering Unmasked Estep Score: -9537.759766 Penalty: 485.277405 Iteration 0F: 3 clusters Score -9537.76 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -9622.657227 Penalty: 485.277405 Iteration 1F: 3 clusters Score -9622.657 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -9650.020508 Penalty: 485.277405 Iteration 2F: 3 clusters Score -9650.021 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -9660.865234 Penalty: 485.277405 Iteration 3Q: 3 clusters Score -9660.865 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -9665.011719 Penalty: 485.277405 Iteration 4Q: 3 clusters Score -9665.012 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -9665.011719 Penalty: 485.277405 Iteration 5F: 3 clusters Score -9665.012 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (98599 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98599 members Entering Unmasked Estep Score: -5556926.500000 Penalty: 523.196167 Iteration 0F: 2 clusters Score -5556926 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49307 members Mstep: Class 2 contains 49292 members Entering Unmasked Estep Score: -5490305.500000 Penalty: 1046.392334 Iteration 0F: 3 clusters Score -5490306 nChanged 48402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49427 members Mstep: Class 2 contains 49172 members Entering Unmasked Estep Score: -5519208.000000 Penalty: 1046.392334 Iteration 1F: 3 clusters Score -5519208 nChanged 3638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48859 members Mstep: Class 2 contains 49740 members Entering Unmasked Estep Score: -5520165.500000 Penalty: 1046.392334 Iteration 2Q: 3 clusters Score -5520166 nChanged 3944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47959 members Mstep: Class 2 contains 50640 members Entering Unmasked Estep Score: -5521367.000000 Penalty: 1046.392334 Iteration 3Q: 3 clusters Score -5521367 nChanged 4477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46748 members Mstep: Class 2 contains 51851 members Entering Unmasked Estep Score: -5522956.000000 Penalty: 1046.392334 Iteration 4Q: 3 clusters Score -5522956 nChanged 4877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45303 members Mstep: Class 2 contains 53296 members Entering Unmasked Estep Score: -5524970.000000 Penalty: 1046.392334 Iteration 5Q: 3 clusters Score -5524970 nChanged 4980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43803 members Mstep: Class 2 contains 54796 members Entering Unmasked Estep Score: -5527464.500000 Penalty: 1046.392334 Iteration 6F: 3 clusters Score -5527464 nChanged 5107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42172 members Mstep: Class 2 contains 56427 members Entering Unmasked Estep Score: -5530480.000000 Penalty: 1046.392334 Iteration 7F: 3 clusters Score -5530480 nChanged 5072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40608 members Mstep: Class 2 contains 57991 members Entering Unmasked Estep Score: -5534196.000000 Penalty: 1046.392334 Iteration 8F: 3 clusters Score -5534196 nChanged 4857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39147 members Mstep: Class 2 contains 59452 members Entering Unmasked Estep Score: -5537511.000000 Penalty: 1046.392334 Iteration 9Q: 3 clusters Score -5537511 nChanged 4006 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37695 members Mstep: Class 2 contains 60904 members Entering Unmasked Estep Score: -5539443.000000 Penalty: 1046.392334 Iteration 10Q: 3 clusters Score -5539443 nChanged 2635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36144 members Mstep: Class 2 contains 62455 members Entering Unmasked Estep Score: -5540222.000000 Penalty: 1046.392334 Iteration 11Q: 3 clusters Score -5540222 nChanged 1888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34446 members Mstep: Class 2 contains 64153 members Entering Unmasked Estep Score: -5540733.500000 Penalty: 1046.392334 Iteration 12Q: 3 clusters Score -5540734 nChanged 1802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32686 members Mstep: Class 2 contains 65913 members Entering Unmasked Estep Score: -5541245.000000 Penalty: 1046.392334 Iteration 13Q: 3 clusters Score -5541245 nChanged 1954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30752 members Mstep: Class 2 contains 67847 members Entering Unmasked Estep Score: -5541905.000000 Penalty: 1046.392334 Iteration 14Q: 3 clusters Score -5541905 nChanged 2077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28705 members Mstep: Class 2 contains 69894 members Entering Unmasked Estep Score: -5542634.500000 Penalty: 1046.392334 Iteration 15Q: 3 clusters Score -5542634 nChanged 2130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26587 members Mstep: Class 2 contains 72012 members Entering Unmasked Estep Score: -5543517.000000 Penalty: 1046.392334 Iteration 16Q: 3 clusters Score -5543517 nChanged 2208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24397 members Mstep: Class 2 contains 74202 members Entering Unmasked Estep Score: -5544446.000000 Penalty: 1046.392334 Iteration 17Q: 3 clusters Score -5544446 nChanged 2202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22201 members Mstep: Class 2 contains 76398 members Entering Unmasked Estep Score: -5545466.500000 Penalty: 1046.392334 Iteration 18Q: 3 clusters Score -5545466 nChanged 2145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20070 members Mstep: Class 2 contains 78529 members Entering Unmasked Estep Score: -5546438.500000 Penalty: 1046.392334 Iteration 19Q: 3 clusters Score -5546438 nChanged 2122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17962 members Mstep: Class 2 contains 80637 members Entering Unmasked Estep Score: -5547443.000000 Penalty: 1046.392334 Iteration 20F: 3 clusters Score -5547443 nChanged 1998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15968 members Mstep: Class 2 contains 82631 members Entering Unmasked Estep Score: -5548357.000000 Penalty: 1046.392334 Iteration 21Q: 3 clusters Score -5548357 nChanged 1865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14105 members Mstep: Class 2 contains 84494 members Entering Unmasked Estep Score: -5549226.000000 Penalty: 1046.392334 Iteration 22Q: 3 clusters Score -5549226 nChanged 1755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12352 members Mstep: Class 2 contains 86247 members Entering Unmasked Estep Score: -5550041.000000 Penalty: 1046.392334 Iteration 23Q: 3 clusters Score -5550041 nChanged 1602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10750 members Mstep: Class 2 contains 87849 members Entering Unmasked Estep Score: -5550844.500000 Penalty: 1046.392334 Iteration 24Q: 3 clusters Score -5550844 nChanged 1521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9229 members Mstep: Class 2 contains 89370 members Entering Unmasked Estep Score: -5551635.500000 Penalty: 1046.392334 Iteration 25Q: 3 clusters Score -5551636 nChanged 1335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7894 members Mstep: Class 2 contains 90705 members Entering Unmasked Estep Score: -5552350.000000 Penalty: 1046.392334 Iteration 26Q: 3 clusters Score -5552350 nChanged 1196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6698 members Mstep: Class 2 contains 91901 members Entering Unmasked Estep Score: -5553026.500000 Penalty: 1046.392334 Iteration 27Q: 3 clusters Score -5553026 nChanged 1049 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5649 members Mstep: Class 2 contains 92950 members Entering Unmasked Estep Score: -5553618.500000 Penalty: 1046.392334 Iteration 28Q: 3 clusters Score -5553618 nChanged 873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4776 members Mstep: Class 2 contains 93823 members Entering Unmasked Estep Score: -5554083.000000 Penalty: 1046.392334 Iteration 29Q: 3 clusters Score -5554083 nChanged 769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4007 members Mstep: Class 2 contains 94592 members Entering Unmasked Estep Score: -5554505.000000 Penalty: 1046.392334 Iteration 30Q: 3 clusters Score -5554505 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3361 members Mstep: Class 2 contains 95238 members Entering Unmasked Estep Score: -5554844.500000 Penalty: 1046.392334 Iteration 31Q: 3 clusters Score -5554844 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2821 members Mstep: Class 2 contains 95778 members Entering Unmasked Estep Score: -5555134.500000 Penalty: 1046.392334 Iteration 32Q: 3 clusters Score -5555134 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2409 members Mstep: Class 2 contains 96190 members Entering Unmasked Estep Score: -5555335.000000 Penalty: 1046.392334 Iteration 33Q: 3 clusters Score -5555335 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 96557 members Entering Unmasked Estep Score: -5555573.000000 Penalty: 1046.392334 Iteration 34Q: 3 clusters Score -5555573 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 96888 members Entering Unmasked Estep Score: -5555729.000000 Penalty: 1046.392334 Iteration 35Q: 3 clusters Score -5555729 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 97142 members Entering Unmasked Estep Score: -5555864.500000 Penalty: 1046.392334 Iteration 36Q: 3 clusters Score -5555864 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 97352 members Entering Unmasked Estep Score: -5555956.500000 Penalty: 1046.392334 Iteration 37Q: 3 clusters Score -5555956 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 97540 members Entering Unmasked Estep Score: -5556045.500000 Penalty: 1046.392334 Iteration 38Q: 3 clusters Score -5556046 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 97701 members Entering Unmasked Estep Score: -5556131.500000 Penalty: 1046.392334 Iteration 39Q: 3 clusters Score -5556132 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 97830 members Entering Unmasked Estep Score: -5556192.500000 Penalty: 1046.392334 Iteration 40F: 3 clusters Score -5556192 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 97935 members Entering Unmasked Estep Score: -5556249.500000 Penalty: 1046.392334 Iteration 41Q: 3 clusters Score -5556250 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 98028 members Entering Unmasked Estep Score: -5556298.500000 Penalty: 1046.392334 Iteration 42Q: 3 clusters Score -5556298 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 98097 members Entering Unmasked Estep Score: -5556319.500000 Penalty: 1046.392334 Iteration 43Q: 3 clusters Score -5556320 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 98159 members Entering Unmasked Estep Score: -5556361.500000 Penalty: 1046.392334 Iteration 44Q: 3 clusters Score -5556362 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 98206 members Entering Unmasked Estep Score: -5556375.000000 Penalty: 1046.392334 Iteration 45Q: 3 clusters Score -5556375 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 98238 members Entering Unmasked Estep Score: -5556395.000000 Penalty: 1046.392334 Iteration 46Q: 3 clusters Score -5556395 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 98260 members Entering Unmasked Estep Score: -5556395.500000 Penalty: 1046.392334 Iteration 47Q: 3 clusters Score -5556396 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 98280 members Entering Unmasked Estep Score: -5556417.000000 Penalty: 1046.392334 Iteration 48Q: 3 clusters Score -5556417 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 98299 members Entering Unmasked Estep Score: -5556428.000000 Penalty: 1046.392334 Iteration 49Q: 3 clusters Score -5556428 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 98311 members Entering Unmasked Estep Score: -5556437.000000 Penalty: 1046.392334 Iteration 50Q: 3 clusters Score -5556437 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 98320 members Entering Unmasked Estep Score: -5556441.500000 Penalty: 1046.392334 Iteration 51Q: 3 clusters Score -5556442 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 98328 members Entering Unmasked Estep Score: -5556449.000000 Penalty: 1046.392334 Iteration 52Q: 3 clusters Score -5556449 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 98335 members Entering Unmasked Estep Score: -5556446.500000 Penalty: 1046.392334 Iteration 53Q: 3 clusters Score -5556446 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 98343 members Entering Unmasked Estep Score: -5556456.000000 Penalty: 1046.392334 Iteration 54Q: 3 clusters Score -5556456 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 98343 members Entering Unmasked Estep Score: -5556457.000000 Penalty: 1046.392334 Iteration 55Q: 3 clusters Score -5556457 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 98349 members Entering Unmasked Estep Score: -5556458.500000 Penalty: 1046.392334 Iteration 56Q: 3 clusters Score -5556458 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 98356 members Entering Unmasked Estep Score: -5556466.500000 Penalty: 1046.392334 Iteration 57Q: 3 clusters Score -5556466 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 98362 members Entering Unmasked Estep Score: -5556462.500000 Penalty: 1046.392334 Iteration 58Q: 3 clusters Score -5556462 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 98366 members Entering Unmasked Estep Score: -5556470.000000 Penalty: 1046.392334 Iteration 59Q: 3 clusters Score -5556470 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 98370 members Entering Unmasked Estep Score: -5556472.500000 Penalty: 1046.392334 Iteration 60F: 3 clusters Score -5556472 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 98374 members Entering Unmasked Estep Score: -5556472.000000 Penalty: 1046.392334 Iteration 61Q: 3 clusters Score -5556472 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 98377 members Entering Unmasked Estep Score: -5556476.000000 Penalty: 1046.392334 Iteration 62Q: 3 clusters Score -5556476 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 98378 members Entering Unmasked Estep Score: -5556479.000000 Penalty: 1046.392334 Iteration 63Q: 3 clusters Score -5556479 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 98381 members Entering Unmasked Estep Score: -5556481.000000 Penalty: 1046.392334 Iteration 64Q: 3 clusters Score -5556481 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 98386 members Entering Unmasked Estep Score: -5556486.000000 Penalty: 1046.392334 Iteration 65Q: 3 clusters Score -5556486 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 98390 members Entering Unmasked Estep Score: -5556490.500000 Penalty: 1046.392334 Iteration 66Q: 3 clusters Score -5556490 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 98396 members Entering Unmasked Estep Score: -5556494.500000 Penalty: 1046.392334 Iteration 67Q: 3 clusters Score -5556494 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 98401 members Entering Unmasked Estep Score: -5556501.500000 Penalty: 1046.392334 Iteration 68Q: 3 clusters Score -5556502 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 98405 members Entering Unmasked Estep Score: -5556504.000000 Penalty: 1046.392334 Iteration 69Q: 3 clusters Score -5556504 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 98407 members Entering Unmasked Estep Score: -5556508.000000 Penalty: 1046.392334 Iteration 70Q: 3 clusters Score -5556508 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 98407 members Entering Unmasked Estep Score: -5556505.000000 Penalty: 1046.392334 Iteration 71Q: 3 clusters Score -5556505 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 98407 members Entering Unmasked Estep Score: -5556505.000000 Penalty: 1046.392334 Iteration 72F: 3 clusters Score -5556505 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (71 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Entering Unmasked Estep Score: -3241.858887 Penalty: 193.951935 Iteration 0F: 2 clusters Score -3241.859 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -3069.169922 Penalty: 387.903870 Iteration 0F: 3 clusters Score -3069.17 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -3092.901123 Penalty: 387.903870 Iteration 1F: 3 clusters Score -3092.901 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29 members Mstep: Class 2 contains 42 members Entering Unmasked Estep Score: -3106.123047 Penalty: 387.903870 Iteration 2F: 3 clusters Score -3106.123 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28 members Mstep: Class 2 contains 43 members Entering Unmasked Estep Score: -3110.409668 Penalty: 387.903870 Iteration 3Q: 3 clusters Score -3110.41 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28 members Mstep: Class 2 contains 43 members Entering Unmasked Estep Score: -3110.409668 Penalty: 387.903870 Iteration 4F: 3 clusters Score -3110.41 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (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: -7521.005859 Penalty: 230.635147 Iteration 0F: 2 clusters Score -7521.006 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -7304.479980 Penalty: 461.270294 Iteration 0F: 3 clusters Score -7304.48 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -7403.229492 Penalty: 461.270294 Iteration 1F: 3 clusters Score -7403.229 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 31 members Entering Unmasked Estep Score: -7462.905762 Penalty: 461.270294 Iteration 2F: 3 clusters Score -7462.906 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 28 members Entering Unmasked Estep Score: -7469.732910 Penalty: 461.270294 Iteration 3Q: 3 clusters Score -7469.733 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 25 members Entering Unmasked Estep Score: -7481.718750 Penalty: 461.270294 Iteration 4Q: 3 clusters Score -7481.719 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 24 members Entering Unmasked Estep Score: -7494.724121 Penalty: 461.270294 Iteration 5Q: 3 clusters Score -7494.724 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 24 members Entering Unmasked Estep Score: -7494.724121 Penalty: 461.270294 Iteration 6F: 3 clusters Score -7494.724 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (109 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Entering Unmasked Estep Score: -4770.274902 Penalty: 213.456345 Iteration 0F: 2 clusters Score -4770.275 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -4558.490723 Penalty: 426.912689 Iteration 0F: 3 clusters Score -4558.491 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -4588.136719 Penalty: 426.912689 Iteration 1F: 3 clusters Score -4588.137 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -4599.778320 Penalty: 426.912689 Iteration 2F: 3 clusters Score -4599.778 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -4605.727051 Penalty: 426.912689 Iteration 3Q: 3 clusters Score -4605.727 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -4605.727051 Penalty: 426.912689 Iteration 4F: 3 clusters Score -4605.727 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (213 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Entering Unmasked Estep Score: -9700.407227 Penalty: 243.938797 Iteration 0F: 2 clusters Score -9700.407 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -9420.094727 Penalty: 487.877594 Iteration 0F: 3 clusters Score -9420.095 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -9514.368164 Penalty: 487.877594 Iteration 1F: 3 clusters Score -9514.368 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -9548.894531 Penalty: 487.877594 Iteration 2F: 3 clusters Score -9548.895 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -9581.232422 Penalty: 487.877594 Iteration 3Q: 3 clusters Score -9581.232 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -9598.045898 Penalty: 487.877594 Iteration 4Q: 3 clusters Score -9598.046 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -9604.975586 Penalty: 487.877594 Iteration 5Q: 3 clusters Score -9604.976 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -9608.230469 Penalty: 487.877594 Iteration 6Q: 3 clusters Score -9608.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -9614.092773 Penalty: 487.877594 Iteration 7Q: 3 clusters Score -9614.093 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -9621.696289 Penalty: 487.877594 Iteration 8Q: 3 clusters Score -9621.696 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -9631.089844 Penalty: 487.877594 Iteration 9Q: 3 clusters Score -9631.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -9634.741211 Penalty: 487.877594 Iteration 10Q: 3 clusters Score -9634.741 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -9634.741211 Penalty: 487.877594 Iteration 11F: 3 clusters Score -9634.741 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (1626 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Entering Unmasked Estep Score: -88540.054688 Penalty: 336.421478 Iteration 0F: 2 clusters Score -88540.05 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -87335.804688 Penalty: 672.842957 Iteration 0F: 3 clusters Score -87335.8 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -87701.406250 Penalty: 672.842957 Iteration 1F: 3 clusters Score -87701.41 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -87779.468750 Penalty: 672.842957 Iteration 2F: 3 clusters Score -87779.47 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -87846.500000 Penalty: 672.842957 Iteration 3F: 3 clusters Score -87846.5 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -87909.359375 Penalty: 672.842957 Iteration 4F: 3 clusters Score -87909.36 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -87971.625000 Penalty: 672.842957 Iteration 5F: 3 clusters Score -87971.62 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -88039.398438 Penalty: 672.842957 Iteration 6Q: 3 clusters Score -88039.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -88089.250000 Penalty: 672.842957 Iteration 7Q: 3 clusters Score -88089.25 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -88126.671875 Penalty: 672.842957 Iteration 8Q: 3 clusters Score -88126.67 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -88160.757812 Penalty: 672.842957 Iteration 9Q: 3 clusters Score -88160.76 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -88195.281250 Penalty: 672.842957 Iteration 10Q: 3 clusters Score -88195.28 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -88232.312500 Penalty: 672.842957 Iteration 11Q: 3 clusters Score -88232.31 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -88276.828125 Penalty: 672.842957 Iteration 12Q: 3 clusters Score -88276.83 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -88303.507812 Penalty: 672.842957 Iteration 13Q: 3 clusters Score -88303.51 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -88328.453125 Penalty: 672.842957 Iteration 14Q: 3 clusters Score -88328.45 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -88345.148438 Penalty: 672.842957 Iteration 15Q: 3 clusters Score -88345.15 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -88352.867188 Penalty: 672.842957 Iteration 16Q: 3 clusters Score -88352.87 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -88358.531250 Penalty: 672.842957 Iteration 17Q: 3 clusters Score -88358.53 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -88363.062500 Penalty: 672.842957 Iteration 18Q: 3 clusters Score -88363.06 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -88365.296875 Penalty: 672.842957 Iteration 19Q: 3 clusters Score -88365.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -88369.156250 Penalty: 672.842957 Iteration 20F: 3 clusters Score -88369.16 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -88371.007812 Penalty: 672.842957 Iteration 21Q: 3 clusters Score -88371.01 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -88371.468750 Penalty: 672.842957 Iteration 22Q: 3 clusters Score -88371.47 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -88371.968750 Penalty: 672.842957 Iteration 23Q: 3 clusters Score -88371.97 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -88372.195312 Penalty: 672.842957 Iteration 24Q: 3 clusters Score -88372.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -88372.195312 Penalty: 672.842957 Iteration 25F: 3 clusters Score -88372.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (221 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Entering Unmasked Estep Score: -9448.503906 Penalty: 245.616409 Iteration 0F: 2 clusters Score -9448.504 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -9137.371094 Penalty: 491.232819 Iteration 0F: 3 clusters Score -9137.371 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -9223.790039 Penalty: 491.232819 Iteration 1F: 3 clusters Score -9223.79 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -9250.675781 Penalty: 491.232819 Iteration 2F: 3 clusters Score -9250.676 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -9260.299805 Penalty: 491.232819 Iteration 3Q: 3 clusters Score -9260.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -9265.300781 Penalty: 491.232819 Iteration 4Q: 3 clusters Score -9265.301 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -9269.435547 Penalty: 491.232819 Iteration 5Q: 3 clusters Score -9269.436 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -9269.435547 Penalty: 491.232819 Iteration 6F: 3 clusters Score -9269.436 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (269 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Entering Unmasked Estep Score: -14515.463867 Penalty: 254.559357 Iteration 0F: 2 clusters Score -14515.46 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -14170.788086 Penalty: 509.118713 Iteration 0F: 3 clusters Score -14170.79 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -14255.573242 Penalty: 509.118713 Iteration 1F: 3 clusters Score -14255.57 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -14278.367188 Penalty: 509.118713 Iteration 2F: 3 clusters Score -14278.37 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -14290.415039 Penalty: 509.118713 Iteration 3Q: 3 clusters Score -14290.42 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -14294.902344 Penalty: 509.118713 Iteration 4Q: 3 clusters Score -14294.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -14296.187500 Penalty: 509.118713 Iteration 5Q: 3 clusters Score -14296.19 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -14296.957031 Penalty: 509.118713 Iteration 6Q: 3 clusters Score -14296.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -14297.233398 Penalty: 509.118713 Iteration 7Q: 3 clusters Score -14297.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -14297.233398 Penalty: 509.118713 Iteration 8F: 3 clusters Score -14297.23 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (1585 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Entering Unmasked Estep Score: -87406.875000 Penalty: 335.259460 Iteration 0F: 2 clusters Score -87406.88 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -86228.765625 Penalty: 670.518921 Iteration 0F: 3 clusters Score -86228.77 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -86596.546875 Penalty: 670.518921 Iteration 1F: 3 clusters Score -86596.55 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -86646.804688 Penalty: 670.518921 Iteration 2F: 3 clusters Score -86646.8 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -86684.804688 Penalty: 670.518921 Iteration 3F: 3 clusters Score -86684.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -86730.914062 Penalty: 670.518921 Iteration 4Q: 3 clusters Score -86730.91 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -86793.468750 Penalty: 670.518921 Iteration 5F: 3 clusters Score -86793.47 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -86859.757812 Penalty: 670.518921 Iteration 6F: 3 clusters Score -86859.76 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -86932.773438 Penalty: 670.518921 Iteration 7F: 3 clusters Score -86932.77 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -86992.992188 Penalty: 670.518921 Iteration 8Q: 3 clusters Score -86992.99 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -87044.906250 Penalty: 670.518921 Iteration 9Q: 3 clusters Score -87044.91 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -87076.320312 Penalty: 670.518921 Iteration 10Q: 3 clusters Score -87076.32 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -87086.656250 Penalty: 670.518921 Iteration 11Q: 3 clusters Score -87086.66 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -87095.750000 Penalty: 670.518921 Iteration 12Q: 3 clusters Score -87095.75 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -87104.546875 Penalty: 670.518921 Iteration 13Q: 3 clusters Score -87104.55 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -87110.703125 Penalty: 670.518921 Iteration 14Q: 3 clusters Score -87110.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -87114.742188 Penalty: 670.518921 Iteration 15Q: 3 clusters Score -87114.74 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -87118.750000 Penalty: 670.518921 Iteration 16Q: 3 clusters Score -87118.75 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -87121.468750 Penalty: 670.518921 Iteration 17Q: 3 clusters Score -87121.47 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -87122.289062 Penalty: 670.518921 Iteration 18Q: 3 clusters Score -87122.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -87122.882812 Penalty: 670.518921 Iteration 19Q: 3 clusters Score -87122.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -87122.882812 Penalty: 670.518921 Iteration 20F: 3 clusters Score -87122.88 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (4955 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4955 members Entering Unmasked Estep Score: -301118.562500 Penalty: 387.120911 Iteration 0F: 2 clusters Score -301118.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2405 members Mstep: Class 2 contains 2550 members Entering Unmasked Estep Score: -297802.750000 Penalty: 774.241821 Iteration 0F: 3 clusters Score -297802.8 nChanged 2226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 3030 members Entering Unmasked Estep Score: -299034.500000 Penalty: 774.241821 Iteration 1F: 3 clusters Score -299034.5 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 3306 members Entering Unmasked Estep Score: -299256.531250 Penalty: 774.241821 Iteration 2F: 3 clusters Score -299256.5 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 3633 members Entering Unmasked Estep Score: -299524.406250 Penalty: 774.241821 Iteration 3F: 3 clusters Score -299524.4 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 3992 members Entering Unmasked Estep Score: -299823.750000 Penalty: 774.241821 Iteration 4F: 3 clusters Score -299823.8 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 4329 members Entering Unmasked Estep Score: -300136.875000 Penalty: 774.241821 Iteration 5F: 3 clusters Score -300136.9 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 4617 members Entering Unmasked Estep Score: -300436.968750 Penalty: 774.241821 Iteration 6F: 3 clusters Score -300437 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 4805 members Entering Unmasked Estep Score: -300629.687500 Penalty: 774.241821 Iteration 7Q: 3 clusters Score -300629.7 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 4882 members Entering Unmasked Estep Score: -300715.250000 Penalty: 774.241821 Iteration 8Q: 3 clusters Score -300715.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 4912 members Entering Unmasked Estep Score: -300754.593750 Penalty: 774.241821 Iteration 9Q: 3 clusters Score -300754.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35 members Mstep: Class 2 contains 4920 members Entering Unmasked Estep Score: -300769.375000 Penalty: 774.241821 Iteration 10Q: 3 clusters Score -300769.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33 members Mstep: Class 2 contains 4922 members Entering Unmasked Estep Score: -300777.437500 Penalty: 774.241821 Iteration 11Q: 3 clusters Score -300777.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33 members Mstep: Class 2 contains 4922 members Entering Unmasked Estep Score: -300779.468750 Penalty: 774.241821 Iteration 12Q: 3 clusters Score -300779.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32 members Mstep: Class 2 contains 4923 members Entering Unmasked Estep Score: -300782.343750 Penalty: 774.241821 Iteration 13Q: 3 clusters Score -300782.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31 members Mstep: Class 2 contains 4924 members Entering Unmasked Estep Score: -300784.906250 Penalty: 774.241821 Iteration 14Q: 3 clusters Score -300784.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31 members Mstep: Class 2 contains 4924 members Entering Unmasked Estep Score: -300784.906250 Penalty: 774.241821 Iteration 15F: 3 clusters Score -300784.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (448 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Entering Unmasked Estep Score: -16793.208984 Penalty: 277.768097 Iteration 0F: 2 clusters Score -16793.21 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 228 members Entering Unmasked Estep Score: -16381.217773 Penalty: 555.536194 Iteration 0F: 3 clusters Score -16381.22 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -16661.400391 Penalty: 555.536194 Iteration 1F: 3 clusters Score -16661.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -16742.873047 Penalty: 555.536194 Iteration 2F: 3 clusters Score -16742.87 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -16802.259766 Penalty: 555.536194 Iteration 3F: 3 clusters Score -16802.26 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -16848.023438 Penalty: 555.536194 Iteration 4F: 3 clusters Score -16848.02 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -16858.402344 Penalty: 555.536194 Iteration 5Q: 3 clusters Score -16858.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -16863.675781 Penalty: 555.536194 Iteration 6Q: 3 clusters Score -16863.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -16864.876953 Penalty: 555.536194 Iteration 7Q: 3 clusters Score -16864.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -16864.876953 Penalty: 555.536194 Iteration 8F: 3 clusters Score -16864.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 804 members Mstep: Class 4 contains 14563 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 769 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 469 members Mstep: Class 9 contains 3339 members Mstep: Class 10 contains 1206 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10068 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 98599 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 221 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4955 members Mstep: Class 26 contains 121 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 295 members Mstep: Class 31 contains 327 members Entering Unmasked Estep Score: -7912138.500000 Penalty: 16760.832031 Splitting cluster 26 changes total score from -7912323.000000 to -7912138.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 27 (310 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Entering Unmasked Estep Score: -16251.700195 Penalty: 261.014038 Iteration 0F: 2 clusters Score -16251.7 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 159 members Entering Unmasked Estep Score: -15871.798828 Penalty: 522.028076 Iteration 0F: 3 clusters Score -15871.8 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -15983.857422 Penalty: 522.028076 Iteration 1F: 3 clusters Score -15983.86 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -16006.958008 Penalty: 522.028076 Iteration 2F: 3 clusters Score -16006.96 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -16019.446289 Penalty: 522.028076 Iteration 3Q: 3 clusters Score -16019.45 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -16029.375977 Penalty: 522.028076 Iteration 4Q: 3 clusters Score -16029.38 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -16035.999023 Penalty: 522.028076 Iteration 5Q: 3 clusters Score -16036 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -16038.837891 Penalty: 522.028076 Iteration 6Q: 3 clusters Score -16038.84 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -16043.129883 Penalty: 522.028076 Iteration 7Q: 3 clusters Score -16043.13 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -16047.043945 Penalty: 522.028076 Iteration 8Q: 3 clusters Score -16047.04 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -16049.364258 Penalty: 522.028076 Iteration 9Q: 3 clusters Score -16049.36 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -16051.367188 Penalty: 522.028076 Iteration 10Q: 3 clusters Score -16051.37 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -16051.367188 Penalty: 522.028076 Iteration 11F: 3 clusters Score -16051.37 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (141 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Entering Unmasked Estep Score: -7274.313965 Penalty: 225.168579 Iteration 0F: 2 clusters Score -7274.314 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 70 members Entering Unmasked Estep Score: -7027.082031 Penalty: 450.337158 Iteration 0F: 3 clusters Score -7027.082 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -7062.800781 Penalty: 450.337158 Iteration 1F: 3 clusters Score -7062.801 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -7076.431152 Penalty: 450.337158 Iteration 2Q: 3 clusters Score -7076.431 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -7084.507324 Penalty: 450.337158 Iteration 3Q: 3 clusters Score -7084.507 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -7085.874023 Penalty: 450.337158 Iteration 4Q: 3 clusters Score -7085.874 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -7085.874023 Penalty: 450.337158 Iteration 5F: 3 clusters Score -7085.874 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (143 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Entering Unmasked Estep Score: -6547.562988 Penalty: 225.809448 Iteration 0F: 2 clusters Score -6547.563 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -6297.241211 Penalty: 451.618896 Iteration 0F: 3 clusters Score -6297.241 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -6323.394531 Penalty: 451.618896 Iteration 1F: 3 clusters Score -6323.395 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -6344.375488 Penalty: 451.618896 Iteration 2F: 3 clusters Score -6344.375 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -6352.992188 Penalty: 451.618896 Iteration 3Q: 3 clusters Score -6352.992 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -6362.869629 Penalty: 451.618896 Iteration 4Q: 3 clusters Score -6362.87 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -6363.502930 Penalty: 451.618896 Iteration 5Q: 3 clusters Score -6363.503 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -6363.502930 Penalty: 451.618896 Iteration 6F: 3 clusters Score -6363.503 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (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: -12313.297852 Penalty: 258.757385 Iteration 0F: 2 clusters Score -12313.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -12002.673828 Penalty: 517.514771 Iteration 0F: 3 clusters Score -12002.67 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -12121.274414 Penalty: 517.514771 Iteration 1F: 3 clusters Score -12121.27 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -12181.221680 Penalty: 517.514771 Iteration 2F: 3 clusters Score -12181.22 nChanged 25 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: -12261.080078 Penalty: 517.514771 Iteration 3F: 3 clusters Score -12261.08 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -12338.583984 Penalty: 517.514771 Iteration 4F: 3 clusters Score -12338.58 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -12362.004883 Penalty: 517.514771 Iteration 5Q: 3 clusters Score -12362 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -12391.778320 Penalty: 517.514771 Iteration 6Q: 3 clusters Score -12391.78 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -12399.097656 Penalty: 517.514771 Iteration 7Q: 3 clusters Score -12399.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -12403.797852 Penalty: 517.514771 Iteration 8Q: 3 clusters Score -12403.8 nChanged 4 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: -12419.412109 Penalty: 517.514771 Iteration 9Q: 3 clusters Score -12419.41 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -12442.109375 Penalty: 517.514771 Iteration 10Q: 3 clusters Score -12442.11 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -12480.254883 Penalty: 517.514771 Iteration 11Q: 3 clusters Score -12480.25 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -12494.545898 Penalty: 517.514771 Iteration 12Q: 3 clusters Score -12494.55 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -12505.251953 Penalty: 517.514771 Iteration 13Q: 3 clusters Score -12505.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -12515.351562 Penalty: 517.514771 Iteration 14Q: 3 clusters Score -12515.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -12517.514648 Penalty: 517.514771 Iteration 15Q: 3 clusters Score -12517.51 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -12517.514648 Penalty: 517.514771 Iteration 16F: 3 clusters Score -12517.51 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 804 members Mstep: Class 4 contains 14563 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 769 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 469 members Mstep: Class 9 contains 3339 members Mstep: Class 10 contains 1206 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10068 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 98599 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 221 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4955 members Mstep: Class 26 contains 448 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 133 members Mstep: Class 31 contains 162 members Entering Unmasked Estep Score: -7912246.500000 Penalty: 16760.832031 Splitting cluster 30 changes total score from -7912323.000000 to -7912246.500000 So it's not getting split. Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 804 members Mstep: Class 4 contains 14563 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 769 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 469 members Mstep: Class 9 contains 3339 members Mstep: Class 10 contains 1206 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10068 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 98599 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 221 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4955 members Mstep: Class 26 contains 448 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 295 members Entering Unmasked Estep ConsiderDeletion Score: -7912326.500000 Penalty: 16220.160156 Iteration 159Q: 31 clusters Score -7912326 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 804 members Mstep: Class 4 contains 14563 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 769 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 469 members Mstep: Class 9 contains 3339 members Mstep: Class 10 contains 1206 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10068 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 98599 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 221 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4955 members Mstep: Class 26 contains 448 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 295 members Entering Unmasked Estep ConsiderDeletion Score: -7912328.000000 Penalty: 16220.160156 Iteration 160F: 31 clusters Score -7912328 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 804 members Mstep: Class 4 contains 14563 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 769 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 469 members Mstep: Class 9 contains 3339 members Mstep: Class 10 contains 1206 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10068 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 98598 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 221 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4956 members Mstep: Class 26 contains 448 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 295 members Entering Unmasked Estep ConsiderDeletion Score: -7912326.000000 Penalty: 16220.160156 Iteration 161Q: 31 clusters Score -7912326 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 804 members Mstep: Class 4 contains 14563 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 769 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 469 members Mstep: Class 9 contains 3339 members Mstep: Class 10 contains 1206 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10068 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 98598 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 221 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4956 members Mstep: Class 26 contains 448 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 295 members Entering Unmasked Estep ConsiderDeletion Score: -7912326.000000 Penalty: 16220.160156 Iteration 162F: 31 clusters Score -7912326 nChanged 0 Entering ConstructFrom: Score: -7912326.000000 Penalty: 16220.160156 Entering ConstructFrom: Trying to split cluster 1 (947 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Entering Unmasked Estep Score: -52705.476562 Penalty: 311.825104 Iteration 0F: 2 clusters Score -52705.48 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -51934.714844 Penalty: 623.650208 Iteration 0F: 3 clusters Score -51934.71 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -52118.406250 Penalty: 623.650208 Iteration 1F: 3 clusters Score -52118.41 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -52164.484375 Penalty: 623.650208 Iteration 2F: 3 clusters Score -52164.48 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -52187.847656 Penalty: 623.650208 Iteration 3Q: 3 clusters Score -52187.85 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -52202.992188 Penalty: 623.650208 Iteration 4Q: 3 clusters Score -52202.99 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -52220.562500 Penalty: 623.650208 Iteration 5Q: 3 clusters Score -52220.56 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -52234.421875 Penalty: 623.650208 Iteration 6Q: 3 clusters Score -52234.42 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -52247.191406 Penalty: 623.650208 Iteration 7Q: 3 clusters Score -52247.19 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -52259.781250 Penalty: 623.650208 Iteration 8Q: 3 clusters Score -52259.78 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -52270.378906 Penalty: 623.650208 Iteration 9Q: 3 clusters Score -52270.38 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -52276.871094 Penalty: 623.650208 Iteration 10Q: 3 clusters Score -52276.87 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -52285.726562 Penalty: 623.650208 Iteration 11Q: 3 clusters Score -52285.73 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -52294.886719 Penalty: 623.650208 Iteration 12Q: 3 clusters Score -52294.89 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -52303.937500 Penalty: 623.650208 Iteration 13Q: 3 clusters Score -52303.94 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -52311.085938 Penalty: 623.650208 Iteration 14Q: 3 clusters Score -52311.09 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -52318.882812 Penalty: 623.650208 Iteration 15Q: 3 clusters Score -52318.88 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -52325.753906 Penalty: 623.650208 Iteration 16Q: 3 clusters Score -52325.75 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -52326.839844 Penalty: 623.650208 Iteration 17Q: 3 clusters Score -52326.84 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -52327.925781 Penalty: 623.650208 Iteration 18Q: 3 clusters Score -52327.93 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -52328.519531 Penalty: 623.650208 Iteration 19Q: 3 clusters Score -52328.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -52329.355469 Penalty: 623.650208 Iteration 20F: 3 clusters Score -52329.36 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -52331.390625 Penalty: 623.650208 Iteration 21Q: 3 clusters Score -52331.39 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -52333.546875 Penalty: 623.650208 Iteration 22Q: 3 clusters Score -52333.55 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -52338.031250 Penalty: 623.650208 Iteration 23Q: 3 clusters Score -52338.03 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -52344.820312 Penalty: 623.650208 Iteration 24Q: 3 clusters Score -52344.82 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -52348.859375 Penalty: 623.650208 Iteration 25Q: 3 clusters Score -52348.86 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -52351.238281 Penalty: 623.650208 Iteration 26Q: 3 clusters Score -52351.24 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -52353.039062 Penalty: 623.650208 Iteration 27Q: 3 clusters Score -52353.04 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -52355.792969 Penalty: 623.650208 Iteration 28Q: 3 clusters Score -52355.79 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -52358.523438 Penalty: 623.650208 Iteration 29Q: 3 clusters Score -52358.52 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -52360.242188 Penalty: 623.650208 Iteration 30Q: 3 clusters Score -52360.24 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -52360.734375 Penalty: 623.650208 Iteration 31Q: 3 clusters Score -52360.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -52360.734375 Penalty: 623.650208 Iteration 32F: 3 clusters Score -52360.73 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (1045 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Entering Unmasked Estep Score: -57460.066406 Penalty: 316.305634 Iteration 0F: 2 clusters Score -57460.07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -56618.507812 Penalty: 632.611267 Iteration 0F: 3 clusters Score -56618.51 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -56874.742188 Penalty: 632.611267 Iteration 1F: 3 clusters Score -56874.74 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -56916.324219 Penalty: 632.611267 Iteration 2F: 3 clusters Score -56916.32 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -56949.527344 Penalty: 632.611267 Iteration 3F: 3 clusters Score -56949.53 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -56981.203125 Penalty: 632.611267 Iteration 4Q: 3 clusters Score -56981.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -57012.433594 Penalty: 632.611267 Iteration 5Q: 3 clusters Score -57012.43 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -57047.445312 Penalty: 632.611267 Iteration 6Q: 3 clusters Score -57047.45 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -57070.058594 Penalty: 632.611267 Iteration 7Q: 3 clusters Score -57070.06 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -57090.859375 Penalty: 632.611267 Iteration 8Q: 3 clusters Score -57090.86 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -57110.101562 Penalty: 632.611267 Iteration 9Q: 3 clusters Score -57110.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -57131.351562 Penalty: 632.611267 Iteration 10Q: 3 clusters Score -57131.35 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -57144.023438 Penalty: 632.611267 Iteration 11Q: 3 clusters Score -57144.02 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -57155.488281 Penalty: 632.611267 Iteration 12Q: 3 clusters Score -57155.49 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -57167.347656 Penalty: 632.611267 Iteration 13Q: 3 clusters Score -57167.35 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -57177.140625 Penalty: 632.611267 Iteration 14Q: 3 clusters Score -57177.14 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -57183.609375 Penalty: 632.611267 Iteration 15Q: 3 clusters Score -57183.61 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -57187.890625 Penalty: 632.611267 Iteration 16Q: 3 clusters Score -57187.89 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -57192.863281 Penalty: 632.611267 Iteration 17Q: 3 clusters Score -57192.86 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -57197.140625 Penalty: 632.611267 Iteration 18Q: 3 clusters Score -57197.14 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -57203.265625 Penalty: 632.611267 Iteration 19Q: 3 clusters Score -57203.27 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -57209.890625 Penalty: 632.611267 Iteration 20F: 3 clusters Score -57209.89 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -57213.488281 Penalty: 632.611267 Iteration 21Q: 3 clusters Score -57213.49 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -57219.828125 Penalty: 632.611267 Iteration 22Q: 3 clusters Score -57219.83 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -57224.386719 Penalty: 632.611267 Iteration 23Q: 3 clusters Score -57224.39 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -57234.484375 Penalty: 632.611267 Iteration 24Q: 3 clusters Score -57234.48 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -57243.992188 Penalty: 632.611267 Iteration 25Q: 3 clusters Score -57243.99 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -57252.203125 Penalty: 632.611267 Iteration 26Q: 3 clusters Score -57252.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -57265.062500 Penalty: 632.611267 Iteration 27Q: 3 clusters Score -57265.06 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -57271.796875 Penalty: 632.611267 Iteration 28Q: 3 clusters Score -57271.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -57275.132812 Penalty: 632.611267 Iteration 29Q: 3 clusters Score -57275.13 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -57278.058594 Penalty: 632.611267 Iteration 30Q: 3 clusters Score -57278.06 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -57280.738281 Penalty: 632.611267 Iteration 31Q: 3 clusters Score -57280.74 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -57282.921875 Penalty: 632.611267 Iteration 32Q: 3 clusters Score -57282.92 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -57286.039062 Penalty: 632.611267 Iteration 33Q: 3 clusters Score -57286.04 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -57286.933594 Penalty: 632.611267 Iteration 34Q: 3 clusters Score -57286.93 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -57286.933594 Penalty: 632.611267 Iteration 35F: 3 clusters Score -57286.93 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (804 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Entering Unmasked Estep Score: -46931.914062 Penalty: 304.376770 Iteration 0F: 2 clusters Score -46931.91 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -46251.460938 Penalty: 608.753540 Iteration 0F: 3 clusters Score -46251.46 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -46495.699219 Penalty: 608.753540 Iteration 1F: 3 clusters Score -46495.7 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -46564.410156 Penalty: 608.753540 Iteration 2F: 3 clusters Score -46564.41 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -46613.707031 Penalty: 608.753540 Iteration 3F: 3 clusters Score -46613.71 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -46660.042969 Penalty: 608.753540 Iteration 4F: 3 clusters Score -46660.04 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -46690.464844 Penalty: 608.753540 Iteration 5Q: 3 clusters Score -46690.46 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -46711.605469 Penalty: 608.753540 Iteration 6Q: 3 clusters Score -46711.61 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -46730.296875 Penalty: 608.753540 Iteration 7Q: 3 clusters Score -46730.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -46739.093750 Penalty: 608.753540 Iteration 8Q: 3 clusters Score -46739.09 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -46743.574219 Penalty: 608.753540 Iteration 9Q: 3 clusters Score -46743.57 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -46747.976562 Penalty: 608.753540 Iteration 10Q: 3 clusters Score -46747.98 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -46753.300781 Penalty: 608.753540 Iteration 11Q: 3 clusters Score -46753.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -46758.007812 Penalty: 608.753540 Iteration 12Q: 3 clusters Score -46758.01 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -46763.894531 Penalty: 608.753540 Iteration 13Q: 3 clusters Score -46763.89 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -46770.929688 Penalty: 608.753540 Iteration 14Q: 3 clusters Score -46770.93 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -46775.675781 Penalty: 608.753540 Iteration 15Q: 3 clusters Score -46775.68 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -46776.488281 Penalty: 608.753540 Iteration 16Q: 3 clusters Score -46776.49 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -46777.824219 Penalty: 608.753540 Iteration 17Q: 3 clusters Score -46777.82 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -46779.535156 Penalty: 608.753540 Iteration 18Q: 3 clusters Score -46779.54 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -46780.480469 Penalty: 608.753540 Iteration 19Q: 3 clusters Score -46780.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -46780.480469 Penalty: 608.753540 Iteration 20F: 3 clusters Score -46780.48 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (14563 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14563 members Entering Unmasked Estep Score: -881616.312500 Penalty: 436.173920 Iteration 0F: 2 clusters Score -881616.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7265 members Mstep: Class 2 contains 7298 members Entering Unmasked Estep Score: -871924.312500 Penalty: 872.347839 Iteration 0F: 3 clusters Score -871924.3 nChanged 6826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6559 members Mstep: Class 2 contains 8004 members Entering Unmasked Estep Score: -876004.187500 Penalty: 872.347839 Iteration 1F: 3 clusters Score -876004.2 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6191 members Mstep: Class 2 contains 8372 members Entering Unmasked Estep Score: -876350.062500 Penalty: 872.347839 Iteration 2F: 3 clusters Score -876350.1 nChanged 839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5708 members Mstep: Class 2 contains 8855 members Entering Unmasked Estep Score: -876858.312500 Penalty: 872.347839 Iteration 3F: 3 clusters Score -876858.3 nChanged 922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5206 members Mstep: Class 2 contains 9357 members Entering Unmasked Estep Score: -877549.687500 Penalty: 872.347839 Iteration 4F: 3 clusters Score -877549.7 nChanged 919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4683 members Mstep: Class 2 contains 9880 members Entering Unmasked Estep Score: -878376.500000 Penalty: 872.347839 Iteration 5F: 3 clusters Score -878376.5 nChanged 824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4283 members Mstep: Class 2 contains 10280 members Entering Unmasked Estep Score: -879032.812500 Penalty: 872.347839 Iteration 6F: 3 clusters Score -879032.8 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4004 members Mstep: Class 2 contains 10559 members Entering Unmasked Estep Score: -879388.875000 Penalty: 872.347839 Iteration 7Q: 3 clusters Score -879388.9 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3765 members Mstep: Class 2 contains 10798 members Entering Unmasked Estep Score: -879545.750000 Penalty: 872.347839 Iteration 8Q: 3 clusters Score -879545.8 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3522 members Mstep: Class 2 contains 11041 members Entering Unmasked Estep Score: -879653.375000 Penalty: 872.347839 Iteration 9Q: 3 clusters Score -879653.4 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3299 members Mstep: Class 2 contains 11264 members Entering Unmasked Estep Score: -879738.625000 Penalty: 872.347839 Iteration 10Q: 3 clusters Score -879738.6 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3053 members Mstep: Class 2 contains 11510 members Entering Unmasked Estep Score: -879842.312500 Penalty: 872.347839 Iteration 11Q: 3 clusters Score -879842.3 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2799 members Mstep: Class 2 contains 11764 members Entering Unmasked Estep Score: -879961.937500 Penalty: 872.347839 Iteration 12Q: 3 clusters Score -879961.9 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Mstep: Class 2 contains 12014 members Entering Unmasked Estep Score: -880083.000000 Penalty: 872.347839 Iteration 13Q: 3 clusters Score -880083 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 12248 members Entering Unmasked Estep Score: -880199.625000 Penalty: 872.347839 Iteration 14Q: 3 clusters Score -880199.6 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 12463 members Entering Unmasked Estep Score: -880314.250000 Penalty: 872.347839 Iteration 15Q: 3 clusters Score -880314.2 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 12685 members Entering Unmasked Estep Score: -880443.937500 Penalty: 872.347839 Iteration 16Q: 3 clusters Score -880443.9 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 12905 members Entering Unmasked Estep Score: -880571.875000 Penalty: 872.347839 Iteration 17Q: 3 clusters Score -880571.9 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 13079 members Entering Unmasked Estep Score: -880663.250000 Penalty: 872.347839 Iteration 18Q: 3 clusters Score -880663.2 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 13224 members Entering Unmasked Estep Score: -880732.125000 Penalty: 872.347839 Iteration 19Q: 3 clusters Score -880732.1 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 13374 members Entering Unmasked Estep Score: -880803.125000 Penalty: 872.347839 Iteration 20F: 3 clusters Score -880803.1 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 13496 members Entering Unmasked Estep Score: -880851.187500 Penalty: 872.347839 Iteration 21Q: 3 clusters Score -880851.2 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 13608 members Entering Unmasked Estep Score: -880898.750000 Penalty: 872.347839 Iteration 22Q: 3 clusters Score -880898.8 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 13709 members Entering Unmasked Estep Score: -880941.625000 Penalty: 872.347839 Iteration 23Q: 3 clusters Score -880941.6 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 13799 members Entering Unmasked Estep Score: -880983.625000 Penalty: 872.347839 Iteration 24Q: 3 clusters Score -880983.6 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 13894 members Entering Unmasked Estep Score: -881040.312500 Penalty: 872.347839 Iteration 25Q: 3 clusters Score -881040.3 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 13988 members Entering Unmasked Estep Score: -881098.750000 Penalty: 872.347839 Iteration 26Q: 3 clusters Score -881098.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 14072 members Entering Unmasked Estep Score: -881160.312500 Penalty: 872.347839 Iteration 27Q: 3 clusters Score -881160.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 14128 members Entering Unmasked Estep Score: -881198.375000 Penalty: 872.347839 Iteration 28Q: 3 clusters Score -881198.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 14173 members Entering Unmasked Estep Score: -881229.812500 Penalty: 872.347839 Iteration 29Q: 3 clusters Score -881229.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 14205 members Entering Unmasked Estep Score: -881250.812500 Penalty: 872.347839 Iteration 30Q: 3 clusters Score -881250.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 14220 members Entering Unmasked Estep Score: -881260.500000 Penalty: 872.347839 Iteration 31Q: 3 clusters Score -881260.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 14230 members Entering Unmasked Estep Score: -881268.062500 Penalty: 872.347839 Iteration 32Q: 3 clusters Score -881268.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 14235 members Entering Unmasked Estep Score: -881271.000000 Penalty: 872.347839 Iteration 33Q: 3 clusters Score -881271 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 14240 members Entering Unmasked Estep Score: -881274.062500 Penalty: 872.347839 Iteration 34Q: 3 clusters Score -881274.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 14243 members Entering Unmasked Estep Score: -881276.250000 Penalty: 872.347839 Iteration 35Q: 3 clusters Score -881276.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 14246 members Entering Unmasked Estep Score: -881277.812500 Penalty: 872.347839 Iteration 36Q: 3 clusters Score -881277.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 14247 members Entering Unmasked Estep Score: -881277.000000 Penalty: 872.347839 Iteration 37Q: 3 clusters Score -881277 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 14247 members Entering Unmasked Estep Score: -881277.687500 Penalty: 872.347839 Iteration 38Q: 3 clusters Score -881277.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 14247 members Entering Unmasked Estep Score: -881277.687500 Penalty: 872.347839 Iteration 39F: 3 clusters Score -881277.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (131 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Entering Unmasked Estep Score: -6406.935059 Penalty: 221.821487 Iteration 0F: 2 clusters Score -6406.935 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -6179.482910 Penalty: 443.642975 Iteration 0F: 3 clusters Score -6179.483 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -6240.763672 Penalty: 443.642975 Iteration 1F: 3 clusters Score -6240.764 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -6260.807617 Penalty: 443.642975 Iteration 2F: 3 clusters Score -6260.808 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -6263.753418 Penalty: 443.642975 Iteration 3Q: 3 clusters Score -6263.753 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -6269.759277 Penalty: 443.642975 Iteration 4Q: 3 clusters Score -6269.759 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -6271.925293 Penalty: 443.642975 Iteration 5Q: 3 clusters Score -6271.925 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -6271.925293 Penalty: 443.642975 Iteration 6F: 3 clusters Score -6271.925 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (769 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Entering Unmasked Estep Score: -39578.292969 Penalty: 302.351654 Iteration 0F: 2 clusters Score -39578.29 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -38903.257812 Penalty: 604.703308 Iteration 0F: 3 clusters Score -38903.26 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -39076.781250 Penalty: 604.703308 Iteration 1F: 3 clusters Score -39076.78 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -39120.960938 Penalty: 604.703308 Iteration 2F: 3 clusters Score -39120.96 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -39151.746094 Penalty: 604.703308 Iteration 3F: 3 clusters Score -39151.75 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -39174.035156 Penalty: 604.703308 Iteration 4Q: 3 clusters Score -39174.04 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -39190.941406 Penalty: 604.703308 Iteration 5Q: 3 clusters Score -39190.94 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -39207.050781 Penalty: 604.703308 Iteration 6Q: 3 clusters Score -39207.05 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -39223.355469 Penalty: 604.703308 Iteration 7Q: 3 clusters Score -39223.36 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -39243.824219 Penalty: 604.703308 Iteration 8Q: 3 clusters Score -39243.82 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -39262.292969 Penalty: 604.703308 Iteration 9Q: 3 clusters Score -39262.29 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -39275.265625 Penalty: 604.703308 Iteration 10Q: 3 clusters Score -39275.27 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -39289.765625 Penalty: 604.703308 Iteration 11Q: 3 clusters Score -39289.77 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -39312.515625 Penalty: 604.703308 Iteration 12Q: 3 clusters Score -39312.52 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -39329.339844 Penalty: 604.703308 Iteration 13Q: 3 clusters Score -39329.34 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -39337.550781 Penalty: 604.703308 Iteration 14Q: 3 clusters Score -39337.55 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -39343.054688 Penalty: 604.703308 Iteration 15Q: 3 clusters Score -39343.05 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -39348.003906 Penalty: 604.703308 Iteration 16Q: 3 clusters Score -39348 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -39351.320312 Penalty: 604.703308 Iteration 17Q: 3 clusters Score -39351.32 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -39356.093750 Penalty: 604.703308 Iteration 18Q: 3 clusters Score -39356.09 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -39363.636719 Penalty: 604.703308 Iteration 19Q: 3 clusters Score -39363.64 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -39368.261719 Penalty: 604.703308 Iteration 20F: 3 clusters Score -39368.26 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -39373.027344 Penalty: 604.703308 Iteration 21Q: 3 clusters Score -39373.03 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -39375.417969 Penalty: 604.703308 Iteration 22Q: 3 clusters Score -39375.42 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -39380.550781 Penalty: 604.703308 Iteration 23Q: 3 clusters Score -39380.55 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -39384.800781 Penalty: 604.703308 Iteration 24Q: 3 clusters Score -39384.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -39385.882812 Penalty: 604.703308 Iteration 25Q: 3 clusters Score -39385.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -39387.273438 Penalty: 604.703308 Iteration 26Q: 3 clusters Score -39387.27 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -39390.207031 Penalty: 604.703308 Iteration 27Q: 3 clusters Score -39390.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -39391.027344 Penalty: 604.703308 Iteration 28Q: 3 clusters Score -39391.03 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -39392.187500 Penalty: 604.703308 Iteration 29Q: 3 clusters Score -39392.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -39393.984375 Penalty: 604.703308 Iteration 30Q: 3 clusters Score -39393.98 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -39393.984375 Penalty: 604.703308 Iteration 31F: 3 clusters Score -39393.98 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (171 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Entering Unmasked Estep Score: -7688.352051 Penalty: 233.945694 Iteration 0F: 2 clusters Score -7688.352 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -7416.333984 Penalty: 467.891388 Iteration 0F: 3 clusters Score -7416.334 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -7473.875000 Penalty: 467.891388 Iteration 1F: 3 clusters Score -7473.875 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -7496.504395 Penalty: 467.891388 Iteration 2F: 3 clusters Score -7496.504 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -7502.025879 Penalty: 467.891388 Iteration 3Q: 3 clusters Score -7502.026 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -7505.282715 Penalty: 467.891388 Iteration 4Q: 3 clusters Score -7505.283 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -7510.774902 Penalty: 467.891388 Iteration 5Q: 3 clusters Score -7510.775 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -7526.534180 Penalty: 467.891388 Iteration 6Q: 3 clusters Score -7526.534 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -7548.814453 Penalty: 467.891388 Iteration 7Q: 3 clusters Score -7548.814 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -7557.214355 Penalty: 467.891388 Iteration 8Q: 3 clusters Score -7557.214 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -7563.311523 Penalty: 467.891388 Iteration 9Q: 3 clusters Score -7563.312 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -7564.729492 Penalty: 467.891388 Iteration 10Q: 3 clusters Score -7564.729 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -7567.963867 Penalty: 467.891388 Iteration 11Q: 3 clusters Score -7567.964 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -7569.513672 Penalty: 467.891388 Iteration 12Q: 3 clusters Score -7569.514 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -7570.899414 Penalty: 467.891388 Iteration 13Q: 3 clusters Score -7570.899 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -7572.185547 Penalty: 467.891388 Iteration 14Q: 3 clusters Score -7572.186 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -7573.728516 Penalty: 467.891388 Iteration 15Q: 3 clusters Score -7573.729 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -7573.728516 Penalty: 467.891388 Iteration 16F: 3 clusters Score -7573.729 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (469 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Entering Unmasked Estep Score: -23894.908203 Penalty: 279.852417 Iteration 0F: 2 clusters Score -23894.91 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -23446.152344 Penalty: 559.704834 Iteration 0F: 3 clusters Score -23446.15 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -23576.728516 Penalty: 559.704834 Iteration 1F: 3 clusters Score -23576.73 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -23619.160156 Penalty: 559.704834 Iteration 2F: 3 clusters Score -23619.16 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -23641.464844 Penalty: 559.704834 Iteration 3Q: 3 clusters Score -23641.46 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -23652.296875 Penalty: 559.704834 Iteration 4Q: 3 clusters Score -23652.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -23662.707031 Penalty: 559.704834 Iteration 5Q: 3 clusters Score -23662.71 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -23668.962891 Penalty: 559.704834 Iteration 6Q: 3 clusters Score -23668.96 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -23676.759766 Penalty: 559.704834 Iteration 7Q: 3 clusters Score -23676.76 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -23686.769531 Penalty: 559.704834 Iteration 8Q: 3 clusters Score -23686.77 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -23690.677734 Penalty: 559.704834 Iteration 9Q: 3 clusters Score -23690.68 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -23692.394531 Penalty: 559.704834 Iteration 10Q: 3 clusters Score -23692.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -23693.537109 Penalty: 559.704834 Iteration 11Q: 3 clusters Score -23693.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -23694.435547 Penalty: 559.704834 Iteration 12Q: 3 clusters Score -23694.44 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -23694.435547 Penalty: 559.704834 Iteration 13F: 3 clusters Score -23694.44 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (3339 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3339 members Entering Unmasked Estep Score: -200935.640625 Penalty: 369.160889 Iteration 0F: 2 clusters Score -200935.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -198640.546875 Penalty: 738.321777 Iteration 0F: 3 clusters Score -198640.5 nChanged 1454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -199451.312500 Penalty: 738.321777 Iteration 1F: 3 clusters Score -199451.3 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -199614.421875 Penalty: 738.321777 Iteration 2F: 3 clusters Score -199614.4 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -199775.843750 Penalty: 738.321777 Iteration 3F: 3 clusters Score -199775.8 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -199944.421875 Penalty: 738.321777 Iteration 4F: 3 clusters Score -199944.4 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -200090.062500 Penalty: 738.321777 Iteration 5F: 3 clusters Score -200090.1 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -200195.218750 Penalty: 738.321777 Iteration 6Q: 3 clusters Score -200195.2 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -200262.453125 Penalty: 738.321777 Iteration 7Q: 3 clusters Score -200262.5 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 2458 members Entering Unmasked Estep Score: -200317.921875 Penalty: 738.321777 Iteration 8Q: 3 clusters Score -200317.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -200363.187500 Penalty: 738.321777 Iteration 9Q: 3 clusters Score -200363.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 2578 members Entering Unmasked Estep Score: -200403.875000 Penalty: 738.321777 Iteration 10Q: 3 clusters Score -200403.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 2632 members Entering Unmasked Estep Score: -200443.781250 Penalty: 738.321777 Iteration 11Q: 3 clusters Score -200443.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 2684 members Entering Unmasked Estep Score: -200479.031250 Penalty: 738.321777 Iteration 12Q: 3 clusters Score -200479 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 2733 members Entering Unmasked Estep Score: -200507.390625 Penalty: 738.321777 Iteration 13Q: 3 clusters Score -200507.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 2770 members Entering Unmasked Estep Score: -200532.906250 Penalty: 738.321777 Iteration 14Q: 3 clusters Score -200532.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 2795 members Entering Unmasked Estep Score: -200549.546875 Penalty: 738.321777 Iteration 15Q: 3 clusters Score -200549.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 2819 members Entering Unmasked Estep Score: -200570.078125 Penalty: 738.321777 Iteration 16Q: 3 clusters Score -200570.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -200580.453125 Penalty: 738.321777 Iteration 17Q: 3 clusters Score -200580.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 2855 members Entering Unmasked Estep Score: -200591.609375 Penalty: 738.321777 Iteration 18Q: 3 clusters Score -200591.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 2868 members Entering Unmasked Estep Score: -200599.765625 Penalty: 738.321777 Iteration 19Q: 3 clusters Score -200599.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 2879 members Entering Unmasked Estep Score: -200608.156250 Penalty: 738.321777 Iteration 20F: 3 clusters Score -200608.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 2890 members Entering Unmasked Estep Score: -200615.031250 Penalty: 738.321777 Iteration 21Q: 3 clusters Score -200615 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 2898 members Entering Unmasked Estep Score: -200620.671875 Penalty: 738.321777 Iteration 22Q: 3 clusters Score -200620.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 2908 members Entering Unmasked Estep Score: -200625.421875 Penalty: 738.321777 Iteration 23Q: 3 clusters Score -200625.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 2917 members Entering Unmasked Estep Score: -200629.156250 Penalty: 738.321777 Iteration 24Q: 3 clusters Score -200629.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 2920 members Entering Unmasked Estep Score: -200632.765625 Penalty: 738.321777 Iteration 25Q: 3 clusters Score -200632.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 2929 members Entering Unmasked Estep Score: -200637.250000 Penalty: 738.321777 Iteration 26Q: 3 clusters Score -200637.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 2935 members Entering Unmasked Estep Score: -200641.671875 Penalty: 738.321777 Iteration 27Q: 3 clusters Score -200641.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 2941 members Entering Unmasked Estep Score: -200648.140625 Penalty: 738.321777 Iteration 28Q: 3 clusters Score -200648.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 2945 members Entering Unmasked Estep Score: -200654.671875 Penalty: 738.321777 Iteration 29Q: 3 clusters Score -200654.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 2953 members Entering Unmasked Estep Score: -200662.875000 Penalty: 738.321777 Iteration 30Q: 3 clusters Score -200662.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 2966 members Entering Unmasked Estep Score: -200675.531250 Penalty: 738.321777 Iteration 31Q: 3 clusters Score -200675.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 2976 members Entering Unmasked Estep Score: -200684.453125 Penalty: 738.321777 Iteration 32Q: 3 clusters Score -200684.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 2979 members Entering Unmasked Estep Score: -200689.078125 Penalty: 738.321777 Iteration 33Q: 3 clusters Score -200689.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 2980 members Entering Unmasked Estep Score: -200692.281250 Penalty: 738.321777 Iteration 34Q: 3 clusters Score -200692.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 2984 members Entering Unmasked Estep Score: -200695.468750 Penalty: 738.321777 Iteration 35Q: 3 clusters Score -200695.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 2990 members Entering Unmasked Estep Score: -200699.687500 Penalty: 738.321777 Iteration 36Q: 3 clusters Score -200699.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 2997 members Entering Unmasked Estep Score: -200703.921875 Penalty: 738.321777 Iteration 37Q: 3 clusters Score -200703.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 3002 members Entering Unmasked Estep Score: -200705.718750 Penalty: 738.321777 Iteration 38Q: 3 clusters Score -200705.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 3008 members Entering Unmasked Estep Score: -200707.484375 Penalty: 738.321777 Iteration 39Q: 3 clusters Score -200707.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 3009 members Entering Unmasked Estep Score: -200708.078125 Penalty: 738.321777 Iteration 40F: 3 clusters Score -200708.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 3010 members Entering Unmasked Estep Score: -200708.375000 Penalty: 738.321777 Iteration 41Q: 3 clusters Score -200708.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 3010 members Entering Unmasked Estep Score: -200708.375000 Penalty: 738.321777 Iteration 42F: 3 clusters Score -200708.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1206 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Entering Unmasked Estep Score: -68724.414062 Penalty: 322.825409 Iteration 0F: 2 clusters Score -68724.41 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -67755.195312 Penalty: 645.650818 Iteration 0F: 3 clusters Score -67755.2 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -68031.921875 Penalty: 645.650818 Iteration 1F: 3 clusters Score -68031.92 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -68106.351562 Penalty: 645.650818 Iteration 2F: 3 clusters Score -68106.35 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -68152.437500 Penalty: 645.650818 Iteration 3F: 3 clusters Score -68152.44 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -68195.976562 Penalty: 645.650818 Iteration 4Q: 3 clusters Score -68195.98 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -68238.210938 Penalty: 645.650818 Iteration 5Q: 3 clusters Score -68238.21 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -68280.835938 Penalty: 645.650818 Iteration 6Q: 3 clusters Score -68280.84 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -68317.882812 Penalty: 645.650818 Iteration 7Q: 3 clusters Score -68317.88 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -68340.804688 Penalty: 645.650818 Iteration 8Q: 3 clusters Score -68340.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -68358.875000 Penalty: 645.650818 Iteration 9Q: 3 clusters Score -68358.88 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -68371.000000 Penalty: 645.650818 Iteration 10Q: 3 clusters Score -68371 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -68386.710938 Penalty: 645.650818 Iteration 11Q: 3 clusters Score -68386.71 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -68395.171875 Penalty: 645.650818 Iteration 12Q: 3 clusters Score -68395.17 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -68400.484375 Penalty: 645.650818 Iteration 13Q: 3 clusters Score -68400.48 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -68403.828125 Penalty: 645.650818 Iteration 14Q: 3 clusters Score -68403.83 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -68407.492188 Penalty: 645.650818 Iteration 15Q: 3 clusters Score -68407.49 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -68414.898438 Penalty: 645.650818 Iteration 16Q: 3 clusters Score -68414.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -68422.250000 Penalty: 645.650818 Iteration 17Q: 3 clusters Score -68422.25 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -68428.351562 Penalty: 645.650818 Iteration 18Q: 3 clusters Score -68428.35 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -68432.335938 Penalty: 645.650818 Iteration 19Q: 3 clusters Score -68432.34 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -68434.234375 Penalty: 645.650818 Iteration 20F: 3 clusters Score -68434.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -68435.593750 Penalty: 645.650818 Iteration 21Q: 3 clusters Score -68435.59 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -68439.992188 Penalty: 645.650818 Iteration 22Q: 3 clusters Score -68439.99 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -68446.179688 Penalty: 645.650818 Iteration 23Q: 3 clusters Score -68446.18 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -68451.992188 Penalty: 645.650818 Iteration 24Q: 3 clusters Score -68451.99 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -68456.906250 Penalty: 645.650818 Iteration 25Q: 3 clusters Score -68456.91 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -68460.375000 Penalty: 645.650818 Iteration 26Q: 3 clusters Score -68460.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -68462.507812 Penalty: 645.650818 Iteration 27Q: 3 clusters Score -68462.51 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -68466.289062 Penalty: 645.650818 Iteration 28Q: 3 clusters Score -68466.29 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -68467.234375 Penalty: 645.650818 Iteration 29Q: 3 clusters Score -68467.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -68467.484375 Penalty: 645.650818 Iteration 30Q: 3 clusters Score -68467.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -68467.484375 Penalty: 645.650818 Iteration 31F: 3 clusters Score -68467.48 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (117 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Entering Unmasked Estep Score: -5739.238770 Penalty: 216.678925 Iteration 0F: 2 clusters Score -5739.239 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -5513.465820 Penalty: 433.357849 Iteration 0F: 3 clusters Score -5513.466 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -5543.426270 Penalty: 433.357849 Iteration 1F: 3 clusters Score -5543.426 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -5550.482910 Penalty: 433.357849 Iteration 2Q: 3 clusters Score -5550.483 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -5556.239258 Penalty: 433.357849 Iteration 3Q: 3 clusters Score -5556.239 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -5564.941406 Penalty: 433.357849 Iteration 4Q: 3 clusters Score -5564.941 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -5570.919922 Penalty: 433.357849 Iteration 5Q: 3 clusters Score -5570.92 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -5570.919922 Penalty: 433.357849 Iteration 6F: 3 clusters Score -5570.92 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (109 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Entering Unmasked Estep Score: -5835.932129 Penalty: 213.456345 Iteration 0F: 2 clusters Score -5835.932 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -5624.563965 Penalty: 426.912689 Iteration 0F: 3 clusters Score -5624.564 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -5651.365234 Penalty: 426.912689 Iteration 1F: 3 clusters Score -5651.365 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -5665.373535 Penalty: 426.912689 Iteration 2F: 3 clusters Score -5665.374 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -5673.133301 Penalty: 426.912689 Iteration 3Q: 3 clusters Score -5673.133 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -5674.000977 Penalty: 426.912689 Iteration 4Q: 3 clusters Score -5674.001 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -5675.059082 Penalty: 426.912689 Iteration 5Q: 3 clusters Score -5675.059 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -5675.059082 Penalty: 426.912689 Iteration 6F: 3 clusters Score -5675.059 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (10068 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10068 members Entering Unmasked Estep Score: -541547.312500 Penalty: 419.378845 Iteration 0F: 2 clusters Score -541547.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4952 members Mstep: Class 2 contains 5116 members Entering Unmasked Estep Score: -534773.437500 Penalty: 838.757690 Iteration 0F: 3 clusters Score -534773.4 nChanged 4701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3843 members Mstep: Class 2 contains 6225 members Entering Unmasked Estep Score: -537732.375000 Penalty: 838.757690 Iteration 1F: 3 clusters Score -537732.4 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3206 members Mstep: Class 2 contains 6862 members Entering Unmasked Estep Score: -538172.250000 Penalty: 838.757690 Iteration 2F: 3 clusters Score -538172.2 nChanged 792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 7580 members Entering Unmasked Estep Score: -538756.125000 Penalty: 838.757690 Iteration 3F: 3 clusters Score -538756.1 nChanged 836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 8376 members Entering Unmasked Estep Score: -539518.375000 Penalty: 838.757690 Iteration 4F: 3 clusters Score -539518.4 nChanged 742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 9110 members Entering Unmasked Estep Score: -540264.437500 Penalty: 838.757690 Iteration 5F: 3 clusters Score -540264.4 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 9622 members Entering Unmasked Estep Score: -540795.500000 Penalty: 838.757690 Iteration 6F: 3 clusters Score -540795.5 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 9872 members Entering Unmasked Estep Score: -541039.312500 Penalty: 838.757690 Iteration 7Q: 3 clusters Score -541039.3 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 9965 members Entering Unmasked Estep Score: -541145.437500 Penalty: 838.757690 Iteration 8Q: 3 clusters Score -541145.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 9988 members Entering Unmasked Estep Score: -541182.125000 Penalty: 838.757690 Iteration 9Q: 3 clusters Score -541182.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 9995 members Entering Unmasked Estep Score: -541194.500000 Penalty: 838.757690 Iteration 10Q: 3 clusters Score -541194.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 9999 members Entering Unmasked Estep Score: -541199.062500 Penalty: 838.757690 Iteration 11Q: 3 clusters Score -541199.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 10000 members Entering Unmasked Estep Score: -541203.187500 Penalty: 838.757690 Iteration 12Q: 3 clusters Score -541203.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 10000 members Entering Unmasked Estep Score: -541206.125000 Penalty: 838.757690 Iteration 13Q: 3 clusters Score -541206.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 10000 members Entering Unmasked Estep Score: -541208.562500 Penalty: 838.757690 Iteration 14Q: 3 clusters Score -541208.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 9997 members Entering Unmasked Estep Score: -541210.250000 Penalty: 838.757690 Iteration 15Q: 3 clusters Score -541210.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 9997 members Entering Unmasked Estep Score: -541210.250000 Penalty: 838.757690 Iteration 16F: 3 clusters Score -541210.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (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: -25848.324219 Penalty: 283.036865 Iteration 0F: 2 clusters Score -25848.32 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -25336.255859 Penalty: 566.073730 Iteration 0F: 3 clusters Score -25336.26 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -25514.708984 Penalty: 566.073730 Iteration 1F: 3 clusters Score -25514.71 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -25585.707031 Penalty: 566.073730 Iteration 2F: 3 clusters Score -25585.71 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -25614.669922 Penalty: 566.073730 Iteration 3F: 3 clusters Score -25614.67 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -25625.582031 Penalty: 566.073730 Iteration 4Q: 3 clusters Score -25625.58 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -25638.515625 Penalty: 566.073730 Iteration 5Q: 3 clusters Score -25638.52 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -25646.917969 Penalty: 566.073730 Iteration 6Q: 3 clusters Score -25646.92 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -25654.748047 Penalty: 566.073730 Iteration 7Q: 3 clusters Score -25654.75 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -25658.746094 Penalty: 566.073730 Iteration 8Q: 3 clusters Score -25658.75 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -25661.671875 Penalty: 566.073730 Iteration 9Q: 3 clusters Score -25661.67 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -25665.310547 Penalty: 566.073730 Iteration 10Q: 3 clusters Score -25665.31 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -25668.132812 Penalty: 566.073730 Iteration 11Q: 3 clusters Score -25668.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -25668.335938 Penalty: 566.073730 Iteration 12Q: 3 clusters Score -25668.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -25668.644531 Penalty: 566.073730 Iteration 13Q: 3 clusters Score -25668.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -25668.644531 Penalty: 566.073730 Iteration 14F: 3 clusters Score -25668.64 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (207 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Entering Unmasked Estep Score: -9825.248047 Penalty: 242.638702 Iteration 0F: 2 clusters Score -9825.248 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -9531.780273 Penalty: 485.277405 Iteration 0F: 3 clusters Score -9531.78 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -9600.475586 Penalty: 485.277405 Iteration 1F: 3 clusters Score -9600.476 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -9647.468750 Penalty: 485.277405 Iteration 2F: 3 clusters Score -9647.469 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -9656.767578 Penalty: 485.277405 Iteration 3Q: 3 clusters Score -9656.768 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -9661.475586 Penalty: 485.277405 Iteration 4Q: 3 clusters Score -9661.476 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -9671.230469 Penalty: 485.277405 Iteration 5Q: 3 clusters Score -9671.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -9683.246094 Penalty: 485.277405 Iteration 6Q: 3 clusters Score -9683.246 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -9694.733398 Penalty: 485.277405 Iteration 7Q: 3 clusters Score -9694.733 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -9701.411133 Penalty: 485.277405 Iteration 8Q: 3 clusters Score -9701.411 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -9706.356445 Penalty: 485.277405 Iteration 9Q: 3 clusters Score -9706.356 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -9713.378906 Penalty: 485.277405 Iteration 10Q: 3 clusters Score -9713.379 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -9720.018555 Penalty: 485.277405 Iteration 11Q: 3 clusters Score -9720.019 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -9727.277344 Penalty: 485.277405 Iteration 12Q: 3 clusters Score -9727.277 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -9730.084961 Penalty: 485.277405 Iteration 13Q: 3 clusters Score -9730.085 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -9730.084961 Penalty: 485.277405 Iteration 14F: 3 clusters Score -9730.085 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (98598 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98598 members Entering Unmasked Estep Score: -5556869.000000 Penalty: 523.195679 Iteration 0F: 2 clusters Score -5556869 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49462 members Mstep: Class 2 contains 49136 members Entering Unmasked Estep Score: -5490506.500000 Penalty: 1046.391357 Iteration 0F: 3 clusters Score -5490506 nChanged 48057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53399 members Mstep: Class 2 contains 45199 members Entering Unmasked Estep Score: -5519465.000000 Penalty: 1046.391357 Iteration 1F: 3 clusters Score -5519465 nChanged 4264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55579 members Mstep: Class 2 contains 43019 members Entering Unmasked Estep Score: -5521242.500000 Penalty: 1046.391357 Iteration 2Q: 3 clusters Score -5521242 nChanged 5236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58705 members Mstep: Class 2 contains 39893 members Entering Unmasked Estep Score: -5524294.000000 Penalty: 1046.391357 Iteration 3F: 3 clusters Score -5524294 nChanged 6375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62882 members Mstep: Class 2 contains 35716 members Entering Unmasked Estep Score: -5529213.000000 Penalty: 1046.391357 Iteration 4F: 3 clusters Score -5529213 nChanged 6972 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67548 members Mstep: Class 2 contains 31050 members Entering Unmasked Estep Score: -5535289.500000 Penalty: 1046.391357 Iteration 5F: 3 clusters Score -5535290 nChanged 6330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71578 members Mstep: Class 2 contains 27020 members Entering Unmasked Estep Score: -5540451.500000 Penalty: 1046.391357 Iteration 6F: 3 clusters Score -5540452 nChanged 4842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74610 members Mstep: Class 2 contains 23988 members Entering Unmasked Estep Score: -5543558.500000 Penalty: 1046.391357 Iteration 7Q: 3 clusters Score -5543558 nChanged 3435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77143 members Mstep: Class 2 contains 21455 members Entering Unmasked Estep Score: -5545329.500000 Penalty: 1046.391357 Iteration 8Q: 3 clusters Score -5545330 nChanged 2529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79382 members Mstep: Class 2 contains 19216 members Entering Unmasked Estep Score: -5546577.000000 Penalty: 1046.391357 Iteration 9Q: 3 clusters Score -5546577 nChanged 2189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81521 members Mstep: Class 2 contains 17077 members Entering Unmasked Estep Score: -5547665.000000 Penalty: 1046.391357 Iteration 10Q: 3 clusters Score -5547665 nChanged 2071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83586 members Mstep: Class 2 contains 15012 members Entering Unmasked Estep Score: -5548845.000000 Penalty: 1046.391357 Iteration 11Q: 3 clusters Score -5548845 nChanged 2052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85632 members Mstep: Class 2 contains 12966 members Entering Unmasked Estep Score: -5550034.000000 Penalty: 1046.391357 Iteration 12Q: 3 clusters Score -5550034 nChanged 1856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87476 members Mstep: Class 2 contains 11122 members Entering Unmasked Estep Score: -5551093.500000 Penalty: 1046.391357 Iteration 13Q: 3 clusters Score -5551094 nChanged 1693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89165 members Mstep: Class 2 contains 9433 members Entering Unmasked Estep Score: -5552014.500000 Penalty: 1046.391357 Iteration 14Q: 3 clusters Score -5552014 nChanged 1580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90743 members Mstep: Class 2 contains 7855 members Entering Unmasked Estep Score: -5552911.000000 Penalty: 1046.391357 Iteration 15Q: 3 clusters Score -5552911 nChanged 1407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92150 members Mstep: Class 2 contains 6448 members Entering Unmasked Estep Score: -5553709.500000 Penalty: 1046.391357 Iteration 16Q: 3 clusters Score -5553710 nChanged 1250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93400 members Mstep: Class 2 contains 5198 members Entering Unmasked Estep Score: -5554426.500000 Penalty: 1046.391357 Iteration 17Q: 3 clusters Score -5554426 nChanged 1089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94489 members Mstep: Class 2 contains 4109 members Entering Unmasked Estep Score: -5555002.000000 Penalty: 1046.391357 Iteration 18Q: 3 clusters Score -5555002 nChanged 895 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95382 members Mstep: Class 2 contains 3216 members Entering Unmasked Estep Score: -5555541.000000 Penalty: 1046.391357 Iteration 19Q: 3 clusters Score -5555541 nChanged 742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96118 members Mstep: Class 2 contains 2480 members Entering Unmasked Estep Score: -5555975.500000 Penalty: 1046.391357 Iteration 20F: 3 clusters Score -5555976 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96645 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -5556259.500000 Penalty: 1046.391357 Iteration 21Q: 3 clusters Score -5556260 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97030 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -5556487.000000 Penalty: 1046.391357 Iteration 22Q: 3 clusters Score -5556487 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97302 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -5556637.000000 Penalty: 1046.391357 Iteration 23Q: 3 clusters Score -5556637 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97492 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -5556715.500000 Penalty: 1046.391357 Iteration 24Q: 3 clusters Score -5556716 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97628 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -5556787.500000 Penalty: 1046.391357 Iteration 25Q: 3 clusters Score -5556788 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97719 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -5556839.500000 Penalty: 1046.391357 Iteration 26Q: 3 clusters Score -5556840 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97784 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -5556895.000000 Penalty: 1046.391357 Iteration 27Q: 3 clusters Score -5556895 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97820 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -5556943.000000 Penalty: 1046.391357 Iteration 28Q: 3 clusters Score -5556943 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97839 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -5556964.500000 Penalty: 1046.391357 Iteration 29Q: 3 clusters Score -5556964 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97841 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -5556980.000000 Penalty: 1046.391357 Iteration 30Q: 3 clusters Score -5556980 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97850 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -5556994.500000 Penalty: 1046.391357 Iteration 31Q: 3 clusters Score -5556994 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97862 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -5557000.500000 Penalty: 1046.391357 Iteration 32Q: 3 clusters Score -5557000 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97865 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -5557012.000000 Penalty: 1046.391357 Iteration 33Q: 3 clusters Score -5557012 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97859 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -5557016.500000 Penalty: 1046.391357 Iteration 34Q: 3 clusters Score -5557016 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97858 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -5557015.500000 Penalty: 1046.391357 Iteration 35Q: 3 clusters Score -5557016 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97857 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -5557013.000000 Penalty: 1046.391357 Iteration 36Q: 3 clusters Score -5557013 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97855 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -5557016.000000 Penalty: 1046.391357 Iteration 37Q: 3 clusters Score -5557016 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97854 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -5557015.500000 Penalty: 1046.391357 Iteration 38Q: 3 clusters Score -5557016 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97854 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -5557010.000000 Penalty: 1046.391357 Iteration 39Q: 3 clusters Score -5557010 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97851 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -5557032.500000 Penalty: 1046.391357 Iteration 40F: 3 clusters Score -5557032 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97826 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -5557036.000000 Penalty: 1046.391357 Iteration 41Q: 3 clusters Score -5557036 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97815 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -5557041.500000 Penalty: 1046.391357 Iteration 42Q: 3 clusters Score -5557042 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97798 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -5557046.500000 Penalty: 1046.391357 Iteration 43Q: 3 clusters Score -5557046 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97786 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -5557047.000000 Penalty: 1046.391357 Iteration 44Q: 3 clusters Score -5557047 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97773 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -5557056.000000 Penalty: 1046.391357 Iteration 45Q: 3 clusters Score -5557056 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97766 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -5557056.000000 Penalty: 1046.391357 Iteration 46Q: 3 clusters Score -5557056 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97757 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -5557061.000000 Penalty: 1046.391357 Iteration 47Q: 3 clusters Score -5557061 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97754 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -5557061.500000 Penalty: 1046.391357 Iteration 48Q: 3 clusters Score -5557062 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97745 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -5557062.500000 Penalty: 1046.391357 Iteration 49Q: 3 clusters Score -5557062 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97736 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -5557075.000000 Penalty: 1046.391357 Iteration 50Q: 3 clusters Score -5557075 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97726 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -5557077.500000 Penalty: 1046.391357 Iteration 51Q: 3 clusters Score -5557078 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97724 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -5557078.500000 Penalty: 1046.391357 Iteration 52Q: 3 clusters Score -5557078 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97724 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -5557080.500000 Penalty: 1046.391357 Iteration 53Q: 3 clusters Score -5557080 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97722 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -5557077.500000 Penalty: 1046.391357 Iteration 54Q: 3 clusters Score -5557078 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97722 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -5557077.500000 Penalty: 1046.391357 Iteration 55F: 3 clusters Score -5557078 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 804 members Mstep: Class 4 contains 14563 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 769 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 469 members Mstep: Class 9 contains 3339 members Mstep: Class 10 contains 1206 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10068 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 97722 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 221 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4956 members Mstep: Class 26 contains 448 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 295 members Mstep: Class 31 contains 876 members Entering Unmasked Estep Score: -7912483.500000 Penalty: 16760.832031 Splitting cluster 16 changes total score from -7912326.000000 to -7912483.500000 So it's getting split into cluster 31. Entering ConstructFrom: Trying to split cluster 17 (71 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Entering Unmasked Estep Score: -3241.858887 Penalty: 193.951935 Iteration 0F: 2 clusters Score -3241.859 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 26 members Entering Unmasked Estep Score: -3080.607666 Penalty: 387.903870 Iteration 0F: 3 clusters Score -3080.608 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 27 members Entering Unmasked Estep Score: -3096.640137 Penalty: 387.903870 Iteration 1F: 3 clusters Score -3096.64 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 26 members Entering Unmasked Estep Score: -3098.702393 Penalty: 387.903870 Iteration 2Q: 3 clusters Score -3098.702 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 26 members Entering Unmasked Estep Score: -3098.702393 Penalty: 387.903870 Iteration 3F: 3 clusters Score -3098.702 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (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: -7521.005859 Penalty: 230.635147 Iteration 0F: 2 clusters Score -7521.006 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -7271.285156 Penalty: 461.270294 Iteration 0F: 3 clusters Score -7271.285 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -7324.012695 Penalty: 461.270294 Iteration 1F: 3 clusters Score -7324.013 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -7345.615723 Penalty: 461.270294 Iteration 2F: 3 clusters Score -7345.616 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -7363.621582 Penalty: 461.270294 Iteration 3Q: 3 clusters Score -7363.622 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -7389.177734 Penalty: 461.270294 Iteration 4Q: 3 clusters Score -7389.178 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -7409.583496 Penalty: 461.270294 Iteration 5Q: 3 clusters Score -7409.583 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -7423.977539 Penalty: 461.270294 Iteration 6Q: 3 clusters Score -7423.978 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -7430.366211 Penalty: 461.270294 Iteration 7Q: 3 clusters Score -7430.366 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -7435.761230 Penalty: 461.270294 Iteration 8Q: 3 clusters Score -7435.761 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -7435.761230 Penalty: 461.270294 Iteration 9F: 3 clusters Score -7435.761 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (109 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Entering Unmasked Estep Score: -4770.274902 Penalty: 213.456345 Iteration 0F: 2 clusters Score -4770.275 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -4608.050293 Penalty: 426.912689 Iteration 0F: 3 clusters Score -4608.05 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -4700.044434 Penalty: 426.912689 Iteration 1F: 3 clusters Score -4700.044 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -4731.744141 Penalty: 426.912689 Iteration 2F: 3 clusters Score -4731.744 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -4744.106934 Penalty: 426.912689 Iteration 3Q: 3 clusters Score -4744.107 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -4751.022461 Penalty: 426.912689 Iteration 4Q: 3 clusters Score -4751.022 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -4752.535645 Penalty: 426.912689 Iteration 5Q: 3 clusters Score -4752.536 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -4752.535645 Penalty: 426.912689 Iteration 6F: 3 clusters Score -4752.536 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (213 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Entering Unmasked Estep Score: -9700.407227 Penalty: 243.938797 Iteration 0F: 2 clusters Score -9700.407 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -9407.055664 Penalty: 487.877594 Iteration 0F: 3 clusters Score -9407.056 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -9531.740234 Penalty: 487.877594 Iteration 1F: 3 clusters Score -9531.74 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -9568.928711 Penalty: 487.877594 Iteration 2F: 3 clusters Score -9568.929 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -9589.000977 Penalty: 487.877594 Iteration 3F: 3 clusters Score -9589.001 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -9605.113281 Penalty: 487.877594 Iteration 4F: 3 clusters Score -9605.113 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -9621.703125 Penalty: 487.877594 Iteration 5Q: 3 clusters Score -9621.703 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -9630.944336 Penalty: 487.877594 Iteration 6Q: 3 clusters Score -9630.944 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -9640.461914 Penalty: 487.877594 Iteration 7Q: 3 clusters Score -9640.462 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -9660.510742 Penalty: 487.877594 Iteration 8Q: 3 clusters Score -9660.511 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -9680.051758 Penalty: 487.877594 Iteration 9Q: 3 clusters Score -9680.052 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -9684.595703 Penalty: 487.877594 Iteration 10Q: 3 clusters Score -9684.596 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -9686.737305 Penalty: 487.877594 Iteration 11Q: 3 clusters Score -9686.737 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -9687.860352 Penalty: 487.877594 Iteration 12Q: 3 clusters Score -9687.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -9688.800781 Penalty: 487.877594 Iteration 13Q: 3 clusters Score -9688.801 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -9688.800781 Penalty: 487.877594 Iteration 14F: 3 clusters Score -9688.801 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (1626 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Entering Unmasked Estep Score: -88540.054688 Penalty: 336.421478 Iteration 0F: 2 clusters Score -88540.05 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -87357.335938 Penalty: 672.842957 Iteration 0F: 3 clusters Score -87357.34 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -87739.898438 Penalty: 672.842957 Iteration 1F: 3 clusters Score -87739.9 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -87774.718750 Penalty: 672.842957 Iteration 2Q: 3 clusters Score -87774.72 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -87796.960938 Penalty: 672.842957 Iteration 3Q: 3 clusters Score -87796.96 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -87814.023438 Penalty: 672.842957 Iteration 4Q: 3 clusters Score -87814.02 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -87830.218750 Penalty: 672.842957 Iteration 5Q: 3 clusters Score -87830.22 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -87844.507812 Penalty: 672.842957 Iteration 6Q: 3 clusters Score -87844.51 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -87855.648438 Penalty: 672.842957 Iteration 7Q: 3 clusters Score -87855.65 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -87871.312500 Penalty: 672.842957 Iteration 8Q: 3 clusters Score -87871.31 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -87892.578125 Penalty: 672.842957 Iteration 9Q: 3 clusters Score -87892.58 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -87912.218750 Penalty: 672.842957 Iteration 10Q: 3 clusters Score -87912.22 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -87920.742188 Penalty: 672.842957 Iteration 11Q: 3 clusters Score -87920.74 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -87929.679688 Penalty: 672.842957 Iteration 12Q: 3 clusters Score -87929.68 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -87942.562500 Penalty: 672.842957 Iteration 13Q: 3 clusters Score -87942.56 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -87958.851562 Penalty: 672.842957 Iteration 14Q: 3 clusters Score -87958.85 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -87984.585938 Penalty: 672.842957 Iteration 15Q: 3 clusters Score -87984.59 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -88009.328125 Penalty: 672.842957 Iteration 16Q: 3 clusters Score -88009.33 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -88038.882812 Penalty: 672.842957 Iteration 17Q: 3 clusters Score -88038.88 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -88076.062500 Penalty: 672.842957 Iteration 18Q: 3 clusters Score -88076.06 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -88118.164062 Penalty: 672.842957 Iteration 19Q: 3 clusters Score -88118.16 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -88166.515625 Penalty: 672.842957 Iteration 20F: 3 clusters Score -88166.52 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -88203.570312 Penalty: 672.842957 Iteration 21Q: 3 clusters Score -88203.57 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -88231.554688 Penalty: 672.842957 Iteration 22Q: 3 clusters Score -88231.55 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -88262.992188 Penalty: 672.842957 Iteration 23Q: 3 clusters Score -88262.99 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -88281.976562 Penalty: 672.842957 Iteration 24Q: 3 clusters Score -88281.98 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -88295.179688 Penalty: 672.842957 Iteration 25Q: 3 clusters Score -88295.18 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -88302.414062 Penalty: 672.842957 Iteration 26Q: 3 clusters Score -88302.41 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -88306.960938 Penalty: 672.842957 Iteration 27Q: 3 clusters Score -88306.96 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -88312.710938 Penalty: 672.842957 Iteration 28Q: 3 clusters Score -88312.71 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -88316.445312 Penalty: 672.842957 Iteration 29Q: 3 clusters Score -88316.45 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -88319.226562 Penalty: 672.842957 Iteration 30Q: 3 clusters Score -88319.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -88320.085938 Penalty: 672.842957 Iteration 31Q: 3 clusters Score -88320.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -88320.429688 Penalty: 672.842957 Iteration 32Q: 3 clusters Score -88320.43 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -88321.929688 Penalty: 672.842957 Iteration 33Q: 3 clusters Score -88321.93 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -88322.296875 Penalty: 672.842957 Iteration 34Q: 3 clusters Score -88322.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -88322.296875 Penalty: 672.842957 Iteration 35F: 3 clusters Score -88322.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (221 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Entering Unmasked Estep Score: -9448.503906 Penalty: 245.616409 Iteration 0F: 2 clusters Score -9448.504 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 109 members Entering Unmasked Estep Score: -9145.246094 Penalty: 491.232819 Iteration 0F: 3 clusters Score -9145.246 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -9211.855469 Penalty: 491.232819 Iteration 1F: 3 clusters Score -9211.855 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -9229.327148 Penalty: 491.232819 Iteration 2F: 3 clusters Score -9229.327 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -9238.261719 Penalty: 491.232819 Iteration 3Q: 3 clusters Score -9238.262 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -9244.834961 Penalty: 491.232819 Iteration 4Q: 3 clusters Score -9244.835 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -9251.413086 Penalty: 491.232819 Iteration 5Q: 3 clusters Score -9251.413 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -9253.289062 Penalty: 491.232819 Iteration 6Q: 3 clusters Score -9253.289 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -9253.289062 Penalty: 491.232819 Iteration 7F: 3 clusters Score -9253.289 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (269 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Entering Unmasked Estep Score: -14515.463867 Penalty: 254.559357 Iteration 0F: 2 clusters Score -14515.46 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -14177.321289 Penalty: 509.118713 Iteration 0F: 3 clusters Score -14177.32 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -14256.584961 Penalty: 509.118713 Iteration 1F: 3 clusters Score -14256.58 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -14274.791992 Penalty: 509.118713 Iteration 2F: 3 clusters Score -14274.79 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -14279.404297 Penalty: 509.118713 Iteration 3Q: 3 clusters Score -14279.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -14282.188477 Penalty: 509.118713 Iteration 4Q: 3 clusters Score -14282.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -14282.851562 Penalty: 509.118713 Iteration 5Q: 3 clusters Score -14282.85 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -14285.239258 Penalty: 509.118713 Iteration 6Q: 3 clusters Score -14285.24 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -14288.463867 Penalty: 509.118713 Iteration 7Q: 3 clusters Score -14288.46 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -14291.366211 Penalty: 509.118713 Iteration 8Q: 3 clusters Score -14291.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -14292.055664 Penalty: 509.118713 Iteration 9Q: 3 clusters Score -14292.06 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -14292.055664 Penalty: 509.118713 Iteration 10F: 3 clusters Score -14292.06 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (1585 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Entering Unmasked Estep Score: -87406.875000 Penalty: 335.259460 Iteration 0F: 2 clusters Score -87406.88 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -86209.789062 Penalty: 670.518921 Iteration 0F: 3 clusters Score -86209.79 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -86544.898438 Penalty: 670.518921 Iteration 1F: 3 clusters Score -86544.9 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -86596.687500 Penalty: 670.518921 Iteration 2F: 3 clusters Score -86596.69 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -86656.671875 Penalty: 670.518921 Iteration 3F: 3 clusters Score -86656.67 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -86707.023438 Penalty: 670.518921 Iteration 4F: 3 clusters Score -86707.02 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -86750.210938 Penalty: 670.518921 Iteration 5Q: 3 clusters Score -86750.21 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -86795.898438 Penalty: 670.518921 Iteration 6Q: 3 clusters Score -86795.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -86861.664062 Penalty: 670.518921 Iteration 7Q: 3 clusters Score -86861.66 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -86913.781250 Penalty: 670.518921 Iteration 8Q: 3 clusters Score -86913.78 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -86946.242188 Penalty: 670.518921 Iteration 9Q: 3 clusters Score -86946.24 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -86965.664062 Penalty: 670.518921 Iteration 10Q: 3 clusters Score -86965.66 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -86985.187500 Penalty: 670.518921 Iteration 11Q: 3 clusters Score -86985.19 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -87003.031250 Penalty: 670.518921 Iteration 12Q: 3 clusters Score -87003.03 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -87019.234375 Penalty: 670.518921 Iteration 13Q: 3 clusters Score -87019.23 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -87031.906250 Penalty: 670.518921 Iteration 14Q: 3 clusters Score -87031.91 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -87044.640625 Penalty: 670.518921 Iteration 15Q: 3 clusters Score -87044.64 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -87054.382812 Penalty: 670.518921 Iteration 16Q: 3 clusters Score -87054.38 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -87061.828125 Penalty: 670.518921 Iteration 17Q: 3 clusters Score -87061.83 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -87066.492188 Penalty: 670.518921 Iteration 18Q: 3 clusters Score -87066.49 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -87068.148438 Penalty: 670.518921 Iteration 19Q: 3 clusters Score -87068.15 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -87069.898438 Penalty: 670.518921 Iteration 20F: 3 clusters Score -87069.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -87070.671875 Penalty: 670.518921 Iteration 21Q: 3 clusters Score -87070.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -87070.828125 Penalty: 670.518921 Iteration 22Q: 3 clusters Score -87070.83 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -87070.828125 Penalty: 670.518921 Iteration 23F: 3 clusters Score -87070.83 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (4956 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4956 members Entering Unmasked Estep Score: -301179.687500 Penalty: 387.130127 Iteration 0F: 2 clusters Score -301179.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 2500 members Entering Unmasked Estep Score: -297833.437500 Penalty: 774.260254 Iteration 0F: 3 clusters Score -297833.4 nChanged 2186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 2622 members Entering Unmasked Estep Score: -298985.218750 Penalty: 774.260254 Iteration 1F: 3 clusters Score -298985.2 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 2706 members Entering Unmasked Estep Score: -299066.750000 Penalty: 774.260254 Iteration 2Q: 3 clusters Score -299066.8 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 2828 members Entering Unmasked Estep Score: -299159.656250 Penalty: 774.260254 Iteration 3Q: 3 clusters Score -299159.7 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 3003 members Entering Unmasked Estep Score: -299268.250000 Penalty: 774.260254 Iteration 4F: 3 clusters Score -299268.2 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 3216 members Entering Unmasked Estep Score: -299405.343750 Penalty: 774.260254 Iteration 5F: 3 clusters Score -299405.3 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 3486 members Entering Unmasked Estep Score: -299600.218750 Penalty: 774.260254 Iteration 6F: 3 clusters Score -299600.2 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 3796 members Entering Unmasked Estep Score: -299842.187500 Penalty: 774.260254 Iteration 7F: 3 clusters Score -299842.2 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 4109 members Entering Unmasked Estep Score: -300129.968750 Penalty: 774.260254 Iteration 8F: 3 clusters Score -300130 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 4401 members Entering Unmasked Estep Score: -300396.093750 Penalty: 774.260254 Iteration 9F: 3 clusters Score -300396.1 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 4589 members Entering Unmasked Estep Score: -300581.250000 Penalty: 774.260254 Iteration 10Q: 3 clusters Score -300581.2 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 4716 members Entering Unmasked Estep Score: -300693.593750 Penalty: 774.260254 Iteration 11Q: 3 clusters Score -300693.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 4777 members Entering Unmasked Estep Score: -300745.687500 Penalty: 774.260254 Iteration 12Q: 3 clusters Score -300745.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 4816 members Entering Unmasked Estep Score: -300781.187500 Penalty: 774.260254 Iteration 13Q: 3 clusters Score -300781.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 4839 members Entering Unmasked Estep Score: -300812.531250 Penalty: 774.260254 Iteration 14Q: 3 clusters Score -300812.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 4855 members Entering Unmasked Estep Score: -300833.500000 Penalty: 774.260254 Iteration 15Q: 3 clusters Score -300833.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 4861 members Entering Unmasked Estep Score: -300847.718750 Penalty: 774.260254 Iteration 16Q: 3 clusters Score -300847.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 4867 members Entering Unmasked Estep Score: -300861.187500 Penalty: 774.260254 Iteration 17Q: 3 clusters Score -300861.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 4870 members Entering Unmasked Estep Score: -300870.750000 Penalty: 774.260254 Iteration 18Q: 3 clusters Score -300870.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 4874 members Entering Unmasked Estep Score: -300876.000000 Penalty: 774.260254 Iteration 19Q: 3 clusters Score -300876 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 4875 members Entering Unmasked Estep Score: -300876.812500 Penalty: 774.260254 Iteration 20F: 3 clusters Score -300876.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (448 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Entering Unmasked Estep Score: -16793.208984 Penalty: 277.768097 Iteration 0F: 2 clusters Score -16793.21 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -16354.380859 Penalty: 555.536194 Iteration 0F: 3 clusters Score -16354.38 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -16577.406250 Penalty: 555.536194 Iteration 1F: 3 clusters Score -16577.41 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -16672.847656 Penalty: 555.536194 Iteration 2F: 3 clusters Score -16672.85 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -16736.794922 Penalty: 555.536194 Iteration 3F: 3 clusters Score -16736.79 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -16792.054688 Penalty: 555.536194 Iteration 4Q: 3 clusters Score -16792.05 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -16814.898438 Penalty: 555.536194 Iteration 5Q: 3 clusters Score -16814.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -16830.082031 Penalty: 555.536194 Iteration 6Q: 3 clusters Score -16830.08 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -16845.556641 Penalty: 555.536194 Iteration 7Q: 3 clusters Score -16845.56 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -16881.736328 Penalty: 555.536194 Iteration 8Q: 3 clusters Score -16881.74 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -16891.908203 Penalty: 555.536194 Iteration 9Q: 3 clusters Score -16891.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -16894.457031 Penalty: 555.536194 Iteration 10Q: 3 clusters Score -16894.46 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -16897.001953 Penalty: 555.536194 Iteration 11Q: 3 clusters Score -16897 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -16899.095703 Penalty: 555.536194 Iteration 12Q: 3 clusters Score -16899.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -16899.343750 Penalty: 555.536194 Iteration 13Q: 3 clusters Score -16899.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -16900.046875 Penalty: 555.536194 Iteration 14F: 3 clusters Score -16900.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -16908.636719 Penalty: 555.536194 Iteration 15Q: 3 clusters Score -16908.64 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -16935.800781 Penalty: 555.536194 Iteration 16Q: 3 clusters Score -16935.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -16935.800781 Penalty: 555.536194 Iteration 17F: 3 clusters Score -16935.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 804 members Mstep: Class 4 contains 14563 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 769 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 469 members Mstep: Class 9 contains 3339 members Mstep: Class 10 contains 1206 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10068 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 97722 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 221 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4956 members Mstep: Class 26 contains 258 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 295 members Mstep: Class 31 contains 876 members Mstep: Class 32 contains 190 members Entering Unmasked Estep Score: -7912367.000000 Penalty: 17301.503906 Splitting cluster 26 changes total score from -7912326.000000 to -7912367.000000 So it's getting split into cluster 32. Entering ConstructFrom: Trying to split cluster 27 (310 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Entering Unmasked Estep Score: -16251.700195 Penalty: 261.014038 Iteration 0F: 2 clusters Score -16251.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -15898.533203 Penalty: 522.028076 Iteration 0F: 3 clusters Score -15898.53 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -15995.751953 Penalty: 522.028076 Iteration 1F: 3 clusters Score -15995.75 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -16022.434570 Penalty: 522.028076 Iteration 2F: 3 clusters Score -16022.43 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -16047.423828 Penalty: 522.028076 Iteration 3Q: 3 clusters Score -16047.42 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -16061.782227 Penalty: 522.028076 Iteration 4Q: 3 clusters Score -16061.78 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -16071.597656 Penalty: 522.028076 Iteration 5Q: 3 clusters Score -16071.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -16080.688477 Penalty: 522.028076 Iteration 6Q: 3 clusters Score -16080.69 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -16090.738281 Penalty: 522.028076 Iteration 7Q: 3 clusters Score -16090.74 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -16093.031250 Penalty: 522.028076 Iteration 8Q: 3 clusters Score -16093.03 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -16093.763672 Penalty: 522.028076 Iteration 9Q: 3 clusters Score -16093.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -16095.696289 Penalty: 522.028076 Iteration 10Q: 3 clusters Score -16095.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -16096.588867 Penalty: 522.028076 Iteration 11Q: 3 clusters Score -16096.59 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -16099.946289 Penalty: 522.028076 Iteration 12Q: 3 clusters Score -16099.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -16101.375977 Penalty: 522.028076 Iteration 13Q: 3 clusters Score -16101.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -16103.636719 Penalty: 522.028076 Iteration 14Q: 3 clusters Score -16103.64 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -16105.682617 Penalty: 522.028076 Iteration 15Q: 3 clusters Score -16105.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -16109.170898 Penalty: 522.028076 Iteration 16Q: 3 clusters Score -16109.17 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -16109.170898 Penalty: 522.028076 Iteration 17F: 3 clusters Score -16109.17 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (141 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Entering Unmasked Estep Score: -7274.313965 Penalty: 225.168579 Iteration 0F: 2 clusters Score -7274.314 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 64 members Entering Unmasked Estep Score: -7029.698242 Penalty: 450.337158 Iteration 0F: 3 clusters Score -7029.698 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -7079.151855 Penalty: 450.337158 Iteration 1F: 3 clusters Score -7079.152 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -7093.715332 Penalty: 450.337158 Iteration 2Q: 3 clusters Score -7093.715 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -7098.128418 Penalty: 450.337158 Iteration 3Q: 3 clusters Score -7098.128 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -7099.015137 Penalty: 450.337158 Iteration 4Q: 3 clusters Score -7099.015 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -7099.015137 Penalty: 450.337158 Iteration 5F: 3 clusters Score -7099.015 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (143 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Entering Unmasked Estep Score: -6547.562988 Penalty: 225.809448 Iteration 0F: 2 clusters Score -6547.563 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -6300.233887 Penalty: 451.618896 Iteration 0F: 3 clusters Score -6300.234 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -6352.958008 Penalty: 451.618896 Iteration 1F: 3 clusters Score -6352.958 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -6370.354980 Penalty: 451.618896 Iteration 2F: 3 clusters Score -6370.355 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -6382.256836 Penalty: 451.618896 Iteration 3Q: 3 clusters Score -6382.257 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -6383.713379 Penalty: 451.618896 Iteration 4Q: 3 clusters Score -6383.713 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -6383.713379 Penalty: 451.618896 Iteration 5F: 3 clusters Score -6383.713 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (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: -12313.297852 Penalty: 258.757385 Iteration 0F: 2 clusters Score -12313.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -11971.665039 Penalty: 517.514771 Iteration 0F: 3 clusters Score -11971.67 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -12114.242188 Penalty: 517.514771 Iteration 1F: 3 clusters Score -12114.24 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -12178.404297 Penalty: 517.514771 Iteration 2F: 3 clusters Score -12178.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -12241.636719 Penalty: 517.514771 Iteration 3F: 3 clusters Score -12241.64 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -12346.168945 Penalty: 517.514771 Iteration 4F: 3 clusters Score -12346.17 nChanged 14 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: -12374.700195 Penalty: 517.514771 Iteration 5Q: 3 clusters Score -12374.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -12413.886719 Penalty: 517.514771 Iteration 6Q: 3 clusters Score -12413.89 nChanged 5 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: -12449.329102 Penalty: 517.514771 Iteration 7Q: 3 clusters Score -12449.33 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -12476.006836 Penalty: 517.514771 Iteration 8Q: 3 clusters Score -12476.01 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -12498.576172 Penalty: 517.514771 Iteration 9Q: 3 clusters Score -12498.58 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -12514.510742 Penalty: 517.514771 Iteration 10Q: 3 clusters Score -12514.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -12515.847656 Penalty: 517.514771 Iteration 11Q: 3 clusters Score -12515.85 nChanged 1 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: -12516.849609 Penalty: 517.514771 Iteration 12Q: 3 clusters Score -12516.85 nChanged 0 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: -12516.849609 Penalty: 517.514771 Iteration 13F: 3 clusters Score -12516.85 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 804 members Mstep: Class 4 contains 14563 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 769 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 469 members Mstep: Class 9 contains 3339 members Mstep: Class 10 contains 1206 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10068 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 97722 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 221 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4956 members Mstep: Class 26 contains 258 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 142 members Mstep: Class 31 contains 876 members Mstep: Class 32 contains 190 members Mstep: Class 33 contains 153 members Entering Unmasked Estep Score: -7912287.000000 Penalty: 17842.175781 Splitting cluster 30 changes total score from -7912326.000000 to -7912287.000000 So it's not getting split. Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 804 members Mstep: Class 4 contains 14563 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 769 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 469 members Mstep: Class 9 contains 3339 members Mstep: Class 10 contains 1206 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10068 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 97722 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 221 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4956 members Mstep: Class 26 contains 258 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 295 members Entering Unmasked Estep ConsiderDeletion Score: -7912415.000000 Penalty: 17301.503906 Iteration 163F: 33 clusters Score -7912415 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 1176 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 807 members Mstep: Class 4 contains 14641 members Mstep: Class 5 contains 131 members Mstep: Class 6 contains 769 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 470 members Mstep: Class 9 contains 3342 members Mstep: Class 10 contains 1202 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10071 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 97587 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 220 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 4981 members Mstep: Class 26 contains 258 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 293 members Mstep: Class 31 contains 902 members Mstep: Class 32 contains 195 members Entering Unmasked Estep ConsiderDeletion Score: -7912469.000000 Penalty: 17301.503906 Iteration 164Q: 33 clusters Score -7912469 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 1176 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 809 members Mstep: Class 4 contains 14711 members Mstep: Class 5 contains 130 members Mstep: Class 6 contains 770 members Mstep: Class 7 contains 171 members Mstep: Class 8 contains 472 members Mstep: Class 9 contains 3342 members Mstep: Class 10 contains 1200 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10070 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 97479 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 221 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 5009 members Mstep: Class 26 contains 261 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 292 members Mstep: Class 31 contains 911 members Mstep: Class 32 contains 192 members Entering Unmasked Estep ConsiderDeletion Score: -7912494.500000 Penalty: 17301.503906 Iteration 165Q: 33 clusters Score -7912494 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 1176 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 811 members Mstep: Class 4 contains 14770 members Mstep: Class 5 contains 130 members Mstep: Class 6 contains 772 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 472 members Mstep: Class 9 contains 3337 members Mstep: Class 10 contains 1200 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10065 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 97397 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 222 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 5032 members Mstep: Class 26 contains 261 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 291 members Mstep: Class 31 contains 916 members Mstep: Class 32 contains 192 members Entering Unmasked Estep ConsiderDeletion Score: -7912490.500000 Penalty: 17301.503906 Iteration 166Q: 33 clusters Score -7912490 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 1176 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 811 members Mstep: Class 4 contains 14819 members Mstep: Class 5 contains 130 members Mstep: Class 6 contains 773 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3334 members Mstep: Class 10 contains 1197 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10059 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 97328 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 5058 members Mstep: Class 26 contains 261 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 289 members Mstep: Class 31 contains 920 members Mstep: Class 32 contains 192 members Entering Unmasked Estep ConsiderDeletion Score: -7912458.000000 Penalty: 17301.503906 Iteration 167Q: 33 clusters Score -7912458 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 1176 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 813 members Mstep: Class 4 contains 14862 members Mstep: Class 5 contains 130 members Mstep: Class 6 contains 775 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3334 members Mstep: Class 10 contains 1193 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10053 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 97253 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 225 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 5094 members Mstep: Class 26 contains 261 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 288 members Mstep: Class 31 contains 922 members Mstep: Class 32 contains 192 members Entering Unmasked Estep ConsiderDeletion Score: -7912470.000000 Penalty: 17301.503906 Iteration 168Q: 33 clusters Score -7912470 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 1176 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 816 members Mstep: Class 4 contains 14901 members Mstep: Class 5 contains 130 members Mstep: Class 6 contains 776 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3332 members Mstep: Class 10 contains 1192 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10044 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 97186 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 227 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 5128 members Mstep: Class 26 contains 261 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 286 members Mstep: Class 31 contains 924 members Mstep: Class 32 contains 192 members Entering Unmasked Estep ConsiderDeletion Score: -7912477.000000 Penalty: 17301.503906 Iteration 169Q: 33 clusters Score -7912477 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 1176 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 817 members Mstep: Class 4 contains 14929 members Mstep: Class 5 contains 130 members Mstep: Class 6 contains 776 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3331 members Mstep: Class 10 contains 1193 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10040 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 97137 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 228 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 5152 members Mstep: Class 26 contains 261 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 285 members Mstep: Class 31 contains 924 members Mstep: Class 32 contains 192 members Entering Unmasked Estep ConsiderDeletion Score: -7912475.500000 Penalty: 17301.503906 Iteration 170Q: 33 clusters Score -7912476 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 1176 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 817 members Mstep: Class 4 contains 14962 members Mstep: Class 5 contains 130 members Mstep: Class 6 contains 778 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3327 members Mstep: Class 10 contains 1192 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10036 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 97099 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 228 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 5164 members Mstep: Class 26 contains 261 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 285 members Mstep: Class 31 contains 924 members Mstep: Class 32 contains 192 members Entering Unmasked Estep ConsiderDeletion Score: -7912476.500000 Penalty: 17301.503906 Iteration 171Q: 33 clusters Score -7912476 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 1176 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 817 members Mstep: Class 4 contains 14990 members Mstep: Class 5 contains 130 members Mstep: Class 6 contains 779 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3321 members Mstep: Class 10 contains 1191 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10036 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 97067 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 228 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 5174 members Mstep: Class 26 contains 261 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 285 members Mstep: Class 31 contains 924 members Mstep: Class 32 contains 192 members Entering Unmasked Estep ConsiderDeletion Score: -7912468.500000 Penalty: 17301.503906 Iteration 172Q: 33 clusters Score -7912468 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 1176 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 817 members Mstep: Class 4 contains 15010 members Mstep: Class 5 contains 130 members Mstep: Class 6 contains 779 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3316 members Mstep: Class 10 contains 1190 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10034 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 97046 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 228 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 5183 members Mstep: Class 26 contains 261 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 285 members Mstep: Class 31 contains 924 members Mstep: Class 32 contains 192 members Entering Unmasked Estep ConsiderDeletion Score: -7912476.500000 Penalty: 17301.503906 Iteration 173Q: 33 clusters Score -7912476 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 1176 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 817 members Mstep: Class 4 contains 15022 members Mstep: Class 5 contains 130 members Mstep: Class 6 contains 779 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3307 members Mstep: Class 10 contains 1190 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10034 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 97032 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 228 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 5192 members Mstep: Class 26 contains 261 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 285 members Mstep: Class 31 contains 926 members Mstep: Class 32 contains 192 members Entering Unmasked Estep ConsiderDeletion Score: -7912480.000000 Penalty: 17301.503906 Iteration 174Q: 33 clusters Score -7912480 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 1176 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 817 members Mstep: Class 4 contains 15029 members Mstep: Class 5 contains 130 members Mstep: Class 6 contains 779 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3298 members Mstep: Class 10 contains 1190 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10033 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 97030 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 228 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 5197 members Mstep: Class 26 contains 261 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 285 members Mstep: Class 31 contains 926 members Mstep: Class 32 contains 192 members Entering Unmasked Estep ConsiderDeletion Score: -7912474.500000 Penalty: 17301.503906 Iteration 175Q: 33 clusters Score -7912474 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 1176 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 817 members Mstep: Class 4 contains 15035 members Mstep: Class 5 contains 130 members Mstep: Class 6 contains 779 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3291 members Mstep: Class 10 contains 1190 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10033 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 97020 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 228 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 5208 members Mstep: Class 26 contains 261 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 285 members Mstep: Class 31 contains 926 members Mstep: Class 32 contains 192 members Entering Unmasked Estep ConsiderDeletion Score: -7912481.000000 Penalty: 17301.503906 Iteration 176Q: 33 clusters Score -7912481 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 1176 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 817 members Mstep: Class 4 contains 15042 members Mstep: Class 5 contains 130 members Mstep: Class 6 contains 779 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3277 members Mstep: Class 10 contains 1190 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10030 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 97021 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 228 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 5217 members Mstep: Class 26 contains 261 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 285 members Mstep: Class 31 contains 926 members Mstep: Class 32 contains 192 members Entering Unmasked Estep ConsiderDeletion Score: -7912471.500000 Penalty: 17301.503906 Iteration 177Q: 33 clusters Score -7912472 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 1176 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 817 members Mstep: Class 4 contains 15052 members Mstep: Class 5 contains 130 members Mstep: Class 6 contains 779 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3264 members Mstep: Class 10 contains 1190 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10028 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 97015 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 228 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 5228 members Mstep: Class 26 contains 261 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 285 members Mstep: Class 31 contains 926 members Mstep: Class 32 contains 192 members Entering Unmasked Estep ConsiderDeletion Score: -7912470.500000 Penalty: 17301.503906 Iteration 178Q: 33 clusters Score -7912470 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 1176 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 817 members Mstep: Class 4 contains 15069 members Mstep: Class 5 contains 130 members Mstep: Class 6 contains 779 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3249 members Mstep: Class 10 contains 1190 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10028 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 97004 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 228 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 5237 members Mstep: Class 26 contains 261 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 285 members Mstep: Class 31 contains 926 members Mstep: Class 32 contains 192 members Entering Unmasked Estep ConsiderDeletion Score: -7912466.000000 Penalty: 17301.503906 Iteration 179Q: 33 clusters Score -7912466 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 1176 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 817 members Mstep: Class 4 contains 15084 members Mstep: Class 5 contains 130 members Mstep: Class 6 contains 779 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3234 members Mstep: Class 10 contains 1190 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10027 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 96992 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 228 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 5250 members Mstep: Class 26 contains 261 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 285 members Mstep: Class 31 contains 926 members Mstep: Class 32 contains 192 members Entering Unmasked Estep ConsiderDeletion Score: -7912473.000000 Penalty: 17301.503906 Iteration 180F: 33 clusters Score -7912473 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 1176 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 817 members Mstep: Class 4 contains 15094 members Mstep: Class 5 contains 130 members Mstep: Class 6 contains 779 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3220 members Mstep: Class 10 contains 1190 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10027 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 96987 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 228 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 5259 members Mstep: Class 26 contains 261 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 285 members Mstep: Class 31 contains 926 members Mstep: Class 32 contains 192 members Entering Unmasked Estep ConsiderDeletion Score: -7912482.000000 Penalty: 17301.503906 Iteration 181Q: 33 clusters Score -7912482 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 1176 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 817 members Mstep: Class 4 contains 15108 members Mstep: Class 5 contains 130 members Mstep: Class 6 contains 779 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3209 members Mstep: Class 10 contains 1190 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10027 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 96974 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 228 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 5269 members Mstep: Class 26 contains 261 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 285 members Mstep: Class 31 contains 926 members Mstep: Class 32 contains 192 members Entering Unmasked Estep ConsiderDeletion Score: -7912483.500000 Penalty: 17301.503906 Iteration 182Q: 33 clusters Score -7912484 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 1176 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 816 members Mstep: Class 4 contains 15122 members Mstep: Class 5 contains 130 members Mstep: Class 6 contains 779 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3201 members Mstep: Class 10 contains 1190 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10027 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 96959 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 228 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 5279 members Mstep: Class 26 contains 261 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 285 members Mstep: Class 31 contains 926 members Mstep: Class 32 contains 192 members Entering Unmasked Estep ConsiderDeletion Score: -7912489.500000 Penalty: 17301.503906 Iteration 183Q: 33 clusters Score -7912490 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 1176 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 816 members Mstep: Class 4 contains 15131 members Mstep: Class 5 contains 130 members Mstep: Class 6 contains 779 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3194 members Mstep: Class 10 contains 1190 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10026 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 96946 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 228 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 5290 members Mstep: Class 26 contains 261 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 285 members Mstep: Class 31 contains 927 members Mstep: Class 32 contains 192 members Entering Unmasked Estep ConsiderDeletion Score: -7912494.000000 Penalty: 17301.503906 Iteration 184Q: 33 clusters Score -7912494 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 1176 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 816 members Mstep: Class 4 contains 15139 members Mstep: Class 5 contains 130 members Mstep: Class 6 contains 779 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3188 members Mstep: Class 10 contains 1190 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10023 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 96936 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 228 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 5297 members Mstep: Class 26 contains 261 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 285 members Mstep: Class 31 contains 931 members Mstep: Class 32 contains 192 members Entering Unmasked Estep ConsiderDeletion Score: -7912500.000000 Penalty: 17301.503906 Iteration 185Q: 33 clusters Score -7912500 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 1176 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 816 members Mstep: Class 4 contains 15144 members Mstep: Class 5 contains 130 members Mstep: Class 6 contains 779 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3184 members Mstep: Class 10 contains 1190 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10020 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 96921 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 228 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 5309 members Mstep: Class 26 contains 261 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 285 members Mstep: Class 31 contains 936 members Mstep: Class 32 contains 192 members Entering Unmasked Estep ConsiderDeletion Score: -7912498.000000 Penalty: 17301.503906 Iteration 186Q: 33 clusters Score -7912498 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 1176 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 816 members Mstep: Class 4 contains 15149 members Mstep: Class 5 contains 130 members Mstep: Class 6 contains 779 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3178 members Mstep: Class 10 contains 1190 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10019 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 96909 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 228 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 5321 members Mstep: Class 26 contains 261 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 285 members Mstep: Class 31 contains 938 members Mstep: Class 32 contains 192 members Entering Unmasked Estep ConsiderDeletion Score: -7912502.500000 Penalty: 17301.503906 Iteration 187Q: 33 clusters Score -7912502 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 1176 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 816 members Mstep: Class 4 contains 15151 members Mstep: Class 5 contains 130 members Mstep: Class 6 contains 779 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3177 members Mstep: Class 10 contains 1190 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10015 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 96896 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 228 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 5334 members Mstep: Class 26 contains 261 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 285 members Mstep: Class 31 contains 941 members Mstep: Class 32 contains 192 members Entering Unmasked Estep ConsiderDeletion Score: -7912495.500000 Penalty: 17301.503906 Iteration 188Q: 33 clusters Score -7912496 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 1176 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 816 members Mstep: Class 4 contains 15152 members Mstep: Class 5 contains 130 members Mstep: Class 6 contains 779 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3177 members Mstep: Class 10 contains 1190 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10009 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 96888 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 228 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 5344 members Mstep: Class 26 contains 261 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 285 members Mstep: Class 31 contains 944 members Mstep: Class 32 contains 192 members Entering Unmasked Estep ConsiderDeletion Score: -7912499.000000 Penalty: 17301.503906 Iteration 189Q: 33 clusters Score -7912499 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 1176 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 816 members Mstep: Class 4 contains 15152 members Mstep: Class 5 contains 130 members Mstep: Class 6 contains 779 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3177 members Mstep: Class 10 contains 1190 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10006 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 96880 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 228 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 5354 members Mstep: Class 26 contains 261 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 285 members Mstep: Class 31 contains 945 members Mstep: Class 32 contains 192 members Entering Unmasked Estep ConsiderDeletion Score: -7912490.500000 Penalty: 17301.503906 Iteration 190Q: 33 clusters Score -7912490 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 1176 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 816 members Mstep: Class 4 contains 15152 members Mstep: Class 5 contains 130 members Mstep: Class 6 contains 779 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3177 members Mstep: Class 10 contains 1190 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10001 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 96877 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 228 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 5362 members Mstep: Class 26 contains 261 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 285 members Mstep: Class 31 contains 945 members Mstep: Class 32 contains 192 members Entering Unmasked Estep ConsiderDeletion Score: -7912496.500000 Penalty: 17301.503906 Iteration 191Q: 33 clusters Score -7912496 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 1176 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 816 members Mstep: Class 4 contains 15152 members Mstep: Class 5 contains 130 members Mstep: Class 6 contains 779 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3177 members Mstep: Class 10 contains 1190 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10000 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 96870 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 228 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 5371 members Mstep: Class 26 contains 261 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 285 members Mstep: Class 31 contains 944 members Mstep: Class 32 contains 192 members Entering Unmasked Estep ConsiderDeletion Score: -7912497.000000 Penalty: 17301.503906 Iteration 192Q: 33 clusters Score -7912497 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 1176 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 816 members Mstep: Class 4 contains 15152 members Mstep: Class 5 contains 130 members Mstep: Class 6 contains 779 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3177 members Mstep: Class 10 contains 1190 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10000 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 96861 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 228 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 5380 members Mstep: Class 26 contains 261 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 285 members Mstep: Class 31 contains 944 members Mstep: Class 32 contains 192 members Entering Unmasked Estep ConsiderDeletion Score: -7912495.000000 Penalty: 17301.503906 Iteration 193Q: 33 clusters Score -7912495 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 1176 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 816 members Mstep: Class 4 contains 15152 members Mstep: Class 5 contains 130 members Mstep: Class 6 contains 779 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3176 members Mstep: Class 10 contains 1190 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10000 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 96854 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 228 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 5388 members Mstep: Class 26 contains 261 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 285 members Mstep: Class 31 contains 944 members Mstep: Class 32 contains 192 members Entering Unmasked Estep ConsiderDeletion Score: -7912488.500000 Penalty: 17301.503906 Iteration 194Q: 33 clusters Score -7912488 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 1176 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 816 members Mstep: Class 4 contains 15152 members Mstep: Class 5 contains 130 members Mstep: Class 6 contains 779 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3176 members Mstep: Class 10 contains 1190 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10000 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 96845 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 228 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 5397 members Mstep: Class 26 contains 261 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 285 members Mstep: Class 31 contains 944 members Mstep: Class 32 contains 192 members Entering Unmasked Estep ConsiderDeletion Score: -7912489.000000 Penalty: 17301.503906 Iteration 195Q: 33 clusters Score -7912489 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 1176 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 816 members Mstep: Class 4 contains 15155 members Mstep: Class 5 contains 130 members Mstep: Class 6 contains 779 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3176 members Mstep: Class 10 contains 1190 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10000 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 96837 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 228 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 5402 members Mstep: Class 26 contains 261 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 285 members Mstep: Class 31 contains 944 members Mstep: Class 32 contains 192 members Entering Unmasked Estep ConsiderDeletion Score: -7912489.000000 Penalty: 17301.503906 Iteration 196Q: 33 clusters Score -7912489 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 1176 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 816 members Mstep: Class 4 contains 15156 members Mstep: Class 5 contains 130 members Mstep: Class 6 contains 779 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3176 members Mstep: Class 10 contains 1190 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 9999 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 96831 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 228 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 5408 members Mstep: Class 26 contains 261 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 285 members Mstep: Class 31 contains 944 members Mstep: Class 32 contains 192 members Entering Unmasked Estep ConsiderDeletion Score: -7912487.500000 Penalty: 17301.503906 Iteration 197Q: 33 clusters Score -7912488 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 1176 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 816 members Mstep: Class 4 contains 15160 members Mstep: Class 5 contains 130 members Mstep: Class 6 contains 779 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3176 members Mstep: Class 10 contains 1190 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 9999 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 96820 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 228 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 5415 members Mstep: Class 26 contains 261 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 285 members Mstep: Class 31 contains 944 members Mstep: Class 32 contains 192 members Entering Unmasked Estep ConsiderDeletion Score: -7912492.000000 Penalty: 17301.503906 Iteration 198Q: 33 clusters Score -7912492 nChanged 12 Entering ConstructFrom: Score: -7912492.000000 Penalty: 17301.503906 Entering ConstructFrom: Trying to split cluster 1 (947 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Entering Unmasked Estep Score: -52705.476562 Penalty: 311.825104 Iteration 0F: 2 clusters Score -52705.48 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -51916.289062 Penalty: 623.650208 Iteration 0F: 3 clusters Score -51916.29 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -52123.281250 Penalty: 623.650208 Iteration 1F: 3 clusters Score -52123.28 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -52155.878906 Penalty: 623.650208 Iteration 2F: 3 clusters Score -52155.88 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -52174.390625 Penalty: 623.650208 Iteration 3Q: 3 clusters Score -52174.39 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -52188.746094 Penalty: 623.650208 Iteration 4Q: 3 clusters Score -52188.75 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -52205.542969 Penalty: 623.650208 Iteration 5Q: 3 clusters Score -52205.54 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -52215.515625 Penalty: 623.650208 Iteration 6Q: 3 clusters Score -52215.52 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -52224.609375 Penalty: 623.650208 Iteration 7Q: 3 clusters Score -52224.61 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -52230.777344 Penalty: 623.650208 Iteration 8Q: 3 clusters Score -52230.78 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -52240.851562 Penalty: 623.650208 Iteration 9Q: 3 clusters Score -52240.85 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -52249.988281 Penalty: 623.650208 Iteration 10Q: 3 clusters Score -52249.99 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -52260.250000 Penalty: 623.650208 Iteration 11Q: 3 clusters Score -52260.25 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -52273.574219 Penalty: 623.650208 Iteration 12Q: 3 clusters Score -52273.57 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -52290.726562 Penalty: 623.650208 Iteration 13Q: 3 clusters Score -52290.73 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -52311.187500 Penalty: 623.650208 Iteration 14Q: 3 clusters Score -52311.19 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -52323.554688 Penalty: 623.650208 Iteration 15Q: 3 clusters Score -52323.55 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -52328.957031 Penalty: 623.650208 Iteration 16Q: 3 clusters Score -52328.96 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -52334.984375 Penalty: 623.650208 Iteration 17Q: 3 clusters Score -52334.98 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -52345.769531 Penalty: 623.650208 Iteration 18Q: 3 clusters Score -52345.77 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -52355.570312 Penalty: 623.650208 Iteration 19Q: 3 clusters Score -52355.57 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -52364.269531 Penalty: 623.650208 Iteration 20F: 3 clusters Score -52364.27 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -52374.125000 Penalty: 623.650208 Iteration 21Q: 3 clusters Score -52374.12 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -52383.019531 Penalty: 623.650208 Iteration 22Q: 3 clusters Score -52383.02 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -52385.167969 Penalty: 623.650208 Iteration 23Q: 3 clusters Score -52385.17 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -52386.113281 Penalty: 623.650208 Iteration 24Q: 3 clusters Score -52386.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -52386.726562 Penalty: 623.650208 Iteration 25Q: 3 clusters Score -52386.73 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -52387.046875 Penalty: 623.650208 Iteration 26Q: 3 clusters Score -52387.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -52387.046875 Penalty: 623.650208 Iteration 27F: 3 clusters Score -52387.05 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (1045 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Entering Unmasked Estep Score: -57460.066406 Penalty: 316.305634 Iteration 0F: 2 clusters Score -57460.07 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 522 members Entering Unmasked Estep Score: -56623.417969 Penalty: 632.611267 Iteration 0F: 3 clusters Score -56623.42 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -56895.136719 Penalty: 632.611267 Iteration 1F: 3 clusters Score -56895.14 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -56941.742188 Penalty: 632.611267 Iteration 2F: 3 clusters Score -56941.74 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -56967.746094 Penalty: 632.611267 Iteration 3Q: 3 clusters Score -56967.75 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -56991.136719 Penalty: 632.611267 Iteration 4Q: 3 clusters Score -56991.14 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -57006.367188 Penalty: 632.611267 Iteration 5Q: 3 clusters Score -57006.37 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -57014.859375 Penalty: 632.611267 Iteration 6Q: 3 clusters Score -57014.86 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -57020.871094 Penalty: 632.611267 Iteration 7Q: 3 clusters Score -57020.87 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -57023.625000 Penalty: 632.611267 Iteration 8Q: 3 clusters Score -57023.62 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -57027.289062 Penalty: 632.611267 Iteration 9Q: 3 clusters Score -57027.29 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -57028.109375 Penalty: 632.611267 Iteration 10Q: 3 clusters Score -57028.11 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -57028.109375 Penalty: 632.611267 Iteration 11F: 3 clusters Score -57028.11 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (816 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Entering Unmasked Estep Score: -47625.019531 Penalty: 305.050842 Iteration 0F: 2 clusters Score -47625.02 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -46935.265625 Penalty: 610.101685 Iteration 0F: 3 clusters Score -46935.27 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -47174.312500 Penalty: 610.101685 Iteration 1F: 3 clusters Score -47174.31 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -47292.859375 Penalty: 610.101685 Iteration 2F: 3 clusters Score -47292.86 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -47361.921875 Penalty: 610.101685 Iteration 3F: 3 clusters Score -47361.92 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -47386.820312 Penalty: 610.101685 Iteration 4Q: 3 clusters Score -47386.82 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -47397.210938 Penalty: 610.101685 Iteration 5Q: 3 clusters Score -47397.21 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -47414.187500 Penalty: 610.101685 Iteration 6Q: 3 clusters Score -47414.19 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -47435.140625 Penalty: 610.101685 Iteration 7Q: 3 clusters Score -47435.14 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -47443.890625 Penalty: 610.101685 Iteration 8Q: 3 clusters Score -47443.89 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -47453.871094 Penalty: 610.101685 Iteration 9Q: 3 clusters Score -47453.87 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -47459.765625 Penalty: 610.101685 Iteration 10Q: 3 clusters Score -47459.77 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -47464.019531 Penalty: 610.101685 Iteration 11Q: 3 clusters Score -47464.02 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -47466.300781 Penalty: 610.101685 Iteration 12Q: 3 clusters Score -47466.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -47466.816406 Penalty: 610.101685 Iteration 13Q: 3 clusters Score -47466.82 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -47466.816406 Penalty: 610.101685 Iteration 14F: 3 clusters Score -47466.82 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (15165 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15165 members Entering Unmasked Estep Score: -916794.500000 Penalty: 438.016907 Iteration 0F: 2 clusters Score -916794.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7632 members Mstep: Class 2 contains 7533 members Entering Unmasked Estep Score: -906752.437500 Penalty: 876.033813 Iteration 0F: 3 clusters Score -906752.4 nChanged 7170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8604 members Mstep: Class 2 contains 6561 members Entering Unmasked Estep Score: -911316.500000 Penalty: 876.033813 Iteration 1F: 3 clusters Score -911316.5 nChanged 903 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9119 members Mstep: Class 2 contains 6046 members Entering Unmasked Estep Score: -911736.250000 Penalty: 876.033813 Iteration 2F: 3 clusters Score -911736.2 nChanged 901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9750 members Mstep: Class 2 contains 5415 members Entering Unmasked Estep Score: -912220.875000 Penalty: 876.033813 Iteration 3F: 3 clusters Score -912220.9 nChanged 946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10544 members Mstep: Class 2 contains 4621 members Entering Unmasked Estep Score: -912863.687500 Penalty: 876.033813 Iteration 4F: 3 clusters Score -912863.7 nChanged 937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11369 members Mstep: Class 2 contains 3796 members Entering Unmasked Estep Score: -913668.812500 Penalty: 876.033813 Iteration 5F: 3 clusters Score -913668.8 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12139 members Mstep: Class 2 contains 3026 members Entering Unmasked Estep Score: -914535.750000 Penalty: 876.033813 Iteration 6F: 3 clusters Score -914535.8 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12689 members Mstep: Class 2 contains 2476 members Entering Unmasked Estep Score: -915172.375000 Penalty: 876.033813 Iteration 7Q: 3 clusters Score -915172.4 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13035 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -915491.625000 Penalty: 876.033813 Iteration 8Q: 3 clusters Score -915491.6 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13303 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -915666.687500 Penalty: 876.033813 Iteration 9Q: 3 clusters Score -915666.7 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13531 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -915784.562500 Penalty: 876.033813 Iteration 10Q: 3 clusters Score -915784.6 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13730 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -915887.750000 Penalty: 876.033813 Iteration 11Q: 3 clusters Score -915887.8 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13921 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -915982.687500 Penalty: 876.033813 Iteration 12Q: 3 clusters Score -915982.7 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14078 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -916058.625000 Penalty: 876.033813 Iteration 13Q: 3 clusters Score -916058.6 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14227 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -916132.500000 Penalty: 876.033813 Iteration 14Q: 3 clusters Score -916132.5 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14344 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -916188.812500 Penalty: 876.033813 Iteration 15Q: 3 clusters Score -916188.8 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14449 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -916248.312500 Penalty: 876.033813 Iteration 16Q: 3 clusters Score -916248.3 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14535 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -916296.750000 Penalty: 876.033813 Iteration 17Q: 3 clusters Score -916296.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14608 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -916346.562500 Penalty: 876.033813 Iteration 18Q: 3 clusters Score -916346.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14663 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -916379.875000 Penalty: 876.033813 Iteration 19Q: 3 clusters Score -916379.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14707 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -916408.250000 Penalty: 876.033813 Iteration 20F: 3 clusters Score -916408.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14731 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -916422.687500 Penalty: 876.033813 Iteration 21Q: 3 clusters Score -916422.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14750 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -916430.312500 Penalty: 876.033813 Iteration 22Q: 3 clusters Score -916430.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14765 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -916435.625000 Penalty: 876.033813 Iteration 23Q: 3 clusters Score -916435.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14773 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -916436.562500 Penalty: 876.033813 Iteration 24Q: 3 clusters Score -916436.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14778 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -916437.812500 Penalty: 876.033813 Iteration 25Q: 3 clusters Score -916437.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14783 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -916440.062500 Penalty: 876.033813 Iteration 26Q: 3 clusters Score -916440.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14793 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -916445.000000 Penalty: 876.033813 Iteration 27Q: 3 clusters Score -916445 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14800 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -916448.750000 Penalty: 876.033813 Iteration 28Q: 3 clusters Score -916448.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14808 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -916449.937500 Penalty: 876.033813 Iteration 29Q: 3 clusters Score -916449.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14815 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -916452.750000 Penalty: 876.033813 Iteration 30Q: 3 clusters Score -916452.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14819 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -916453.625000 Penalty: 876.033813 Iteration 31Q: 3 clusters Score -916453.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14824 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -916455.312500 Penalty: 876.033813 Iteration 32Q: 3 clusters Score -916455.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14829 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -916454.312500 Penalty: 876.033813 Iteration 33Q: 3 clusters Score -916454.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14831 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -916454.500000 Penalty: 876.033813 Iteration 34Q: 3 clusters Score -916454.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14832 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -916454.937500 Penalty: 876.033813 Iteration 35Q: 3 clusters Score -916454.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14833 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -916455.062500 Penalty: 876.033813 Iteration 36Q: 3 clusters Score -916455.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14833 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -916455.062500 Penalty: 876.033813 Iteration 37F: 3 clusters Score -916455.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (130 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Entering Unmasked Estep Score: -6353.740723 Penalty: 221.472824 Iteration 0F: 2 clusters Score -6353.741 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -6131.641113 Penalty: 442.945648 Iteration 0F: 3 clusters Score -6131.641 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -6174.909180 Penalty: 442.945648 Iteration 1F: 3 clusters Score -6174.909 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -6191.080078 Penalty: 442.945648 Iteration 2F: 3 clusters Score -6191.08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -6202.441895 Penalty: 442.945648 Iteration 3Q: 3 clusters Score -6202.442 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -6204.076660 Penalty: 442.945648 Iteration 4Q: 3 clusters Score -6204.077 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -6204.076660 Penalty: 442.945648 Iteration 5F: 3 clusters Score -6204.077 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (779 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Entering Unmasked Estep Score: -40095.640625 Penalty: 302.939484 Iteration 0F: 2 clusters Score -40095.64 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -39428.203125 Penalty: 605.878967 Iteration 0F: 3 clusters Score -39428.2 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -39663.324219 Penalty: 605.878967 Iteration 1F: 3 clusters Score -39663.32 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -39745.640625 Penalty: 605.878967 Iteration 2F: 3 clusters Score -39745.64 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -39793.449219 Penalty: 605.878967 Iteration 3F: 3 clusters Score -39793.45 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -39826.250000 Penalty: 605.878967 Iteration 4Q: 3 clusters Score -39826.25 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -39841.605469 Penalty: 605.878967 Iteration 5Q: 3 clusters Score -39841.61 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -39851.179688 Penalty: 605.878967 Iteration 6Q: 3 clusters Score -39851.18 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -39861.070312 Penalty: 605.878967 Iteration 7Q: 3 clusters Score -39861.07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -39869.136719 Penalty: 605.878967 Iteration 8Q: 3 clusters Score -39869.14 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -39874.121094 Penalty: 605.878967 Iteration 9Q: 3 clusters Score -39874.12 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -39875.453125 Penalty: 605.878967 Iteration 10Q: 3 clusters Score -39875.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -39877.164062 Penalty: 605.878967 Iteration 11Q: 3 clusters Score -39877.16 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -39879.804688 Penalty: 605.878967 Iteration 12Q: 3 clusters Score -39879.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -39880.820312 Penalty: 605.878967 Iteration 13Q: 3 clusters Score -39880.82 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -39883.582031 Penalty: 605.878967 Iteration 14Q: 3 clusters Score -39883.58 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -39886.089844 Penalty: 605.878967 Iteration 15Q: 3 clusters Score -39886.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -39886.304688 Penalty: 605.878967 Iteration 16Q: 3 clusters Score -39886.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -39886.304688 Penalty: 605.878967 Iteration 17F: 3 clusters Score -39886.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (172 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Entering Unmasked Estep Score: -7734.436523 Penalty: 234.210999 Iteration 0F: 2 clusters Score -7734.437 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -7463.561035 Penalty: 468.421997 Iteration 0F: 3 clusters Score -7463.561 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -7517.932617 Penalty: 468.421997 Iteration 1F: 3 clusters Score -7517.933 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -7541.795410 Penalty: 468.421997 Iteration 2F: 3 clusters Score -7541.795 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -7560.531250 Penalty: 468.421997 Iteration 3F: 3 clusters Score -7560.531 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -7580.643555 Penalty: 468.421997 Iteration 4Q: 3 clusters Score -7580.644 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -7594.982910 Penalty: 468.421997 Iteration 5Q: 3 clusters Score -7594.983 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -7600.458496 Penalty: 468.421997 Iteration 6Q: 3 clusters Score -7600.458 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -7601.935547 Penalty: 468.421997 Iteration 7Q: 3 clusters Score -7601.936 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -7601.935547 Penalty: 468.421997 Iteration 8F: 3 clusters Score -7601.936 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (473 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Entering Unmasked Estep Score: -24102.849609 Penalty: 280.238831 Iteration 0F: 2 clusters Score -24102.85 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -23651.751953 Penalty: 560.477661 Iteration 0F: 3 clusters Score -23651.75 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -23811.804688 Penalty: 560.477661 Iteration 1F: 3 clusters Score -23811.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -23864.798828 Penalty: 560.477661 Iteration 2F: 3 clusters Score -23864.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -23889.259766 Penalty: 560.477661 Iteration 3F: 3 clusters Score -23889.26 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -23902.546875 Penalty: 560.477661 Iteration 4Q: 3 clusters Score -23902.55 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -23908.259766 Penalty: 560.477661 Iteration 5Q: 3 clusters Score -23908.26 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -23911.671875 Penalty: 560.477661 Iteration 6Q: 3 clusters Score -23911.67 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -23913.984375 Penalty: 560.477661 Iteration 7Q: 3 clusters Score -23913.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -23917.093750 Penalty: 560.477661 Iteration 8Q: 3 clusters Score -23917.09 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -23920.394531 Penalty: 560.477661 Iteration 9Q: 3 clusters Score -23920.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -23921.785156 Penalty: 560.477661 Iteration 10Q: 3 clusters Score -23921.79 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -23922.798828 Penalty: 560.477661 Iteration 11Q: 3 clusters Score -23922.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -23922.798828 Penalty: 560.477661 Iteration 12F: 3 clusters Score -23922.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (3175 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3175 members Entering Unmasked Estep Score: -191036.484375 Penalty: 366.869354 Iteration 0F: 2 clusters Score -191036.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -188783.109375 Penalty: 733.738708 Iteration 0F: 3 clusters Score -188783.1 nChanged 1398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -189549.687500 Penalty: 733.738708 Iteration 1F: 3 clusters Score -189549.7 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -189627.593750 Penalty: 733.738708 Iteration 2F: 3 clusters Score -189627.6 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -189708.562500 Penalty: 733.738708 Iteration 3F: 3 clusters Score -189708.6 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -189809.046875 Penalty: 733.738708 Iteration 4F: 3 clusters Score -189809 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -189921.546875 Penalty: 733.738708 Iteration 5F: 3 clusters Score -189921.5 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2442 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -190098.921875 Penalty: 733.738708 Iteration 6F: 3 clusters Score -190098.9 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2644 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -190299.843750 Penalty: 733.738708 Iteration 7F: 3 clusters Score -190299.8 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2795 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -190473.046875 Penalty: 733.738708 Iteration 8F: 3 clusters Score -190473 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2894 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -190588.953125 Penalty: 733.738708 Iteration 9Q: 3 clusters Score -190589 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2945 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -190672.046875 Penalty: 733.738708 Iteration 10Q: 3 clusters Score -190672 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2961 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -190715.328125 Penalty: 733.738708 Iteration 11Q: 3 clusters Score -190715.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2973 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -190733.000000 Penalty: 733.738708 Iteration 12Q: 3 clusters Score -190733 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2978 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -190738.156250 Penalty: 733.738708 Iteration 13Q: 3 clusters Score -190738.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2982 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -190742.515625 Penalty: 733.738708 Iteration 14Q: 3 clusters Score -190742.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2983 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -190745.687500 Penalty: 733.738708 Iteration 15Q: 3 clusters Score -190745.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2987 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -190747.328125 Penalty: 733.738708 Iteration 16Q: 3 clusters Score -190747.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2989 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -190748.500000 Penalty: 733.738708 Iteration 17Q: 3 clusters Score -190748.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2993 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -190750.281250 Penalty: 733.738708 Iteration 18Q: 3 clusters Score -190750.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2996 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -190751.250000 Penalty: 733.738708 Iteration 19Q: 3 clusters Score -190751.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2997 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -190752.156250 Penalty: 733.738708 Iteration 20F: 3 clusters Score -190752.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2998 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -190752.546875 Penalty: 733.738708 Iteration 21Q: 3 clusters Score -190752.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2998 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -190752.546875 Penalty: 733.738708 Iteration 22F: 3 clusters Score -190752.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1190 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Entering Unmasked Estep Score: -67832.140625 Penalty: 322.217743 Iteration 0F: 2 clusters Score -67832.14 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -66915.242188 Penalty: 644.435486 Iteration 0F: 3 clusters Score -66915.24 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -67182.898438 Penalty: 644.435486 Iteration 1F: 3 clusters Score -67182.9 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -67237.281250 Penalty: 644.435486 Iteration 2F: 3 clusters Score -67237.28 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -67268.984375 Penalty: 644.435486 Iteration 3Q: 3 clusters Score -67268.98 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -67299.359375 Penalty: 644.435486 Iteration 4Q: 3 clusters Score -67299.36 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -67318.523438 Penalty: 644.435486 Iteration 5Q: 3 clusters Score -67318.52 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -67348.023438 Penalty: 644.435486 Iteration 6Q: 3 clusters Score -67348.02 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -67390.171875 Penalty: 644.435486 Iteration 7Q: 3 clusters Score -67390.17 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -67425.710938 Penalty: 644.435486 Iteration 8Q: 3 clusters Score -67425.71 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -67441.875000 Penalty: 644.435486 Iteration 9Q: 3 clusters Score -67441.88 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -67455.406250 Penalty: 644.435486 Iteration 10Q: 3 clusters Score -67455.41 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -67462.296875 Penalty: 644.435486 Iteration 11Q: 3 clusters Score -67462.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -67465.382812 Penalty: 644.435486 Iteration 12Q: 3 clusters Score -67465.38 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -67471.179688 Penalty: 644.435486 Iteration 13Q: 3 clusters Score -67471.18 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -67475.148438 Penalty: 644.435486 Iteration 14Q: 3 clusters Score -67475.15 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -67479.468750 Penalty: 644.435486 Iteration 15Q: 3 clusters Score -67479.47 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -67481.093750 Penalty: 644.435486 Iteration 16Q: 3 clusters Score -67481.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -67481.859375 Penalty: 644.435486 Iteration 17Q: 3 clusters Score -67481.86 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -67482.531250 Penalty: 644.435486 Iteration 18Q: 3 clusters Score -67482.53 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -67483.437500 Penalty: 644.435486 Iteration 19Q: 3 clusters Score -67483.44 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -67486.156250 Penalty: 644.435486 Iteration 20F: 3 clusters Score -67486.16 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -67489.156250 Penalty: 644.435486 Iteration 21Q: 3 clusters Score -67489.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -67489.640625 Penalty: 644.435486 Iteration 22Q: 3 clusters Score -67489.64 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -67489.820312 Penalty: 644.435486 Iteration 23Q: 3 clusters Score -67489.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -67490.281250 Penalty: 644.435486 Iteration 24Q: 3 clusters Score -67490.28 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -67490.562500 Penalty: 644.435486 Iteration 25Q: 3 clusters Score -67490.56 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -67491.007812 Penalty: 644.435486 Iteration 26Q: 3 clusters Score -67491.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -67491.179688 Penalty: 644.435486 Iteration 27Q: 3 clusters Score -67491.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -67491.179688 Penalty: 644.435486 Iteration 28F: 3 clusters Score -67491.18 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (117 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Entering Unmasked Estep Score: -5739.238770 Penalty: 216.678925 Iteration 0F: 2 clusters Score -5739.239 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -5505.190918 Penalty: 433.357849 Iteration 0F: 3 clusters Score -5505.191 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -5541.852539 Penalty: 433.357849 Iteration 1F: 3 clusters Score -5541.853 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -5554.012207 Penalty: 433.357849 Iteration 2F: 3 clusters Score -5554.012 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -5562.007324 Penalty: 433.357849 Iteration 3Q: 3 clusters Score -5562.007 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -5563.666504 Penalty: 433.357849 Iteration 4Q: 3 clusters Score -5563.667 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -5563.666504 Penalty: 433.357849 Iteration 5F: 3 clusters Score -5563.667 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (109 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Entering Unmasked Estep Score: -5835.932129 Penalty: 213.456345 Iteration 0F: 2 clusters Score -5835.932 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -5611.274902 Penalty: 426.912689 Iteration 0F: 3 clusters Score -5611.275 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -5656.100098 Penalty: 426.912689 Iteration 1F: 3 clusters Score -5656.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -5667.036621 Penalty: 426.912689 Iteration 2Q: 3 clusters Score -5667.037 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -5674.444336 Penalty: 426.912689 Iteration 3Q: 3 clusters Score -5674.444 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -5678.604492 Penalty: 426.912689 Iteration 4Q: 3 clusters Score -5678.604 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -5681.485352 Penalty: 426.912689 Iteration 5Q: 3 clusters Score -5681.485 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -5681.485352 Penalty: 426.912689 Iteration 6F: 3 clusters Score -5681.485 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (9999 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9999 members Entering Unmasked Estep Score: -537917.187500 Penalty: 419.065948 Iteration 0F: 2 clusters Score -537917.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4982 members Mstep: Class 2 contains 5017 members Entering Unmasked Estep Score: -531261.625000 Penalty: 838.131897 Iteration 0F: 3 clusters Score -531261.6 nChanged 4656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4844 members Mstep: Class 2 contains 5155 members Entering Unmasked Estep Score: -533776.562500 Penalty: 838.131897 Iteration 1F: 3 clusters Score -533776.6 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4793 members Mstep: Class 2 contains 5206 members Entering Unmasked Estep Score: -533893.750000 Penalty: 838.131897 Iteration 2Q: 3 clusters Score -533893.8 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4710 members Mstep: Class 2 contains 5289 members Entering Unmasked Estep Score: -534015.500000 Penalty: 838.131897 Iteration 3Q: 3 clusters Score -534015.5 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4596 members Mstep: Class 2 contains 5403 members Entering Unmasked Estep Score: -534134.125000 Penalty: 838.131897 Iteration 4Q: 3 clusters Score -534134.1 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4422 members Mstep: Class 2 contains 5577 members Entering Unmasked Estep Score: -534290.937500 Penalty: 838.131897 Iteration 5Q: 3 clusters Score -534290.9 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4165 members Mstep: Class 2 contains 5834 members Entering Unmasked Estep Score: -534491.437500 Penalty: 838.131897 Iteration 6Q: 3 clusters Score -534491.4 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3848 members Mstep: Class 2 contains 6151 members Entering Unmasked Estep Score: -534752.312500 Penalty: 838.131897 Iteration 7F: 3 clusters Score -534752.3 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3480 members Mstep: Class 2 contains 6519 members Entering Unmasked Estep Score: -535056.687500 Penalty: 838.131897 Iteration 8F: 3 clusters Score -535056.7 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3058 members Mstep: Class 2 contains 6941 members Entering Unmasked Estep Score: -535415.125000 Penalty: 838.131897 Iteration 9F: 3 clusters Score -535415.1 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2625 members Mstep: Class 2 contains 7374 members Entering Unmasked Estep Score: -535785.937500 Penalty: 838.131897 Iteration 10F: 3 clusters Score -535785.9 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 7765 members Entering Unmasked Estep Score: -536137.562500 Penalty: 838.131897 Iteration 11Q: 3 clusters Score -536137.6 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 8116 members Entering Unmasked Estep Score: -536456.562500 Penalty: 838.131897 Iteration 12Q: 3 clusters Score -536456.6 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 8420 members Entering Unmasked Estep Score: -536728.687500 Penalty: 838.131897 Iteration 13Q: 3 clusters Score -536728.7 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 8655 members Entering Unmasked Estep Score: -536904.500000 Penalty: 838.131897 Iteration 14Q: 3 clusters Score -536904.5 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 8849 members Entering Unmasked Estep Score: -537029.375000 Penalty: 838.131897 Iteration 15Q: 3 clusters Score -537029.4 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 9020 members Entering Unmasked Estep Score: -537143.312500 Penalty: 838.131897 Iteration 16Q: 3 clusters Score -537143.3 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 9167 members Entering Unmasked Estep Score: -537249.437500 Penalty: 838.131897 Iteration 17Q: 3 clusters Score -537249.4 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 9301 members Entering Unmasked Estep Score: -537324.437500 Penalty: 838.131897 Iteration 18Q: 3 clusters Score -537324.4 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 9386 members Entering Unmasked Estep Score: -537366.437500 Penalty: 838.131897 Iteration 19Q: 3 clusters Score -537366.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 9459 members Entering Unmasked Estep Score: -537402.437500 Penalty: 838.131897 Iteration 20F: 3 clusters Score -537402.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 9520 members Entering Unmasked Estep Score: -537425.187500 Penalty: 838.131897 Iteration 21Q: 3 clusters Score -537425.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 9565 members Entering Unmasked Estep Score: -537441.375000 Penalty: 838.131897 Iteration 22Q: 3 clusters Score -537441.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 9609 members Entering Unmasked Estep Score: -537463.812500 Penalty: 838.131897 Iteration 23Q: 3 clusters Score -537463.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 9644 members Entering Unmasked Estep Score: -537476.437500 Penalty: 838.131897 Iteration 24Q: 3 clusters Score -537476.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 9673 members Entering Unmasked Estep Score: -537490.187500 Penalty: 838.131897 Iteration 25Q: 3 clusters Score -537490.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 9697 members Entering Unmasked Estep Score: -537498.750000 Penalty: 838.131897 Iteration 26Q: 3 clusters Score -537498.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 9713 members Entering Unmasked Estep Score: -537508.312500 Penalty: 838.131897 Iteration 27Q: 3 clusters Score -537508.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 9726 members Entering Unmasked Estep Score: -537514.687500 Penalty: 838.131897 Iteration 28Q: 3 clusters Score -537514.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 9739 members Entering Unmasked Estep Score: -537519.937500 Penalty: 838.131897 Iteration 29Q: 3 clusters Score -537519.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 9748 members Entering Unmasked Estep Score: -537522.500000 Penalty: 838.131897 Iteration 30Q: 3 clusters Score -537522.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 9756 members Entering Unmasked Estep Score: -537525.937500 Penalty: 838.131897 Iteration 31Q: 3 clusters Score -537525.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 9760 members Entering Unmasked Estep Score: -537529.062500 Penalty: 838.131897 Iteration 32Q: 3 clusters Score -537529.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 9760 members Entering Unmasked Estep Score: -537530.250000 Penalty: 838.131897 Iteration 33Q: 3 clusters Score -537530.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 9760 members Entering Unmasked Estep Score: -537532.812500 Penalty: 838.131897 Iteration 34Q: 3 clusters Score -537532.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 9761 members Entering Unmasked Estep Score: -537533.312500 Penalty: 838.131897 Iteration 35Q: 3 clusters Score -537533.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 9762 members Entering Unmasked Estep Score: -537534.000000 Penalty: 838.131897 Iteration 36Q: 3 clusters Score -537534 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 9763 members Entering Unmasked Estep Score: -537533.625000 Penalty: 838.131897 Iteration 37Q: 3 clusters Score -537533.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 9763 members Entering Unmasked Estep Score: -537533.625000 Penalty: 838.131897 Iteration 38F: 3 clusters Score -537533.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (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: -25848.324219 Penalty: 283.036865 Iteration 0F: 2 clusters Score -25848.32 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -25340.474609 Penalty: 566.073730 Iteration 0F: 3 clusters Score -25340.47 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -25466.175781 Penalty: 566.073730 Iteration 1F: 3 clusters Score -25466.18 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -25511.933594 Penalty: 566.073730 Iteration 2F: 3 clusters Score -25511.93 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -25533.167969 Penalty: 566.073730 Iteration 3F: 3 clusters Score -25533.17 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -25547.410156 Penalty: 566.073730 Iteration 4Q: 3 clusters Score -25547.41 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -25557.425781 Penalty: 566.073730 Iteration 5Q: 3 clusters Score -25557.43 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -25563.394531 Penalty: 566.073730 Iteration 6Q: 3 clusters Score -25563.39 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -25568.277344 Penalty: 566.073730 Iteration 7Q: 3 clusters Score -25568.28 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -25575.210938 Penalty: 566.073730 Iteration 8Q: 3 clusters Score -25575.21 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -25593.050781 Penalty: 566.073730 Iteration 9Q: 3 clusters Score -25593.05 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -25619.210938 Penalty: 566.073730 Iteration 10Q: 3 clusters Score -25619.21 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -25631.826172 Penalty: 566.073730 Iteration 11Q: 3 clusters Score -25631.83 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -25650.814453 Penalty: 566.073730 Iteration 12Q: 3 clusters Score -25650.81 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -25658.263672 Penalty: 566.073730 Iteration 13Q: 3 clusters Score -25658.26 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -25661.140625 Penalty: 566.073730 Iteration 14Q: 3 clusters Score -25661.14 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -25662.501953 Penalty: 566.073730 Iteration 15Q: 3 clusters Score -25662.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -25664.146484 Penalty: 566.073730 Iteration 16Q: 3 clusters Score -25664.15 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -25666.113281 Penalty: 566.073730 Iteration 17Q: 3 clusters Score -25666.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -25666.839844 Penalty: 566.073730 Iteration 18Q: 3 clusters Score -25666.84 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -25667.515625 Penalty: 566.073730 Iteration 19Q: 3 clusters Score -25667.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -25668.693359 Penalty: 566.073730 Iteration 20F: 3 clusters Score -25668.69 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -25669.808594 Penalty: 566.073730 Iteration 21Q: 3 clusters Score -25669.81 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -25670.849609 Penalty: 566.073730 Iteration 22Q: 3 clusters Score -25670.85 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -25673.195312 Penalty: 566.073730 Iteration 23Q: 3 clusters Score -25673.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -25675.404297 Penalty: 566.073730 Iteration 24Q: 3 clusters Score -25675.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -25675.742188 Penalty: 566.073730 Iteration 25Q: 3 clusters Score -25675.74 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -25675.742188 Penalty: 566.073730 Iteration 26F: 3 clusters Score -25675.74 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (207 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Entering Unmasked Estep Score: -9825.248047 Penalty: 242.638702 Iteration 0F: 2 clusters Score -9825.248 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -9547.365234 Penalty: 485.277405 Iteration 0F: 3 clusters Score -9547.365 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -9619.961914 Penalty: 485.277405 Iteration 1F: 3 clusters Score -9619.962 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -9640.019531 Penalty: 485.277405 Iteration 2F: 3 clusters Score -9640.02 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -9667.807617 Penalty: 485.277405 Iteration 3Q: 3 clusters Score -9667.808 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -9680.594727 Penalty: 485.277405 Iteration 4Q: 3 clusters Score -9680.595 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -9687.247070 Penalty: 485.277405 Iteration 5Q: 3 clusters Score -9687.247 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -9691.248047 Penalty: 485.277405 Iteration 6Q: 3 clusters Score -9691.248 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -9698.247070 Penalty: 485.277405 Iteration 7Q: 3 clusters Score -9698.247 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -9706.764648 Penalty: 485.277405 Iteration 8Q: 3 clusters Score -9706.765 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -9725.339844 Penalty: 485.277405 Iteration 9Q: 3 clusters Score -9725.34 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -9770.822266 Penalty: 485.277405 Iteration 10Q: 3 clusters Score -9770.822 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -9878.938477 Penalty: 485.277405 Iteration 11Q: 3 clusters Score -9878.938 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -9897.678711 Penalty: 485.277405 Iteration 12Q: 3 clusters Score -9897.679 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -9909.958984 Penalty: 485.277405 Iteration 13Q: 3 clusters Score -9909.959 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -9923.423828 Penalty: 485.277405 Iteration 14Q: 3 clusters Score -9923.424 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -9932.768555 Penalty: 485.277405 Iteration 15Q: 3 clusters Score -9932.769 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -9935.438477 Penalty: 485.277405 Iteration 16Q: 3 clusters Score -9935.438 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -9936.695312 Penalty: 485.277405 Iteration 17Q: 3 clusters Score -9936.695 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -9940.041016 Penalty: 485.277405 Iteration 18F: 3 clusters Score -9940.041 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -9948.359375 Penalty: 485.277405 Iteration 19Q: 3 clusters Score -9948.359 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -9950.873047 Penalty: 485.277405 Iteration 20F: 3 clusters Score -9950.873 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1176 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 816 members Mstep: Class 4 contains 15165 members Mstep: Class 5 contains 130 members Mstep: Class 6 contains 779 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3175 members Mstep: Class 10 contains 1190 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 9999 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 71 members Mstep: Class 16 contains 96812 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 228 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 5420 members Mstep: Class 26 contains 261 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 285 members Mstep: Class 31 contains 943 members Mstep: Class 32 contains 192 members Mstep: Class 33 contains 136 members Entering Unmasked Estep Score: -7912324.500000 Penalty: 17842.175781 Splitting cluster 15 changes total score from -7912492.000000 to -7912324.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 16 (96812 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96812 members Entering Unmasked Estep Score: -5457201.000000 Penalty: 522.363953 Iteration 0F: 2 clusters Score -5457201 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48528 members Mstep: Class 2 contains 48284 members Entering Unmasked Estep Score: -5391795.500000 Penalty: 1044.727905 Iteration 0F: 3 clusters Score -5391796 nChanged 47124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52246 members Mstep: Class 2 contains 44566 members Entering Unmasked Estep Score: -5422370.500000 Penalty: 1044.727905 Iteration 1F: 3 clusters Score -5422370 nChanged 5414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54674 members Mstep: Class 2 contains 42138 members Entering Unmasked Estep Score: -5425521.500000 Penalty: 1044.727905 Iteration 2F: 3 clusters Score -5425522 nChanged 6346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57842 members Mstep: Class 2 contains 38970 members Entering Unmasked Estep Score: -5430350.000000 Penalty: 1044.727905 Iteration 3F: 3 clusters Score -5430350 nChanged 6774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61004 members Mstep: Class 2 contains 35808 members Entering Unmasked Estep Score: -5436076.500000 Penalty: 1044.727905 Iteration 4F: 3 clusters Score -5436076 nChanged 6097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63525 members Mstep: Class 2 contains 33287 members Entering Unmasked Estep Score: -5440198.500000 Penalty: 1044.727905 Iteration 5F: 3 clusters Score -5440198 nChanged 4339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65464 members Mstep: Class 2 contains 31348 members Entering Unmasked Estep Score: -5442305.000000 Penalty: 1044.727905 Iteration 6Q: 3 clusters Score -5442305 nChanged 2767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67109 members Mstep: Class 2 contains 29703 members Entering Unmasked Estep Score: -5443419.500000 Penalty: 1044.727905 Iteration 7Q: 3 clusters Score -5443420 nChanged 2031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68678 members Mstep: Class 2 contains 28134 members Entering Unmasked Estep Score: -5444207.500000 Penalty: 1044.727905 Iteration 8Q: 3 clusters Score -5444208 nChanged 1814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70232 members Mstep: Class 2 contains 26580 members Entering Unmasked Estep Score: -5445022.000000 Penalty: 1044.727905 Iteration 9Q: 3 clusters Score -5445022 nChanged 1805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71781 members Mstep: Class 2 contains 25031 members Entering Unmasked Estep Score: -5445805.500000 Penalty: 1044.727905 Iteration 10Q: 3 clusters Score -5445806 nChanged 1690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73255 members Mstep: Class 2 contains 23557 members Entering Unmasked Estep Score: -5446515.000000 Penalty: 1044.727905 Iteration 11Q: 3 clusters Score -5446515 nChanged 1530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74593 members Mstep: Class 2 contains 22219 members Entering Unmasked Estep Score: -5447081.000000 Penalty: 1044.727905 Iteration 12Q: 3 clusters Score -5447081 nChanged 1395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75826 members Mstep: Class 2 contains 20986 members Entering Unmasked Estep Score: -5447563.000000 Penalty: 1044.727905 Iteration 13Q: 3 clusters Score -5447563 nChanged 1334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77064 members Mstep: Class 2 contains 19748 members Entering Unmasked Estep Score: -5448006.500000 Penalty: 1044.727905 Iteration 14Q: 3 clusters Score -5448006 nChanged 1270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78282 members Mstep: Class 2 contains 18530 members Entering Unmasked Estep Score: -5448414.500000 Penalty: 1044.727905 Iteration 15Q: 3 clusters Score -5448414 nChanged 1270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79510 members Mstep: Class 2 contains 17302 members Entering Unmasked Estep Score: -5448831.000000 Penalty: 1044.727905 Iteration 16Q: 3 clusters Score -5448831 nChanged 1256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80734 members Mstep: Class 2 contains 16078 members Entering Unmasked Estep Score: -5449301.500000 Penalty: 1044.727905 Iteration 17Q: 3 clusters Score -5449302 nChanged 1202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81918 members Mstep: Class 2 contains 14894 members Entering Unmasked Estep Score: -5449742.000000 Penalty: 1044.727905 Iteration 18Q: 3 clusters Score -5449742 nChanged 1190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83096 members Mstep: Class 2 contains 13716 members Entering Unmasked Estep Score: -5450231.500000 Penalty: 1044.727905 Iteration 19Q: 3 clusters Score -5450232 nChanged 1175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84265 members Mstep: Class 2 contains 12547 members Entering Unmasked Estep Score: -5450679.000000 Penalty: 1044.727905 Iteration 20F: 3 clusters Score -5450679 nChanged 1079 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85334 members Mstep: Class 2 contains 11478 members Entering Unmasked Estep Score: -5451130.000000 Penalty: 1044.727905 Iteration 21Q: 3 clusters Score -5451130 nChanged 1078 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86408 members Mstep: Class 2 contains 10404 members Entering Unmasked Estep Score: -5451559.500000 Penalty: 1044.727905 Iteration 22Q: 3 clusters Score -5451560 nChanged 1090 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87498 members Mstep: Class 2 contains 9314 members Entering Unmasked Estep Score: -5452031.500000 Penalty: 1044.727905 Iteration 23Q: 3 clusters Score -5452032 nChanged 1062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88560 members Mstep: Class 2 contains 8252 members Entering Unmasked Estep Score: -5452502.000000 Penalty: 1044.727905 Iteration 24Q: 3 clusters Score -5452502 nChanged 1040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89600 members Mstep: Class 2 contains 7212 members Entering Unmasked Estep Score: -5452956.500000 Penalty: 1044.727905 Iteration 25Q: 3 clusters Score -5452956 nChanged 1013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90613 members Mstep: Class 2 contains 6199 members Entering Unmasked Estep Score: -5453404.500000 Penalty: 1044.727905 Iteration 26Q: 3 clusters Score -5453404 nChanged 971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91584 members Mstep: Class 2 contains 5228 members Entering Unmasked Estep Score: -5453866.500000 Penalty: 1044.727905 Iteration 27Q: 3 clusters Score -5453866 nChanged 950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92534 members Mstep: Class 2 contains 4278 members Entering Unmasked Estep Score: -5454351.000000 Penalty: 1044.727905 Iteration 28Q: 3 clusters Score -5454351 nChanged 901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93435 members Mstep: Class 2 contains 3377 members Entering Unmasked Estep Score: -5454880.500000 Penalty: 1044.727905 Iteration 29Q: 3 clusters Score -5454880 nChanged 824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94259 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -5455344.000000 Penalty: 1044.727905 Iteration 30Q: 3 clusters Score -5455344 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94953 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -5455754.000000 Penalty: 1044.727905 Iteration 31Q: 3 clusters Score -5455754 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95486 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -5456063.000000 Penalty: 1044.727905 Iteration 32Q: 3 clusters Score -5456063 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95877 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -5456292.500000 Penalty: 1044.727905 Iteration 33Q: 3 clusters Score -5456292 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96138 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -5456452.500000 Penalty: 1044.727905 Iteration 34Q: 3 clusters Score -5456452 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96293 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -5456534.500000 Penalty: 1044.727905 Iteration 35Q: 3 clusters Score -5456534 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96386 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -5456591.500000 Penalty: 1044.727905 Iteration 36Q: 3 clusters Score -5456592 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96447 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -5456612.000000 Penalty: 1044.727905 Iteration 37Q: 3 clusters Score -5456612 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96487 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -5456640.500000 Penalty: 1044.727905 Iteration 38Q: 3 clusters Score -5456640 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96523 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -5456673.000000 Penalty: 1044.727905 Iteration 39Q: 3 clusters Score -5456673 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96546 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -5456695.500000 Penalty: 1044.727905 Iteration 40F: 3 clusters Score -5456696 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96557 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -5456705.500000 Penalty: 1044.727905 Iteration 41Q: 3 clusters Score -5456706 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96573 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -5456729.500000 Penalty: 1044.727905 Iteration 42Q: 3 clusters Score -5456730 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96580 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -5456734.500000 Penalty: 1044.727905 Iteration 43Q: 3 clusters Score -5456734 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96586 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -5456736.000000 Penalty: 1044.727905 Iteration 44Q: 3 clusters Score -5456736 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96591 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -5456739.500000 Penalty: 1044.727905 Iteration 45Q: 3 clusters Score -5456740 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96598 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -5456746.500000 Penalty: 1044.727905 Iteration 46Q: 3 clusters Score -5456746 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96605 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -5456752.000000 Penalty: 1044.727905 Iteration 47Q: 3 clusters Score -5456752 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96614 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -5456758.500000 Penalty: 1044.727905 Iteration 48Q: 3 clusters Score -5456758 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96618 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -5456762.000000 Penalty: 1044.727905 Iteration 49Q: 3 clusters Score -5456762 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96616 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -5456766.500000 Penalty: 1044.727905 Iteration 50Q: 3 clusters Score -5456766 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96617 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -5456768.000000 Penalty: 1044.727905 Iteration 51Q: 3 clusters Score -5456768 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96621 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -5456770.500000 Penalty: 1044.727905 Iteration 52Q: 3 clusters Score -5456770 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96625 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -5456773.000000 Penalty: 1044.727905 Iteration 53Q: 3 clusters Score -5456773 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96629 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -5456773.500000 Penalty: 1044.727905 Iteration 54Q: 3 clusters Score -5456774 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96631 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -5456778.500000 Penalty: 1044.727905 Iteration 55Q: 3 clusters Score -5456778 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96632 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -5456778.000000 Penalty: 1044.727905 Iteration 56Q: 3 clusters Score -5456778 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96632 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -5456778.000000 Penalty: 1044.727905 Iteration 57F: 3 clusters Score -5456778 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (71 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Entering Unmasked Estep Score: -3241.858887 Penalty: 193.951935 Iteration 0F: 2 clusters Score -3241.859 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -3088.614502 Penalty: 387.903870 Iteration 0F: 3 clusters Score -3088.615 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -3112.427246 Penalty: 387.903870 Iteration 1F: 3 clusters Score -3112.427 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35 members Mstep: Class 2 contains 36 members Entering Unmasked Estep Score: -3115.584961 Penalty: 387.903870 Iteration 2Q: 3 clusters Score -3115.585 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35 members Mstep: Class 2 contains 36 members Entering Unmasked Estep Score: -3115.584961 Penalty: 387.903870 Iteration 3F: 3 clusters Score -3115.585 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (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: -7521.005859 Penalty: 230.635147 Iteration 0F: 2 clusters Score -7521.006 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -7265.761230 Penalty: 461.270294 Iteration 0F: 3 clusters Score -7265.761 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -7383.348145 Penalty: 461.270294 Iteration 1F: 3 clusters Score -7383.348 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -7419.573242 Penalty: 461.270294 Iteration 2F: 3 clusters Score -7419.573 nChanged 9 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: -7441.866211 Penalty: 461.270294 Iteration 3F: 3 clusters Score -7441.866 nChanged 6 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: -7471.419922 Penalty: 461.270294 Iteration 4Q: 3 clusters Score -7471.42 nChanged 3 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: -7483.614746 Penalty: 461.270294 Iteration 5Q: 3 clusters Score -7483.615 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 35 members Entering Unmasked Estep Score: -7491.025391 Penalty: 461.270294 Iteration 6Q: 3 clusters Score -7491.025 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 34 members Entering Unmasked Estep Score: -7492.288086 Penalty: 461.270294 Iteration 7Q: 3 clusters Score -7492.288 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 34 members Entering Unmasked Estep Score: -7492.288086 Penalty: 461.270294 Iteration 8F: 3 clusters Score -7492.288 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (109 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Entering Unmasked Estep Score: -4770.274902 Penalty: 213.456345 Iteration 0F: 2 clusters Score -4770.275 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -4580.986328 Penalty: 426.912689 Iteration 0F: 3 clusters Score -4580.986 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -4615.210938 Penalty: 426.912689 Iteration 1F: 3 clusters Score -4615.211 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -4647.464355 Penalty: 426.912689 Iteration 2F: 3 clusters Score -4647.464 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -4656.297852 Penalty: 426.912689 Iteration 3Q: 3 clusters Score -4656.298 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -4657.420898 Penalty: 426.912689 Iteration 4Q: 3 clusters Score -4657.421 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -4657.420898 Penalty: 426.912689 Iteration 5F: 3 clusters Score -4657.421 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (213 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Entering Unmasked Estep Score: -9700.407227 Penalty: 243.938797 Iteration 0F: 2 clusters Score -9700.407 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 107 members Entering Unmasked Estep Score: -9397.599609 Penalty: 487.877594 Iteration 0F: 3 clusters Score -9397.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -9485.058594 Penalty: 487.877594 Iteration 1F: 3 clusters Score -9485.059 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -9560.242188 Penalty: 487.877594 Iteration 2F: 3 clusters Score -9560.242 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -9594.337891 Penalty: 487.877594 Iteration 3F: 3 clusters Score -9594.338 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -9633.535156 Penalty: 487.877594 Iteration 4Q: 3 clusters Score -9633.535 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -9665.480469 Penalty: 487.877594 Iteration 5Q: 3 clusters Score -9665.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -9670.751953 Penalty: 487.877594 Iteration 6Q: 3 clusters Score -9670.752 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -9673.793945 Penalty: 487.877594 Iteration 7Q: 3 clusters Score -9673.794 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -9680.533203 Penalty: 487.877594 Iteration 8Q: 3 clusters Score -9680.533 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -9681.840820 Penalty: 487.877594 Iteration 9Q: 3 clusters Score -9681.841 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -9682.690430 Penalty: 487.877594 Iteration 10Q: 3 clusters Score -9682.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -9682.690430 Penalty: 487.877594 Iteration 11F: 3 clusters Score -9682.69 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (1626 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Entering Unmasked Estep Score: -88540.054688 Penalty: 336.421478 Iteration 0F: 2 clusters Score -88540.05 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -87290.531250 Penalty: 672.842957 Iteration 0F: 3 clusters Score -87290.53 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -87672.929688 Penalty: 672.842957 Iteration 1F: 3 clusters Score -87672.93 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -87726.914062 Penalty: 672.842957 Iteration 2F: 3 clusters Score -87726.91 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -87772.156250 Penalty: 672.842957 Iteration 3F: 3 clusters Score -87772.16 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -87808.476562 Penalty: 672.842957 Iteration 4Q: 3 clusters Score -87808.48 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -87849.687500 Penalty: 672.842957 Iteration 5Q: 3 clusters Score -87849.69 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -87887.546875 Penalty: 672.842957 Iteration 6Q: 3 clusters Score -87887.55 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -87931.171875 Penalty: 672.842957 Iteration 7Q: 3 clusters Score -87931.17 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -87970.140625 Penalty: 672.842957 Iteration 8Q: 3 clusters Score -87970.14 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -88007.078125 Penalty: 672.842957 Iteration 9Q: 3 clusters Score -88007.08 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -88045.039062 Penalty: 672.842957 Iteration 10Q: 3 clusters Score -88045.04 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -88071.078125 Penalty: 672.842957 Iteration 11Q: 3 clusters Score -88071.08 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -88104.500000 Penalty: 672.842957 Iteration 12Q: 3 clusters Score -88104.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -88135.507812 Penalty: 672.842957 Iteration 13Q: 3 clusters Score -88135.51 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -88151.250000 Penalty: 672.842957 Iteration 14Q: 3 clusters Score -88151.25 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -88165.625000 Penalty: 672.842957 Iteration 15Q: 3 clusters Score -88165.62 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -88177.296875 Penalty: 672.842957 Iteration 16Q: 3 clusters Score -88177.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -88189.812500 Penalty: 672.842957 Iteration 17Q: 3 clusters Score -88189.81 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -88203.265625 Penalty: 672.842957 Iteration 18Q: 3 clusters Score -88203.27 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -88221.843750 Penalty: 672.842957 Iteration 19Q: 3 clusters Score -88221.84 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -88243.500000 Penalty: 672.842957 Iteration 20F: 3 clusters Score -88243.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -88264.523438 Penalty: 672.842957 Iteration 21Q: 3 clusters Score -88264.52 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -88276.015625 Penalty: 672.842957 Iteration 22Q: 3 clusters Score -88276.02 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -88283.156250 Penalty: 672.842957 Iteration 23Q: 3 clusters Score -88283.16 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -88287.523438 Penalty: 672.842957 Iteration 24Q: 3 clusters Score -88287.52 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -88293.601562 Penalty: 672.842957 Iteration 25Q: 3 clusters Score -88293.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -88299.054688 Penalty: 672.842957 Iteration 26Q: 3 clusters Score -88299.05 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -88301.429688 Penalty: 672.842957 Iteration 27Q: 3 clusters Score -88301.43 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -88305.976562 Penalty: 672.842957 Iteration 28Q: 3 clusters Score -88305.98 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -88308.593750 Penalty: 672.842957 Iteration 29Q: 3 clusters Score -88308.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -88309.414062 Penalty: 672.842957 Iteration 30Q: 3 clusters Score -88309.41 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -88310.710938 Penalty: 672.842957 Iteration 31Q: 3 clusters Score -88310.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -88311.804688 Penalty: 672.842957 Iteration 32Q: 3 clusters Score -88311.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -88313.796875 Penalty: 672.842957 Iteration 33Q: 3 clusters Score -88313.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -88314.976562 Penalty: 672.842957 Iteration 34Q: 3 clusters Score -88314.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -88315.375000 Penalty: 672.842957 Iteration 35Q: 3 clusters Score -88315.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -88315.492188 Penalty: 672.842957 Iteration 36Q: 3 clusters Score -88315.49 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -88315.492188 Penalty: 672.842957 Iteration 37F: 3 clusters Score -88315.49 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (228 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Entering Unmasked Estep Score: -9757.780273 Penalty: 247.035233 Iteration 0F: 2 clusters Score -9757.78 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 110 members Entering Unmasked Estep Score: -9451.615234 Penalty: 494.070465 Iteration 0F: 3 clusters Score -9451.615 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -9525.677734 Penalty: 494.070465 Iteration 1F: 3 clusters Score -9525.678 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -9543.849609 Penalty: 494.070465 Iteration 2F: 3 clusters Score -9543.85 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -9548.616211 Penalty: 494.070465 Iteration 3Q: 3 clusters Score -9548.616 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -9550.377930 Penalty: 494.070465 Iteration 4Q: 3 clusters Score -9550.378 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -9552.604492 Penalty: 494.070465 Iteration 5Q: 3 clusters Score -9552.604 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -9554.841797 Penalty: 494.070465 Iteration 6Q: 3 clusters Score -9554.842 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -9554.841797 Penalty: 494.070465 Iteration 7F: 3 clusters Score -9554.842 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (269 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Entering Unmasked Estep Score: -14515.463867 Penalty: 254.559357 Iteration 0F: 2 clusters Score -14515.46 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -14171.275391 Penalty: 509.118713 Iteration 0F: 3 clusters Score -14171.28 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -14256.027344 Penalty: 509.118713 Iteration 1F: 3 clusters Score -14256.03 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -14274.390625 Penalty: 509.118713 Iteration 2F: 3 clusters Score -14274.39 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -14280.864258 Penalty: 509.118713 Iteration 3Q: 3 clusters Score -14280.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -14283.724609 Penalty: 509.118713 Iteration 4Q: 3 clusters Score -14283.72 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -14283.877930 Penalty: 509.118713 Iteration 5Q: 3 clusters Score -14283.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -14283.877930 Penalty: 509.118713 Iteration 6F: 3 clusters Score -14283.88 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (1585 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Entering Unmasked Estep Score: -87406.875000 Penalty: 335.259460 Iteration 0F: 2 clusters Score -87406.88 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -86224.671875 Penalty: 670.518921 Iteration 0F: 3 clusters Score -86224.67 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -86631.585938 Penalty: 670.518921 Iteration 1F: 3 clusters Score -86631.59 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -86702.429688 Penalty: 670.518921 Iteration 2F: 3 clusters Score -86702.43 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -86756.625000 Penalty: 670.518921 Iteration 3F: 3 clusters Score -86756.62 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -86795.015625 Penalty: 670.518921 Iteration 4Q: 3 clusters Score -86795.02 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -86826.101562 Penalty: 670.518921 Iteration 5Q: 3 clusters Score -86826.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -86857.226562 Penalty: 670.518921 Iteration 6Q: 3 clusters Score -86857.23 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -86887.890625 Penalty: 670.518921 Iteration 7Q: 3 clusters Score -86887.89 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -86910.960938 Penalty: 670.518921 Iteration 8Q: 3 clusters Score -86910.96 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -86924.828125 Penalty: 670.518921 Iteration 9Q: 3 clusters Score -86924.83 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -86936.914062 Penalty: 670.518921 Iteration 10Q: 3 clusters Score -86936.91 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -86947.093750 Penalty: 670.518921 Iteration 11Q: 3 clusters Score -86947.09 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -86957.828125 Penalty: 670.518921 Iteration 12Q: 3 clusters Score -86957.83 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -86965.835938 Penalty: 670.518921 Iteration 13Q: 3 clusters Score -86965.84 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -86969.656250 Penalty: 670.518921 Iteration 14Q: 3 clusters Score -86969.66 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -86974.726562 Penalty: 670.518921 Iteration 15Q: 3 clusters Score -86974.73 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -86979.843750 Penalty: 670.518921 Iteration 16Q: 3 clusters Score -86979.84 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -86986.062500 Penalty: 670.518921 Iteration 17Q: 3 clusters Score -86986.06 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -86991.226562 Penalty: 670.518921 Iteration 18Q: 3 clusters Score -86991.23 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -86997.421875 Penalty: 670.518921 Iteration 19Q: 3 clusters Score -86997.42 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -87004.000000 Penalty: 670.518921 Iteration 20F: 3 clusters Score -87004 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -87013.976562 Penalty: 670.518921 Iteration 21Q: 3 clusters Score -87013.98 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -87025.687500 Penalty: 670.518921 Iteration 22Q: 3 clusters Score -87025.69 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -87034.171875 Penalty: 670.518921 Iteration 23Q: 3 clusters Score -87034.17 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -87046.484375 Penalty: 670.518921 Iteration 24Q: 3 clusters Score -87046.48 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -87059.492188 Penalty: 670.518921 Iteration 25Q: 3 clusters Score -87059.49 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -87069.960938 Penalty: 670.518921 Iteration 26Q: 3 clusters Score -87069.96 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -87073.468750 Penalty: 670.518921 Iteration 27Q: 3 clusters Score -87073.47 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -87075.031250 Penalty: 670.518921 Iteration 28Q: 3 clusters Score -87075.03 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -87075.484375 Penalty: 670.518921 Iteration 29Q: 3 clusters Score -87075.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -87075.695312 Penalty: 670.518921 Iteration 30Q: 3 clusters Score -87075.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -87075.960938 Penalty: 670.518921 Iteration 31Q: 3 clusters Score -87075.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -87076.343750 Penalty: 670.518921 Iteration 32Q: 3 clusters Score -87076.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -87076.429688 Penalty: 670.518921 Iteration 33Q: 3 clusters Score -87076.43 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -87076.429688 Penalty: 670.518921 Iteration 34F: 3 clusters Score -87076.43 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (5420 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5420 members Entering Unmasked Estep Score: -328876.625000 Penalty: 391.202209 Iteration 0F: 2 clusters Score -328876.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2688 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -325185.593750 Penalty: 782.404419 Iteration 0F: 3 clusters Score -325185.6 nChanged 2480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 2942 members Entering Unmasked Estep Score: -326528.687500 Penalty: 782.404419 Iteration 1F: 3 clusters Score -326528.7 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Mstep: Class 2 contains 3013 members Entering Unmasked Estep Score: -326678.468750 Penalty: 782.404419 Iteration 2Q: 3 clusters Score -326678.5 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 3115 members Entering Unmasked Estep Score: -326923.875000 Penalty: 782.404419 Iteration 3F: 3 clusters Score -326923.9 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 3210 members Entering Unmasked Estep Score: -327197.406250 Penalty: 782.404419 Iteration 4F: 3 clusters Score -327197.4 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 3282 members Entering Unmasked Estep Score: -327501.625000 Penalty: 782.404419 Iteration 5F: 3 clusters Score -327501.6 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 3337 members Entering Unmasked Estep Score: -327724.593750 Penalty: 782.404419 Iteration 6F: 3 clusters Score -327724.6 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 3376 members Entering Unmasked Estep Score: -327829.593750 Penalty: 782.404419 Iteration 7Q: 3 clusters Score -327829.6 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 3390 members Entering Unmasked Estep Score: -327863.687500 Penalty: 782.404419 Iteration 8Q: 3 clusters Score -327863.7 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 3402 members Entering Unmasked Estep Score: -327883.968750 Penalty: 782.404419 Iteration 9Q: 3 clusters Score -327884 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2004 members Mstep: Class 2 contains 3416 members Entering Unmasked Estep Score: -327896.781250 Penalty: 782.404419 Iteration 10Q: 3 clusters Score -327896.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 3432 members Entering Unmasked Estep Score: -327908.718750 Penalty: 782.404419 Iteration 11Q: 3 clusters Score -327908.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 3458 members Entering Unmasked Estep Score: -327926.093750 Penalty: 782.404419 Iteration 12Q: 3 clusters Score -327926.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 3493 members Entering Unmasked Estep Score: -327950.000000 Penalty: 782.404419 Iteration 13Q: 3 clusters Score -327950 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 3519 members Entering Unmasked Estep Score: -327972.812500 Penalty: 782.404419 Iteration 14Q: 3 clusters Score -327972.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 3544 members Entering Unmasked Estep Score: -327990.000000 Penalty: 782.404419 Iteration 15Q: 3 clusters Score -327990 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 3561 members Entering Unmasked Estep Score: -327999.000000 Penalty: 782.404419 Iteration 16Q: 3 clusters Score -327999 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 3583 members Entering Unmasked Estep Score: -328008.625000 Penalty: 782.404419 Iteration 17Q: 3 clusters Score -328008.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 3602 members Entering Unmasked Estep Score: -328016.750000 Penalty: 782.404419 Iteration 18Q: 3 clusters Score -328016.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 3623 members Entering Unmasked Estep Score: -328023.875000 Penalty: 782.404419 Iteration 19Q: 3 clusters Score -328023.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 3646 members Entering Unmasked Estep Score: -328032.968750 Penalty: 782.404419 Iteration 20F: 3 clusters Score -328033 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 3675 members Entering Unmasked Estep Score: -328041.843750 Penalty: 782.404419 Iteration 21Q: 3 clusters Score -328041.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 3701 members Entering Unmasked Estep Score: -328048.125000 Penalty: 782.404419 Iteration 22Q: 3 clusters Score -328048.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 3726 members Entering Unmasked Estep Score: -328053.406250 Penalty: 782.404419 Iteration 23Q: 3 clusters Score -328053.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 3756 members Entering Unmasked Estep Score: -328064.000000 Penalty: 782.404419 Iteration 24Q: 3 clusters Score -328064 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 3782 members Entering Unmasked Estep Score: -328072.437500 Penalty: 782.404419 Iteration 25Q: 3 clusters Score -328072.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 3816 members Entering Unmasked Estep Score: -328086.375000 Penalty: 782.404419 Iteration 26Q: 3 clusters Score -328086.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 3857 members Entering Unmasked Estep Score: -328105.343750 Penalty: 782.404419 Iteration 27Q: 3 clusters Score -328105.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 3901 members Entering Unmasked Estep Score: -328126.375000 Penalty: 782.404419 Iteration 28Q: 3 clusters Score -328126.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 3956 members Entering Unmasked Estep Score: -328148.718750 Penalty: 782.404419 Iteration 29Q: 3 clusters Score -328148.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 4011 members Entering Unmasked Estep Score: -328169.906250 Penalty: 782.404419 Iteration 30Q: 3 clusters Score -328169.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 4067 members Entering Unmasked Estep Score: -328189.781250 Penalty: 782.404419 Iteration 31Q: 3 clusters Score -328189.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 4118 members Entering Unmasked Estep Score: -328209.343750 Penalty: 782.404419 Iteration 32Q: 3 clusters Score -328209.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 4170 members Entering Unmasked Estep Score: -328229.156250 Penalty: 782.404419 Iteration 33Q: 3 clusters Score -328229.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 4224 members Entering Unmasked Estep Score: -328247.343750 Penalty: 782.404419 Iteration 34Q: 3 clusters Score -328247.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 4266 members Entering Unmasked Estep Score: -328261.562500 Penalty: 782.404419 Iteration 35Q: 3 clusters Score -328261.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 4306 members Entering Unmasked Estep Score: -328273.500000 Penalty: 782.404419 Iteration 36Q: 3 clusters Score -328273.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 4337 members Entering Unmasked Estep Score: -328282.187500 Penalty: 782.404419 Iteration 37Q: 3 clusters Score -328282.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 4366 members Entering Unmasked Estep Score: -328289.500000 Penalty: 782.404419 Iteration 38Q: 3 clusters Score -328289.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 4393 members Entering Unmasked Estep Score: -328297.218750 Penalty: 782.404419 Iteration 39Q: 3 clusters Score -328297.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 4424 members Entering Unmasked Estep Score: -328307.187500 Penalty: 782.404419 Iteration 40F: 3 clusters Score -328307.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 4455 members Entering Unmasked Estep Score: -328315.812500 Penalty: 782.404419 Iteration 41Q: 3 clusters Score -328315.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 4478 members Entering Unmasked Estep Score: -328322.281250 Penalty: 782.404419 Iteration 42Q: 3 clusters Score -328322.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 4511 members Entering Unmasked Estep Score: -328333.125000 Penalty: 782.404419 Iteration 43Q: 3 clusters Score -328333.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 4542 members Entering Unmasked Estep Score: -328342.625000 Penalty: 782.404419 Iteration 44Q: 3 clusters Score -328342.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 4573 members Entering Unmasked Estep Score: -328350.906250 Penalty: 782.404419 Iteration 45Q: 3 clusters Score -328350.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 4609 members Entering Unmasked Estep Score: -328362.531250 Penalty: 782.404419 Iteration 46Q: 3 clusters Score -328362.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 4638 members Entering Unmasked Estep Score: -328370.812500 Penalty: 782.404419 Iteration 47Q: 3 clusters Score -328370.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 4666 members Entering Unmasked Estep Score: -328377.250000 Penalty: 782.404419 Iteration 48Q: 3 clusters Score -328377.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 4692 members Entering Unmasked Estep Score: -328385.500000 Penalty: 782.404419 Iteration 49Q: 3 clusters Score -328385.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 4717 members Entering Unmasked Estep Score: -328393.718750 Penalty: 782.404419 Iteration 50Q: 3 clusters Score -328393.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 4741 members Entering Unmasked Estep Score: -328401.343750 Penalty: 782.404419 Iteration 51Q: 3 clusters Score -328401.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 4765 members Entering Unmasked Estep Score: -328408.500000 Penalty: 782.404419 Iteration 52Q: 3 clusters Score -328408.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 4791 members Entering Unmasked Estep Score: -328417.218750 Penalty: 782.404419 Iteration 53Q: 3 clusters Score -328417.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 4819 members Entering Unmasked Estep Score: -328424.937500 Penalty: 782.404419 Iteration 54Q: 3 clusters Score -328424.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 4839 members Entering Unmasked Estep Score: -328430.406250 Penalty: 782.404419 Iteration 55Q: 3 clusters Score -328430.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 4858 members Entering Unmasked Estep Score: -328435.375000 Penalty: 782.404419 Iteration 56Q: 3 clusters Score -328435.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 4873 members Entering Unmasked Estep Score: -328438.218750 Penalty: 782.404419 Iteration 57Q: 3 clusters Score -328438.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 4883 members Entering Unmasked Estep Score: -328440.843750 Penalty: 782.404419 Iteration 58Q: 3 clusters Score -328440.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 4891 members Entering Unmasked Estep Score: -328442.593750 Penalty: 782.404419 Iteration 59Q: 3 clusters Score -328442.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 4900 members Entering Unmasked Estep Score: -328444.562500 Penalty: 782.404419 Iteration 60F: 3 clusters Score -328444.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 4909 members Entering Unmasked Estep Score: -328448.156250 Penalty: 782.404419 Iteration 61Q: 3 clusters Score -328448.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 4919 members Entering Unmasked Estep Score: -328452.500000 Penalty: 782.404419 Iteration 62Q: 3 clusters Score -328452.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 4926 members Entering Unmasked Estep Score: -328454.531250 Penalty: 782.404419 Iteration 63Q: 3 clusters Score -328454.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 4930 members Entering Unmasked Estep Score: -328455.562500 Penalty: 782.404419 Iteration 64Q: 3 clusters Score -328455.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 4936 members Entering Unmasked Estep Score: -328456.562500 Penalty: 782.404419 Iteration 65Q: 3 clusters Score -328456.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 4938 members Entering Unmasked Estep Score: -328457.375000 Penalty: 782.404419 Iteration 66Q: 3 clusters Score -328457.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 4940 members Entering Unmasked Estep Score: -328457.156250 Penalty: 782.404419 Iteration 67Q: 3 clusters Score -328457.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 4945 members Entering Unmasked Estep Score: -328458.125000 Penalty: 782.404419 Iteration 68Q: 3 clusters Score -328458.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 4950 members Entering Unmasked Estep Score: -328458.750000 Penalty: 782.404419 Iteration 69Q: 3 clusters Score -328458.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 4953 members Entering Unmasked Estep Score: -328459.406250 Penalty: 782.404419 Iteration 70Q: 3 clusters Score -328459.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 4958 members Entering Unmasked Estep Score: -328460.687500 Penalty: 782.404419 Iteration 71Q: 3 clusters Score -328460.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 4968 members Entering Unmasked Estep Score: -328464.062500 Penalty: 782.404419 Iteration 72Q: 3 clusters Score -328464.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 4977 members Entering Unmasked Estep Score: -328465.593750 Penalty: 782.404419 Iteration 73Q: 3 clusters Score -328465.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 4984 members Entering Unmasked Estep Score: -328468.343750 Penalty: 782.404419 Iteration 74Q: 3 clusters Score -328468.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 4992 members Entering Unmasked Estep Score: -328470.125000 Penalty: 782.404419 Iteration 75Q: 3 clusters Score -328470.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 5002 members Entering Unmasked Estep Score: -328473.156250 Penalty: 782.404419 Iteration 76Q: 3 clusters Score -328473.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 5014 members Entering Unmasked Estep Score: -328476.843750 Penalty: 782.404419 Iteration 77Q: 3 clusters Score -328476.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 5034 members Entering Unmasked Estep Score: -328486.718750 Penalty: 782.404419 Iteration 78Q: 3 clusters Score -328486.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 5050 members Entering Unmasked Estep Score: -328492.375000 Penalty: 782.404419 Iteration 79Q: 3 clusters Score -328492.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 5061 members Entering Unmasked Estep Score: -328496.312500 Penalty: 782.404419 Iteration 80F: 3 clusters Score -328496.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 5074 members Entering Unmasked Estep Score: -328502.593750 Penalty: 782.404419 Iteration 81Q: 3 clusters Score -328502.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 5087 members Entering Unmasked Estep Score: -328510.218750 Penalty: 782.404419 Iteration 82Q: 3 clusters Score -328510.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 5101 members Entering Unmasked Estep Score: -328519.312500 Penalty: 782.404419 Iteration 83Q: 3 clusters Score -328519.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 5113 members Entering Unmasked Estep Score: -328525.437500 Penalty: 782.404419 Iteration 84Q: 3 clusters Score -328525.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 5127 members Entering Unmasked Estep Score: -328531.718750 Penalty: 782.404419 Iteration 85Q: 3 clusters Score -328531.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 5136 members Entering Unmasked Estep Score: -328535.000000 Penalty: 782.404419 Iteration 86Q: 3 clusters Score -328535 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 5142 members Entering Unmasked Estep Score: -328537.375000 Penalty: 782.404419 Iteration 87Q: 3 clusters Score -328537.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 5152 members Entering Unmasked Estep Score: -328542.812500 Penalty: 782.404419 Iteration 88Q: 3 clusters Score -328542.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 5163 members Entering Unmasked Estep Score: -328551.750000 Penalty: 782.404419 Iteration 89Q: 3 clusters Score -328551.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 5174 members Entering Unmasked Estep Score: -328559.031250 Penalty: 782.404419 Iteration 90Q: 3 clusters Score -328559 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 5181 members Entering Unmasked Estep Score: -328561.937500 Penalty: 782.404419 Iteration 91Q: 3 clusters Score -328561.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 5186 members Entering Unmasked Estep Score: -328564.875000 Penalty: 782.404419 Iteration 92Q: 3 clusters Score -328564.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 5191 members Entering Unmasked Estep Score: -328567.750000 Penalty: 782.404419 Iteration 93Q: 3 clusters Score -328567.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 5192 members Entering Unmasked Estep Score: -328567.593750 Penalty: 782.404419 Iteration 94Q: 3 clusters Score -328567.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 5195 members Entering Unmasked Estep Score: -328568.656250 Penalty: 782.404419 Iteration 95Q: 3 clusters Score -328568.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 5197 members Entering Unmasked Estep Score: -328569.031250 Penalty: 782.404419 Iteration 96Q: 3 clusters Score -328569 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 5197 members Entering Unmasked Estep Score: -328569.031250 Penalty: 782.404419 Iteration 97F: 3 clusters Score -328569 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (261 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Entering Unmasked Estep Score: -10320.056641 Penalty: 253.185669 Iteration 0F: 2 clusters Score -10320.06 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -9984.773438 Penalty: 506.371338 Iteration 0F: 3 clusters Score -9984.773 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -10060.858398 Penalty: 506.371338 Iteration 1F: 3 clusters Score -10060.86 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -10098.383789 Penalty: 506.371338 Iteration 2F: 3 clusters Score -10098.38 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -10115.756836 Penalty: 506.371338 Iteration 3Q: 3 clusters Score -10115.76 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -10128.909180 Penalty: 506.371338 Iteration 4Q: 3 clusters Score -10128.91 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -10134.828125 Penalty: 506.371338 Iteration 5Q: 3 clusters Score -10134.83 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -10140.415039 Penalty: 506.371338 Iteration 6Q: 3 clusters Score -10140.42 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -10142.317383 Penalty: 506.371338 Iteration 7Q: 3 clusters Score -10142.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -10142.919922 Penalty: 506.371338 Iteration 8Q: 3 clusters Score -10142.92 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -10144.477539 Penalty: 506.371338 Iteration 9Q: 3 clusters Score -10144.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -10147.745117 Penalty: 506.371338 Iteration 10Q: 3 clusters Score -10147.75 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -10153.750000 Penalty: 506.371338 Iteration 11Q: 3 clusters Score -10153.75 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -10155.765625 Penalty: 506.371338 Iteration 12Q: 3 clusters Score -10155.77 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -10155.765625 Penalty: 506.371338 Iteration 13F: 3 clusters Score -10155.77 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (310 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Entering Unmasked Estep Score: -16251.700195 Penalty: 261.014038 Iteration 0F: 2 clusters Score -16251.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -15864.463867 Penalty: 522.028076 Iteration 0F: 3 clusters Score -15864.46 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -15966.299805 Penalty: 522.028076 Iteration 1F: 3 clusters Score -15966.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -15995.693359 Penalty: 522.028076 Iteration 2F: 3 clusters Score -15995.69 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -16005.324219 Penalty: 522.028076 Iteration 3Q: 3 clusters Score -16005.32 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -16012.385742 Penalty: 522.028076 Iteration 4Q: 3 clusters Score -16012.39 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -16017.880859 Penalty: 522.028076 Iteration 5Q: 3 clusters Score -16017.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -16021.826172 Penalty: 522.028076 Iteration 6Q: 3 clusters Score -16021.83 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -16021.826172 Penalty: 522.028076 Iteration 7F: 3 clusters Score -16021.83 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (141 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Entering Unmasked Estep Score: -7274.313965 Penalty: 225.168579 Iteration 0F: 2 clusters Score -7274.314 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -7044.858887 Penalty: 450.337158 Iteration 0F: 3 clusters Score -7044.859 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -7084.353516 Penalty: 450.337158 Iteration 1F: 3 clusters Score -7084.354 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -7089.532715 Penalty: 450.337158 Iteration 2Q: 3 clusters Score -7089.533 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -7089.824219 Penalty: 450.337158 Iteration 3Q: 3 clusters Score -7089.824 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -7089.824219 Penalty: 450.337158 Iteration 4F: 3 clusters Score -7089.824 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (143 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Entering Unmasked Estep Score: -6547.562988 Penalty: 225.809448 Iteration 0F: 2 clusters Score -6547.563 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -6317.398926 Penalty: 451.618896 Iteration 0F: 3 clusters Score -6317.399 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -6352.416504 Penalty: 451.618896 Iteration 1F: 3 clusters Score -6352.417 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -6357.030762 Penalty: 451.618896 Iteration 2Q: 3 clusters Score -6357.031 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -6358.329102 Penalty: 451.618896 Iteration 3Q: 3 clusters Score -6358.329 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -6362.386230 Penalty: 451.618896 Iteration 4Q: 3 clusters Score -6362.386 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -6362.386230 Penalty: 451.618896 Iteration 5F: 3 clusters Score -6362.386 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (285 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Entering Unmasked Estep Score: -11921.242188 Penalty: 257.188263 Iteration 0F: 2 clusters Score -11921.24 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -11607.874023 Penalty: 514.376526 Iteration 0F: 3 clusters Score -11607.87 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -11839.059570 Penalty: 514.376526 Iteration 1F: 3 clusters Score -11839.06 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -11925.975586 Penalty: 514.376526 Iteration 2F: 3 clusters Score -11925.98 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -11958.521484 Penalty: 514.376526 Iteration 3Q: 3 clusters Score -11958.52 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -11983.518555 Penalty: 514.376526 Iteration 4Q: 3 clusters Score -11983.52 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -12013.972656 Penalty: 514.376526 Iteration 5Q: 3 clusters Score -12013.97 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -12038.653320 Penalty: 514.376526 Iteration 6Q: 3 clusters Score -12038.65 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -12065.410156 Penalty: 514.376526 Iteration 7Q: 3 clusters Score -12065.41 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -12083.800781 Penalty: 514.376526 Iteration 8Q: 3 clusters Score -12083.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -12096.132812 Penalty: 514.376526 Iteration 9Q: 3 clusters Score -12096.13 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -12106.310547 Penalty: 514.376526 Iteration 10Q: 3 clusters Score -12106.31 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -12112.425781 Penalty: 514.376526 Iteration 11Q: 3 clusters Score -12112.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -12118.319336 Penalty: 514.376526 Iteration 12Q: 3 clusters Score -12118.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -12119.388672 Penalty: 514.376526 Iteration 13Q: 3 clusters Score -12119.39 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -12119.388672 Penalty: 514.376526 Iteration 14F: 3 clusters Score -12119.39 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1176 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 816 members Mstep: Class 4 contains 15165 members Mstep: Class 5 contains 130 members Mstep: Class 6 contains 779 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3175 members Mstep: Class 10 contains 1190 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 9999 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 96812 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 228 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 5420 members Mstep: Class 26 contains 261 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 146 members Mstep: Class 31 contains 943 members Mstep: Class 32 contains 192 members Mstep: Class 33 contains 139 members Entering Unmasked Estep Score: -7912408.000000 Penalty: 17842.175781 Splitting cluster 30 changes total score from -7912492.000000 to -7912408.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 31 (943 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Entering Unmasked Estep Score: -57518.152344 Penalty: 311.632507 Iteration 0F: 2 clusters Score -57518.15 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -56748.332031 Penalty: 623.265015 Iteration 0F: 3 clusters Score -56748.33 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -56938.484375 Penalty: 623.265015 Iteration 1F: 3 clusters Score -56938.48 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -56964.542969 Penalty: 623.265015 Iteration 2F: 3 clusters Score -56964.54 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -56979.160156 Penalty: 623.265015 Iteration 3Q: 3 clusters Score -56979.16 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -56990.699219 Penalty: 623.265015 Iteration 4Q: 3 clusters Score -56990.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -56999.566406 Penalty: 623.265015 Iteration 5Q: 3 clusters Score -56999.57 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -57007.828125 Penalty: 623.265015 Iteration 6Q: 3 clusters Score -57007.83 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -57019.777344 Penalty: 623.265015 Iteration 7Q: 3 clusters Score -57019.78 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -57032.710938 Penalty: 623.265015 Iteration 8Q: 3 clusters Score -57032.71 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -57045.089844 Penalty: 623.265015 Iteration 9Q: 3 clusters Score -57045.09 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -57058.347656 Penalty: 623.265015 Iteration 10Q: 3 clusters Score -57058.35 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -57072.949219 Penalty: 623.265015 Iteration 11Q: 3 clusters Score -57072.95 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -57083.171875 Penalty: 623.265015 Iteration 12Q: 3 clusters Score -57083.17 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -57091.308594 Penalty: 623.265015 Iteration 13Q: 3 clusters Score -57091.31 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -57101.679688 Penalty: 623.265015 Iteration 14Q: 3 clusters Score -57101.68 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -57108.695312 Penalty: 623.265015 Iteration 15Q: 3 clusters Score -57108.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -57114.542969 Penalty: 623.265015 Iteration 16Q: 3 clusters Score -57114.54 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -57118.332031 Penalty: 623.265015 Iteration 17Q: 3 clusters Score -57118.33 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -57123.269531 Penalty: 623.265015 Iteration 18Q: 3 clusters Score -57123.27 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -57131.121094 Penalty: 623.265015 Iteration 19Q: 3 clusters Score -57131.12 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -57134.789062 Penalty: 623.265015 Iteration 20F: 3 clusters Score -57134.79 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -57140.148438 Penalty: 623.265015 Iteration 21Q: 3 clusters Score -57140.15 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -57147.746094 Penalty: 623.265015 Iteration 22Q: 3 clusters Score -57147.75 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -57153.843750 Penalty: 623.265015 Iteration 23Q: 3 clusters Score -57153.84 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -57160.105469 Penalty: 623.265015 Iteration 24Q: 3 clusters Score -57160.11 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -57165.273438 Penalty: 623.265015 Iteration 25Q: 3 clusters Score -57165.27 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -57171.667969 Penalty: 623.265015 Iteration 26Q: 3 clusters Score -57171.67 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -57173.910156 Penalty: 623.265015 Iteration 27Q: 3 clusters Score -57173.91 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -57177.402344 Penalty: 623.265015 Iteration 28Q: 3 clusters Score -57177.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -57182.570312 Penalty: 623.265015 Iteration 29Q: 3 clusters Score -57182.57 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -57184.378906 Penalty: 623.265015 Iteration 30Q: 3 clusters Score -57184.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -57185.308594 Penalty: 623.265015 Iteration 31Q: 3 clusters Score -57185.31 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -57186.882812 Penalty: 623.265015 Iteration 32Q: 3 clusters Score -57186.88 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -57189.433594 Penalty: 623.265015 Iteration 33Q: 3 clusters Score -57189.43 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -57191.968750 Penalty: 623.265015 Iteration 34Q: 3 clusters Score -57191.97 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -57193.582031 Penalty: 623.265015 Iteration 35Q: 3 clusters Score -57193.58 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -57196.613281 Penalty: 623.265015 Iteration 36Q: 3 clusters Score -57196.61 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -57200.644531 Penalty: 623.265015 Iteration 37Q: 3 clusters Score -57200.64 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -57206.062500 Penalty: 623.265015 Iteration 38Q: 3 clusters Score -57206.06 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -57213.593750 Penalty: 623.265015 Iteration 39Q: 3 clusters Score -57213.59 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -57215.148438 Penalty: 623.265015 Iteration 40F: 3 clusters Score -57215.15 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -57216.406250 Penalty: 623.265015 Iteration 41Q: 3 clusters Score -57216.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -57217.093750 Penalty: 623.265015 Iteration 42Q: 3 clusters Score -57217.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -57217.183594 Penalty: 623.265015 Iteration 43Q: 3 clusters Score -57217.18 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -57217.972656 Penalty: 623.265015 Iteration 44Q: 3 clusters Score -57217.97 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -57220.296875 Penalty: 623.265015 Iteration 45Q: 3 clusters Score -57220.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -57223.230469 Penalty: 623.265015 Iteration 46Q: 3 clusters Score -57223.23 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -57227.507812 Penalty: 623.265015 Iteration 47Q: 3 clusters Score -57227.51 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -57233.082031 Penalty: 623.265015 Iteration 48Q: 3 clusters Score -57233.08 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -57236.644531 Penalty: 623.265015 Iteration 49Q: 3 clusters Score -57236.64 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -57240.968750 Penalty: 623.265015 Iteration 50Q: 3 clusters Score -57240.97 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -57242.824219 Penalty: 623.265015 Iteration 51Q: 3 clusters Score -57242.82 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -57243.636719 Penalty: 623.265015 Iteration 52Q: 3 clusters Score -57243.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -57243.636719 Penalty: 623.265015 Iteration 53F: 3 clusters Score -57243.64 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (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: -7114.653809 Penalty: 239.216034 Iteration 0F: 2 clusters Score -7114.654 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -6898.384766 Penalty: 478.432068 Iteration 0F: 3 clusters Score -6898.385 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -7030.729492 Penalty: 478.432068 Iteration 1F: 3 clusters Score -7030.729 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -7064.754395 Penalty: 478.432068 Iteration 2F: 3 clusters Score -7064.754 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -7078.448242 Penalty: 478.432068 Iteration 3Q: 3 clusters Score -7078.448 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -7102.548828 Penalty: 478.432068 Iteration 4Q: 3 clusters Score -7102.549 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -7104.640625 Penalty: 478.432068 Iteration 5Q: 3 clusters Score -7104.641 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -7107.758789 Penalty: 478.432068 Iteration 6Q: 3 clusters Score -7107.759 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -7107.758789 Penalty: 478.432068 Iteration 7F: 3 clusters Score -7107.759 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1176 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 816 members Mstep: Class 4 contains 15165 members Mstep: Class 5 contains 130 members Mstep: Class 6 contains 779 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3175 members Mstep: Class 10 contains 1190 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 9999 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 96812 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 228 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 5420 members Mstep: Class 26 contains 261 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 285 members Mstep: Class 31 contains 943 members Mstep: Class 32 contains 192 members Entering Unmasked Estep ConsiderDeletion Score: -7912496.500000 Penalty: 17301.503906 Iteration 199Q: 33 clusters Score -7912496 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 1176 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 816 members Mstep: Class 4 contains 15169 members Mstep: Class 5 contains 130 members Mstep: Class 6 contains 779 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3175 members Mstep: Class 10 contains 1190 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10000 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 96806 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 228 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 5422 members Mstep: Class 26 contains 261 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 285 members Mstep: Class 31 contains 942 members Mstep: Class 32 contains 192 members Entering Unmasked Estep ConsiderDeletion Score: -7912498.500000 Penalty: 17301.503906 Iteration 200F: 33 clusters Score -7912498 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 1176 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 816 members Mstep: Class 4 contains 15172 members Mstep: Class 5 contains 130 members Mstep: Class 6 contains 779 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3175 members Mstep: Class 10 contains 1190 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10000 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 96799 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 228 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 5426 members Mstep: Class 26 contains 261 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 285 members Mstep: Class 31 contains 942 members Mstep: Class 32 contains 192 members Entering Unmasked Estep ConsiderDeletion Score: -7912495.000000 Penalty: 17301.503906 Iteration 201Q: 33 clusters Score -7912495 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 1176 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 816 members Mstep: Class 4 contains 15175 members Mstep: Class 5 contains 130 members Mstep: Class 6 contains 779 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3175 members Mstep: Class 10 contains 1190 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10000 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 96792 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 228 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 5430 members Mstep: Class 26 contains 261 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 285 members Mstep: Class 31 contains 942 members Mstep: Class 32 contains 192 members Entering Unmasked Estep ConsiderDeletion Score: -7912496.500000 Penalty: 17301.503906 Iteration 202Q: 33 clusters Score -7912496 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 1176 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 816 members Mstep: Class 4 contains 15178 members Mstep: Class 5 contains 130 members Mstep: Class 6 contains 779 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3174 members Mstep: Class 10 contains 1190 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10000 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 96785 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 228 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 5435 members Mstep: Class 26 contains 261 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 285 members Mstep: Class 31 contains 942 members Mstep: Class 32 contains 192 members Entering Unmasked Estep ConsiderDeletion Score: -7912500.500000 Penalty: 17301.503906 Iteration 203Q: 33 clusters Score -7912500 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 1176 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 816 members Mstep: Class 4 contains 15183 members Mstep: Class 5 contains 130 members Mstep: Class 6 contains 779 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3173 members Mstep: Class 10 contains 1190 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10000 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 96775 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 228 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 5441 members Mstep: Class 26 contains 261 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 285 members Mstep: Class 31 contains 942 members Mstep: Class 32 contains 192 members Entering Unmasked Estep ConsiderDeletion Score: -7912488.500000 Penalty: 17301.503906 Iteration 204Q: 33 clusters Score -7912488 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 1176 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 816 members Mstep: Class 4 contains 15188 members Mstep: Class 5 contains 130 members Mstep: Class 6 contains 779 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3173 members Mstep: Class 10 contains 1189 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10000 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 96767 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 228 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 5445 members Mstep: Class 26 contains 261 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 285 members Mstep: Class 31 contains 942 members Mstep: Class 32 contains 192 members Entering Unmasked Estep ConsiderDeletion Score: -7912496.500000 Penalty: 17301.503906 Iteration 205Q: 33 clusters Score -7912496 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 1176 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 816 members Mstep: Class 4 contains 15193 members Mstep: Class 5 contains 130 members Mstep: Class 6 contains 779 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3173 members Mstep: Class 10 contains 1187 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 9999 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 96761 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 228 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 5449 members Mstep: Class 26 contains 261 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 285 members Mstep: Class 31 contains 942 members Mstep: Class 32 contains 192 members Entering Unmasked Estep ConsiderDeletion Score: -7912495.500000 Penalty: 17301.503906 Iteration 206Q: 33 clusters Score -7912496 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 1176 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 816 members Mstep: Class 4 contains 15195 members Mstep: Class 5 contains 130 members Mstep: Class 6 contains 779 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3173 members Mstep: Class 10 contains 1185 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 9999 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 96758 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 228 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 5452 members Mstep: Class 26 contains 261 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 285 members Mstep: Class 31 contains 942 members Mstep: Class 32 contains 192 members Entering Unmasked Estep ConsiderDeletion Score: -7912495.000000 Penalty: 17301.503906 Iteration 207Q: 33 clusters Score -7912495 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 1176 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 816 members Mstep: Class 4 contains 15198 members Mstep: Class 5 contains 130 members Mstep: Class 6 contains 779 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3173 members Mstep: Class 10 contains 1184 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 10000 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 96755 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 228 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 5452 members Mstep: Class 26 contains 261 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 285 members Mstep: Class 31 contains 942 members Mstep: Class 32 contains 192 members Entering Unmasked Estep ConsiderDeletion Score: -7912487.000000 Penalty: 17301.503906 Iteration 208Q: 33 clusters Score -7912487 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 1176 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 816 members Mstep: Class 4 contains 15199 members Mstep: Class 5 contains 130 members Mstep: Class 6 contains 779 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3173 members Mstep: Class 10 contains 1182 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 9999 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 96757 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 228 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 5452 members Mstep: Class 26 contains 261 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 285 members Mstep: Class 31 contains 942 members Mstep: Class 32 contains 192 members Entering Unmasked Estep ConsiderDeletion Score: -7912490.500000 Penalty: 17301.503906 Iteration 209Q: 33 clusters Score -7912490 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 1176 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 816 members Mstep: Class 4 contains 15201 members Mstep: Class 5 contains 130 members Mstep: Class 6 contains 779 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3173 members Mstep: Class 10 contains 1181 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 9998 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 96757 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 228 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 5452 members Mstep: Class 26 contains 261 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 285 members Mstep: Class 31 contains 942 members Mstep: Class 32 contains 192 members Entering Unmasked Estep ConsiderDeletion Score: -7912491.500000 Penalty: 17301.503906 Iteration 210Q: 33 clusters Score -7912492 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 1176 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 816 members Mstep: Class 4 contains 15204 members Mstep: Class 5 contains 130 members Mstep: Class 6 contains 779 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3172 members Mstep: Class 10 contains 1183 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 9994 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 96757 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 228 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 5452 members Mstep: Class 26 contains 261 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 285 members Mstep: Class 31 contains 942 members Mstep: Class 32 contains 192 members Entering Unmasked Estep ConsiderDeletion Score: -7912487.000000 Penalty: 17301.503906 Iteration 211Q: 33 clusters Score -7912487 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 1176 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 816 members Mstep: Class 4 contains 15205 members Mstep: Class 5 contains 130 members Mstep: Class 6 contains 779 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3171 members Mstep: Class 10 contains 1184 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 9993 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 96757 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 228 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 5452 members Mstep: Class 26 contains 261 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 285 members Mstep: Class 31 contains 942 members Mstep: Class 32 contains 192 members Entering Unmasked Estep ConsiderDeletion Score: -7912492.000000 Penalty: 17301.503906 Iteration 212Q: 33 clusters Score -7912492 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 1176 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 816 members Mstep: Class 4 contains 15207 members Mstep: Class 5 contains 130 members Mstep: Class 6 contains 779 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3170 members Mstep: Class 10 contains 1185 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 9992 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 96756 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 228 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 5452 members Mstep: Class 26 contains 261 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 285 members Mstep: Class 31 contains 942 members Mstep: Class 32 contains 192 members Entering Unmasked Estep ConsiderDeletion Score: -7912490.000000 Penalty: 17301.503906 Iteration 213Q: 33 clusters Score -7912490 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 1176 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 816 members Mstep: Class 4 contains 15209 members Mstep: Class 5 contains 130 members Mstep: Class 6 contains 779 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3167 members Mstep: Class 10 contains 1185 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 9992 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 96757 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 228 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 5452 members Mstep: Class 26 contains 261 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 285 members Mstep: Class 31 contains 942 members Mstep: Class 32 contains 192 members Entering Unmasked Estep ConsiderDeletion Score: -7912491.000000 Penalty: 17301.503906 Iteration 214Q: 33 clusters Score -7912491 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 1176 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 816 members Mstep: Class 4 contains 15211 members Mstep: Class 5 contains 130 members Mstep: Class 6 contains 779 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3165 members Mstep: Class 10 contains 1185 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 9992 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 96757 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 228 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 5452 members Mstep: Class 26 contains 261 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 285 members Mstep: Class 31 contains 942 members Mstep: Class 32 contains 192 members Entering Unmasked Estep ConsiderDeletion Score: -7912493.000000 Penalty: 17301.503906 Iteration 215Q: 33 clusters Score -7912493 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 1176 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 816 members Mstep: Class 4 contains 15212 members Mstep: Class 5 contains 130 members Mstep: Class 6 contains 779 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3165 members Mstep: Class 10 contains 1185 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 9991 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 96757 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 228 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 5452 members Mstep: Class 26 contains 261 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 285 members Mstep: Class 31 contains 942 members Mstep: Class 32 contains 192 members Entering Unmasked Estep ConsiderDeletion Score: -7912493.000000 Penalty: 17301.503906 Iteration 216Q: 33 clusters Score -7912493 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 1176 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 816 members Mstep: Class 4 contains 15216 members Mstep: Class 5 contains 130 members Mstep: Class 6 contains 779 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3165 members Mstep: Class 10 contains 1185 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 9991 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 96753 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 228 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 5452 members Mstep: Class 26 contains 261 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 285 members Mstep: Class 31 contains 942 members Mstep: Class 32 contains 192 members Entering Unmasked Estep ConsiderDeletion Score: -7912484.500000 Penalty: 17301.503906 Iteration 217Q: 33 clusters Score -7912484 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 1176 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 816 members Mstep: Class 4 contains 15221 members Mstep: Class 5 contains 130 members Mstep: Class 6 contains 779 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3165 members Mstep: Class 10 contains 1185 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 9991 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 96748 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 228 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 5452 members Mstep: Class 26 contains 261 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 285 members Mstep: Class 31 contains 942 members Mstep: Class 32 contains 192 members Entering Unmasked Estep ConsiderDeletion Score: -7912487.000000 Penalty: 17301.503906 Iteration 218Q: 33 clusters Score -7912487 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 1176 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 816 members Mstep: Class 4 contains 15223 members Mstep: Class 5 contains 130 members Mstep: Class 6 contains 779 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3165 members Mstep: Class 10 contains 1185 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 9991 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 96746 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 228 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 5452 members Mstep: Class 26 contains 261 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 285 members Mstep: Class 31 contains 942 members Mstep: Class 32 contains 192 members Entering Unmasked Estep ConsiderDeletion Score: -7912487.500000 Penalty: 17301.503906 Iteration 219Q: 33 clusters Score -7912488 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 1176 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 816 members Mstep: Class 4 contains 15225 members Mstep: Class 5 contains 130 members Mstep: Class 6 contains 779 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3165 members Mstep: Class 10 contains 1185 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 9991 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 96744 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 228 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 5452 members Mstep: Class 26 contains 261 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 285 members Mstep: Class 31 contains 942 members Mstep: Class 32 contains 192 members Entering Unmasked Estep ConsiderDeletion Score: -7912487.500000 Penalty: 17301.503906 Iteration 220F: 33 clusters Score -7912488 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 1176 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 816 members Mstep: Class 4 contains 15231 members Mstep: Class 5 contains 130 members Mstep: Class 6 contains 779 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3165 members Mstep: Class 10 contains 1185 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 9991 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 96738 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 228 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 5452 members Mstep: Class 26 contains 261 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 285 members Mstep: Class 31 contains 942 members Mstep: Class 32 contains 192 members Entering Unmasked Estep ConsiderDeletion Score: -7912494.000000 Penalty: 17301.503906 Iteration 221Q: 33 clusters Score -7912494 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 1176 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 816 members Mstep: Class 4 contains 15236 members Mstep: Class 5 contains 130 members Mstep: Class 6 contains 779 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3164 members Mstep: Class 10 contains 1185 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 9991 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 96734 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 228 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 5452 members Mstep: Class 26 contains 261 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 285 members Mstep: Class 31 contains 942 members Mstep: Class 32 contains 192 members Entering Unmasked Estep ConsiderDeletion Score: -7912492.500000 Penalty: 17301.503906 Iteration 222Q: 33 clusters Score -7912492 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 1176 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 816 members Mstep: Class 4 contains 15238 members Mstep: Class 5 contains 130 members Mstep: Class 6 contains 779 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3163 members Mstep: Class 10 contains 1184 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 9991 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 96734 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 228 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 5452 members Mstep: Class 26 contains 261 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 285 members Mstep: Class 31 contains 942 members Mstep: Class 32 contains 192 members Entering Unmasked Estep ConsiderDeletion Score: -7912487.500000 Penalty: 17301.503906 Iteration 223Q: 33 clusters Score -7912488 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 1176 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 816 members Mstep: Class 4 contains 15238 members Mstep: Class 5 contains 130 members Mstep: Class 6 contains 779 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3162 members Mstep: Class 10 contains 1184 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 9991 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 96734 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 228 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 5453 members Mstep: Class 26 contains 261 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 285 members Mstep: Class 31 contains 942 members Mstep: Class 32 contains 192 members Entering Unmasked Estep ConsiderDeletion Score: -7912488.000000 Penalty: 17301.503906 Iteration 224Q: 33 clusters Score -7912488 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1176 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 816 members Mstep: Class 4 contains 15238 members Mstep: Class 5 contains 130 members Mstep: Class 6 contains 779 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3162 members Mstep: Class 10 contains 1184 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 9991 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 96734 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 228 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 5453 members Mstep: Class 26 contains 261 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 285 members Mstep: Class 31 contains 942 members Mstep: Class 32 contains 192 members Entering Unmasked Estep ConsiderDeletion Score: -7912488.000000 Penalty: 17301.503906 Iteration 225F: 33 clusters Score -7912488 nChanged 0 Entering ConstructFrom: Score: -7912488.000000 Penalty: 17301.503906 Entering ConstructFrom: Trying to split cluster 1 (947 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Entering Unmasked Estep Score: -52705.476562 Penalty: 311.825104 Iteration 0F: 2 clusters Score -52705.48 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -51932.687500 Penalty: 623.650208 Iteration 0F: 3 clusters Score -51932.69 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -52118.566406 Penalty: 623.650208 Iteration 1F: 3 clusters Score -52118.57 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -52154.058594 Penalty: 623.650208 Iteration 2F: 3 clusters Score -52154.06 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -52185.980469 Penalty: 623.650208 Iteration 3F: 3 clusters Score -52185.98 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -52211.957031 Penalty: 623.650208 Iteration 4Q: 3 clusters Score -52211.96 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -52243.226562 Penalty: 623.650208 Iteration 5Q: 3 clusters Score -52243.23 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -52271.042969 Penalty: 623.650208 Iteration 6Q: 3 clusters Score -52271.04 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -52291.402344 Penalty: 623.650208 Iteration 7Q: 3 clusters Score -52291.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -52305.683594 Penalty: 623.650208 Iteration 8Q: 3 clusters Score -52305.68 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -52318.921875 Penalty: 623.650208 Iteration 9Q: 3 clusters Score -52318.92 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -52327.828125 Penalty: 623.650208 Iteration 10Q: 3 clusters Score -52327.83 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -52337.746094 Penalty: 623.650208 Iteration 11Q: 3 clusters Score -52337.75 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -52349.843750 Penalty: 623.650208 Iteration 12Q: 3 clusters Score -52349.84 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -52359.257812 Penalty: 623.650208 Iteration 13Q: 3 clusters Score -52359.26 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -52366.101562 Penalty: 623.650208 Iteration 14Q: 3 clusters Score -52366.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -52374.089844 Penalty: 623.650208 Iteration 15Q: 3 clusters Score -52374.09 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -52383.468750 Penalty: 623.650208 Iteration 16Q: 3 clusters Score -52383.47 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -52388.210938 Penalty: 623.650208 Iteration 17Q: 3 clusters Score -52388.21 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -52392.558594 Penalty: 623.650208 Iteration 18Q: 3 clusters Score -52392.56 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -52398.777344 Penalty: 623.650208 Iteration 19Q: 3 clusters Score -52398.78 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -52400.933594 Penalty: 623.650208 Iteration 20F: 3 clusters Score -52400.93 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -52401.867188 Penalty: 623.650208 Iteration 21Q: 3 clusters Score -52401.87 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -52402.179688 Penalty: 623.650208 Iteration 22Q: 3 clusters Score -52402.18 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -52402.542969 Penalty: 623.650208 Iteration 23Q: 3 clusters Score -52402.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -52402.542969 Penalty: 623.650208 Iteration 24F: 3 clusters Score -52402.54 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (1045 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Entering Unmasked Estep Score: -57460.066406 Penalty: 316.305634 Iteration 0F: 2 clusters Score -57460.07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -56621.492188 Penalty: 632.611267 Iteration 0F: 3 clusters Score -56621.49 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -56884.554688 Penalty: 632.611267 Iteration 1F: 3 clusters Score -56884.55 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -56950.980469 Penalty: 632.611267 Iteration 2F: 3 clusters Score -56950.98 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -56995.539062 Penalty: 632.611267 Iteration 3F: 3 clusters Score -56995.54 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -57007.398438 Penalty: 632.611267 Iteration 4Q: 3 clusters Score -57007.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -57016.515625 Penalty: 632.611267 Iteration 5Q: 3 clusters Score -57016.52 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -57027.585938 Penalty: 632.611267 Iteration 6Q: 3 clusters Score -57027.59 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -57037.562500 Penalty: 632.611267 Iteration 7Q: 3 clusters Score -57037.56 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -57047.332031 Penalty: 632.611267 Iteration 8Q: 3 clusters Score -57047.33 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -57056.062500 Penalty: 632.611267 Iteration 9Q: 3 clusters Score -57056.06 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -57060.941406 Penalty: 632.611267 Iteration 10Q: 3 clusters Score -57060.94 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -57068.410156 Penalty: 632.611267 Iteration 11Q: 3 clusters Score -57068.41 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -57076.082031 Penalty: 632.611267 Iteration 12Q: 3 clusters Score -57076.08 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -57087.535156 Penalty: 632.611267 Iteration 13Q: 3 clusters Score -57087.54 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -57101.136719 Penalty: 632.611267 Iteration 14Q: 3 clusters Score -57101.14 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -57116.355469 Penalty: 632.611267 Iteration 15Q: 3 clusters Score -57116.36 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -57133.492188 Penalty: 632.611267 Iteration 16Q: 3 clusters Score -57133.49 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -57167.308594 Penalty: 632.611267 Iteration 17Q: 3 clusters Score -57167.31 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -57201.417969 Penalty: 632.611267 Iteration 18Q: 3 clusters Score -57201.42 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -57231.910156 Penalty: 632.611267 Iteration 19Q: 3 clusters Score -57231.91 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -57257.445312 Penalty: 632.611267 Iteration 20F: 3 clusters Score -57257.45 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -57269.496094 Penalty: 632.611267 Iteration 21Q: 3 clusters Score -57269.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -57286.910156 Penalty: 632.611267 Iteration 22Q: 3 clusters Score -57286.91 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -57300.789062 Penalty: 632.611267 Iteration 23Q: 3 clusters Score -57300.79 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -57309.203125 Penalty: 632.611267 Iteration 24Q: 3 clusters Score -57309.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -57312.859375 Penalty: 632.611267 Iteration 25Q: 3 clusters Score -57312.86 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -57316.050781 Penalty: 632.611267 Iteration 26Q: 3 clusters Score -57316.05 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -57319.175781 Penalty: 632.611267 Iteration 27Q: 3 clusters Score -57319.18 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -57320.570312 Penalty: 632.611267 Iteration 28Q: 3 clusters Score -57320.57 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -57324.750000 Penalty: 632.611267 Iteration 29Q: 3 clusters Score -57324.75 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -57327.980469 Penalty: 632.611267 Iteration 30Q: 3 clusters Score -57327.98 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -57328.812500 Penalty: 632.611267 Iteration 31Q: 3 clusters Score -57328.81 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -57328.812500 Penalty: 632.611267 Iteration 32F: 3 clusters Score -57328.81 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (816 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Entering Unmasked Estep Score: -47625.019531 Penalty: 305.050842 Iteration 0F: 2 clusters Score -47625.02 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -46952.765625 Penalty: 610.101685 Iteration 0F: 3 clusters Score -46952.77 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -47130.699219 Penalty: 610.101685 Iteration 1F: 3 clusters Score -47130.7 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -47175.855469 Penalty: 610.101685 Iteration 2F: 3 clusters Score -47175.86 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -47201.207031 Penalty: 610.101685 Iteration 3F: 3 clusters Score -47201.21 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -47212.492188 Penalty: 610.101685 Iteration 4Q: 3 clusters Score -47212.49 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -47225.167969 Penalty: 610.101685 Iteration 5Q: 3 clusters Score -47225.17 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -47236.957031 Penalty: 610.101685 Iteration 6Q: 3 clusters Score -47236.96 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -47245.445312 Penalty: 610.101685 Iteration 7Q: 3 clusters Score -47245.45 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -47256.542969 Penalty: 610.101685 Iteration 8Q: 3 clusters Score -47256.54 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -47264.703125 Penalty: 610.101685 Iteration 9Q: 3 clusters Score -47264.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -47268.437500 Penalty: 610.101685 Iteration 10Q: 3 clusters Score -47268.44 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -47271.738281 Penalty: 610.101685 Iteration 11Q: 3 clusters Score -47271.74 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -47277.332031 Penalty: 610.101685 Iteration 12Q: 3 clusters Score -47277.33 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -47281.089844 Penalty: 610.101685 Iteration 13Q: 3 clusters Score -47281.09 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -47284.300781 Penalty: 610.101685 Iteration 14Q: 3 clusters Score -47284.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -47289.449219 Penalty: 610.101685 Iteration 15Q: 3 clusters Score -47289.45 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -47294.988281 Penalty: 610.101685 Iteration 16Q: 3 clusters Score -47294.99 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -47300.250000 Penalty: 610.101685 Iteration 17Q: 3 clusters Score -47300.25 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -47304.703125 Penalty: 610.101685 Iteration 18Q: 3 clusters Score -47304.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -47308.167969 Penalty: 610.101685 Iteration 19Q: 3 clusters Score -47308.17 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -47313.265625 Penalty: 610.101685 Iteration 20F: 3 clusters Score -47313.27 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -47320.652344 Penalty: 610.101685 Iteration 21Q: 3 clusters Score -47320.65 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -47325.742188 Penalty: 610.101685 Iteration 22Q: 3 clusters Score -47325.74 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -47329.156250 Penalty: 610.101685 Iteration 23Q: 3 clusters Score -47329.16 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -47332.562500 Penalty: 610.101685 Iteration 24Q: 3 clusters Score -47332.56 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -47337.414062 Penalty: 610.101685 Iteration 25Q: 3 clusters Score -47337.41 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -47344.058594 Penalty: 610.101685 Iteration 26Q: 3 clusters Score -47344.06 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -47357.113281 Penalty: 610.101685 Iteration 27Q: 3 clusters Score -47357.11 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -47375.046875 Penalty: 610.101685 Iteration 28Q: 3 clusters Score -47375.05 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -47391.937500 Penalty: 610.101685 Iteration 29Q: 3 clusters Score -47391.94 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -47406.328125 Penalty: 610.101685 Iteration 30Q: 3 clusters Score -47406.33 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -47421.945312 Penalty: 610.101685 Iteration 31Q: 3 clusters Score -47421.95 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -47435.648438 Penalty: 610.101685 Iteration 32Q: 3 clusters Score -47435.65 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -47445.878906 Penalty: 610.101685 Iteration 33Q: 3 clusters Score -47445.88 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -47448.476562 Penalty: 610.101685 Iteration 34Q: 3 clusters Score -47448.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -47450.484375 Penalty: 610.101685 Iteration 35Q: 3 clusters Score -47450.48 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -47452.511719 Penalty: 610.101685 Iteration 36Q: 3 clusters Score -47452.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -47453.906250 Penalty: 610.101685 Iteration 37Q: 3 clusters Score -47453.91 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -47456.371094 Penalty: 610.101685 Iteration 38Q: 3 clusters Score -47456.37 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -47457.496094 Penalty: 610.101685 Iteration 39Q: 3 clusters Score -47457.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -47458.390625 Penalty: 610.101685 Iteration 40F: 3 clusters Score -47458.39 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -47459.492188 Penalty: 610.101685 Iteration 41Q: 3 clusters Score -47459.49 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -47459.492188 Penalty: 610.101685 Iteration 42F: 3 clusters Score -47459.49 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (15238 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15238 members Entering Unmasked Estep Score: -921063.625000 Penalty: 438.235443 Iteration 0F: 2 clusters Score -921063.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7642 members Mstep: Class 2 contains 7596 members Entering Unmasked Estep Score: -910843.062500 Penalty: 876.470886 Iteration 0F: 3 clusters Score -910843.1 nChanged 7187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8119 members Mstep: Class 2 contains 7119 members Entering Unmasked Estep Score: -915099.750000 Penalty: 876.470886 Iteration 1F: 3 clusters Score -915099.8 nChanged 725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8412 members Mstep: Class 2 contains 6826 members Entering Unmasked Estep Score: -915369.625000 Penalty: 876.470886 Iteration 2Q: 3 clusters Score -915369.6 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8801 members Mstep: Class 2 contains 6437 members Entering Unmasked Estep Score: -915703.312500 Penalty: 876.470886 Iteration 3Q: 3 clusters Score -915703.3 nChanged 797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9306 members Mstep: Class 2 contains 5932 members Entering Unmasked Estep Score: -916232.437500 Penalty: 876.470886 Iteration 4F: 3 clusters Score -916232.4 nChanged 908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9902 members Mstep: Class 2 contains 5336 members Entering Unmasked Estep Score: -917031.125000 Penalty: 876.470886 Iteration 5F: 3 clusters Score -917031.1 nChanged 978 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10484 members Mstep: Class 2 contains 4754 members Entering Unmasked Estep Score: -917875.187500 Penalty: 876.470886 Iteration 6F: 3 clusters Score -917875.2 nChanged 758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10882 members Mstep: Class 2 contains 4356 members Entering Unmasked Estep Score: -918373.125000 Penalty: 876.470886 Iteration 7Q: 3 clusters Score -918373.1 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11228 members Mstep: Class 2 contains 4010 members Entering Unmasked Estep Score: -918650.687500 Penalty: 876.470886 Iteration 8Q: 3 clusters Score -918650.7 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11556 members Mstep: Class 2 contains 3682 members Entering Unmasked Estep Score: -918832.312500 Penalty: 876.470886 Iteration 9Q: 3 clusters Score -918832.3 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11889 members Mstep: Class 2 contains 3349 members Entering Unmasked Estep Score: -919002.437500 Penalty: 876.470886 Iteration 10Q: 3 clusters Score -919002.4 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12223 members Mstep: Class 2 contains 3015 members Entering Unmasked Estep Score: -919172.625000 Penalty: 876.470886 Iteration 11Q: 3 clusters Score -919172.6 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12534 members Mstep: Class 2 contains 2704 members Entering Unmasked Estep Score: -919325.437500 Penalty: 876.470886 Iteration 12Q: 3 clusters Score -919325.4 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12815 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -919481.500000 Penalty: 876.470886 Iteration 13Q: 3 clusters Score -919481.5 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13105 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -919652.562500 Penalty: 876.470886 Iteration 14Q: 3 clusters Score -919652.6 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13373 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -919816.687500 Penalty: 876.470886 Iteration 15Q: 3 clusters Score -919816.7 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13619 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -919961.375000 Penalty: 876.470886 Iteration 16Q: 3 clusters Score -919961.4 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13832 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -920088.812500 Penalty: 876.470886 Iteration 17Q: 3 clusters Score -920088.8 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14021 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -920200.187500 Penalty: 876.470886 Iteration 18Q: 3 clusters Score -920200.2 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14189 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -920293.812500 Penalty: 876.470886 Iteration 19Q: 3 clusters Score -920293.8 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14333 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -920377.812500 Penalty: 876.470886 Iteration 20F: 3 clusters Score -920377.8 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14461 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -920452.250000 Penalty: 876.470886 Iteration 21Q: 3 clusters Score -920452.2 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14569 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -920509.562500 Penalty: 876.470886 Iteration 22Q: 3 clusters Score -920509.6 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14653 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -920554.937500 Penalty: 876.470886 Iteration 23Q: 3 clusters Score -920554.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14719 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -920580.562500 Penalty: 876.470886 Iteration 24Q: 3 clusters Score -920580.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14781 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -920611.250000 Penalty: 876.470886 Iteration 25Q: 3 clusters Score -920611.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14823 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -920627.062500 Penalty: 876.470886 Iteration 26Q: 3 clusters Score -920627.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14854 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -920637.437500 Penalty: 876.470886 Iteration 27Q: 3 clusters Score -920637.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14875 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -920645.125000 Penalty: 876.470886 Iteration 28Q: 3 clusters Score -920645.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14895 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -920657.437500 Penalty: 876.470886 Iteration 29Q: 3 clusters Score -920657.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14917 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -920664.187500 Penalty: 876.470886 Iteration 30Q: 3 clusters Score -920664.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14933 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -920669.000000 Penalty: 876.470886 Iteration 31Q: 3 clusters Score -920669 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14950 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -920673.500000 Penalty: 876.470886 Iteration 32Q: 3 clusters Score -920673.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14960 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -920676.375000 Penalty: 876.470886 Iteration 33Q: 3 clusters Score -920676.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14974 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -920683.437500 Penalty: 876.470886 Iteration 34Q: 3 clusters Score -920683.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14987 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -920689.750000 Penalty: 876.470886 Iteration 35Q: 3 clusters Score -920689.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14998 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -920697.937500 Penalty: 876.470886 Iteration 36Q: 3 clusters Score -920697.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15011 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -920705.750000 Penalty: 876.470886 Iteration 37Q: 3 clusters Score -920705.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15018 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -920710.375000 Penalty: 876.470886 Iteration 38Q: 3 clusters Score -920710.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15024 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -920714.062500 Penalty: 876.470886 Iteration 39Q: 3 clusters Score -920714.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15031 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -920718.000000 Penalty: 876.470886 Iteration 40F: 3 clusters Score -920718 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15036 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -920721.000000 Penalty: 876.470886 Iteration 41Q: 3 clusters Score -920721 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15038 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -920722.312500 Penalty: 876.470886 Iteration 42Q: 3 clusters Score -920722.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15039 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -920722.500000 Penalty: 876.470886 Iteration 43Q: 3 clusters Score -920722.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15041 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -920722.562500 Penalty: 876.470886 Iteration 44Q: 3 clusters Score -920722.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15043 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -920724.000000 Penalty: 876.470886 Iteration 45Q: 3 clusters Score -920724 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15047 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -920725.312500 Penalty: 876.470886 Iteration 46Q: 3 clusters Score -920725.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15053 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -920727.312500 Penalty: 876.470886 Iteration 47Q: 3 clusters Score -920727.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15058 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -920732.500000 Penalty: 876.470886 Iteration 48Q: 3 clusters Score -920732.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15061 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -920736.375000 Penalty: 876.470886 Iteration 49Q: 3 clusters Score -920736.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15063 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -920736.375000 Penalty: 876.470886 Iteration 50Q: 3 clusters Score -920736.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15066 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -920737.375000 Penalty: 876.470886 Iteration 51Q: 3 clusters Score -920737.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15067 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -920738.687500 Penalty: 876.470886 Iteration 52Q: 3 clusters Score -920738.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15068 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -920739.312500 Penalty: 876.470886 Iteration 53Q: 3 clusters Score -920739.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15070 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -920740.625000 Penalty: 876.470886 Iteration 54Q: 3 clusters Score -920740.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15072 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -920740.125000 Penalty: 876.470886 Iteration 55Q: 3 clusters Score -920740.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15073 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -920740.562500 Penalty: 876.470886 Iteration 56Q: 3 clusters Score -920740.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15073 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -920740.562500 Penalty: 876.470886 Iteration 57F: 3 clusters Score -920740.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (130 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Entering Unmasked Estep Score: -6353.740723 Penalty: 221.472824 Iteration 0F: 2 clusters Score -6353.741 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -6158.488281 Penalty: 442.945648 Iteration 0F: 3 clusters Score -6158.488 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -6201.416016 Penalty: 442.945648 Iteration 1F: 3 clusters Score -6201.416 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -6209.989746 Penalty: 442.945648 Iteration 2Q: 3 clusters Score -6209.99 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -6222.628906 Penalty: 442.945648 Iteration 3Q: 3 clusters Score -6222.629 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -6229.746094 Penalty: 442.945648 Iteration 4Q: 3 clusters Score -6229.746 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -6229.746094 Penalty: 442.945648 Iteration 5F: 3 clusters Score -6229.746 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (779 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Entering Unmasked Estep Score: -40095.640625 Penalty: 302.939484 Iteration 0F: 2 clusters Score -40095.64 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -39435.160156 Penalty: 605.878967 Iteration 0F: 3 clusters Score -39435.16 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -39616.183594 Penalty: 605.878967 Iteration 1F: 3 clusters Score -39616.18 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -39671.511719 Penalty: 605.878967 Iteration 2F: 3 clusters Score -39671.51 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -39709.011719 Penalty: 605.878967 Iteration 3F: 3 clusters Score -39709.01 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -39721.308594 Penalty: 605.878967 Iteration 4Q: 3 clusters Score -39721.31 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -39733.250000 Penalty: 605.878967 Iteration 5Q: 3 clusters Score -39733.25 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -39750.886719 Penalty: 605.878967 Iteration 6Q: 3 clusters Score -39750.89 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -39765.664062 Penalty: 605.878967 Iteration 7Q: 3 clusters Score -39765.66 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -39775.187500 Penalty: 605.878967 Iteration 8Q: 3 clusters Score -39775.19 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -39783.781250 Penalty: 605.878967 Iteration 9Q: 3 clusters Score -39783.78 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -39790.503906 Penalty: 605.878967 Iteration 10Q: 3 clusters Score -39790.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -39797.582031 Penalty: 605.878967 Iteration 11Q: 3 clusters Score -39797.58 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -39804.207031 Penalty: 605.878967 Iteration 12Q: 3 clusters Score -39804.21 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -39810.769531 Penalty: 605.878967 Iteration 13Q: 3 clusters Score -39810.77 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -39814.675781 Penalty: 605.878967 Iteration 14Q: 3 clusters Score -39814.68 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -39819.429688 Penalty: 605.878967 Iteration 15Q: 3 clusters Score -39819.43 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -39822.441406 Penalty: 605.878967 Iteration 16Q: 3 clusters Score -39822.44 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -39824.007812 Penalty: 605.878967 Iteration 17Q: 3 clusters Score -39824.01 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -39825.144531 Penalty: 605.878967 Iteration 18Q: 3 clusters Score -39825.14 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -39825.777344 Penalty: 605.878967 Iteration 19Q: 3 clusters Score -39825.78 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -39825.898438 Penalty: 605.878967 Iteration 20F: 3 clusters Score -39825.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -39826.007812 Penalty: 605.878967 Iteration 21Q: 3 clusters Score -39826.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -39826.007812 Penalty: 605.878967 Iteration 22F: 3 clusters Score -39826.01 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (172 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Entering Unmasked Estep Score: -7734.436523 Penalty: 234.210999 Iteration 0F: 2 clusters Score -7734.437 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -7473.022461 Penalty: 468.421997 Iteration 0F: 3 clusters Score -7473.022 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -7550.795410 Penalty: 468.421997 Iteration 1F: 3 clusters Score -7550.795 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -7568.901855 Penalty: 468.421997 Iteration 2F: 3 clusters Score -7568.902 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -7594.829590 Penalty: 468.421997 Iteration 3Q: 3 clusters Score -7594.83 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -7619.716797 Penalty: 468.421997 Iteration 4Q: 3 clusters Score -7619.717 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -7629.533691 Penalty: 468.421997 Iteration 5Q: 3 clusters Score -7629.534 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -7633.948242 Penalty: 468.421997 Iteration 6Q: 3 clusters Score -7633.948 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -7641.764160 Penalty: 468.421997 Iteration 7Q: 3 clusters Score -7641.764 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -7641.764160 Penalty: 468.421997 Iteration 8F: 3 clusters Score -7641.764 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (473 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Entering Unmasked Estep Score: -24102.849609 Penalty: 280.238831 Iteration 0F: 2 clusters Score -24102.85 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -23638.542969 Penalty: 560.477661 Iteration 0F: 3 clusters Score -23638.54 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -23730.115234 Penalty: 560.477661 Iteration 1F: 3 clusters Score -23730.12 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -23759.128906 Penalty: 560.477661 Iteration 2F: 3 clusters Score -23759.13 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -23775.080078 Penalty: 560.477661 Iteration 3Q: 3 clusters Score -23775.08 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -23785.330078 Penalty: 560.477661 Iteration 4Q: 3 clusters Score -23785.33 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -23790.050781 Penalty: 560.477661 Iteration 5Q: 3 clusters Score -23790.05 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -23793.544922 Penalty: 560.477661 Iteration 6Q: 3 clusters Score -23793.54 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -23797.886719 Penalty: 560.477661 Iteration 7Q: 3 clusters Score -23797.89 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -23800.689453 Penalty: 560.477661 Iteration 8Q: 3 clusters Score -23800.69 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -23805.417969 Penalty: 560.477661 Iteration 9Q: 3 clusters Score -23805.42 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -23807.990234 Penalty: 560.477661 Iteration 10Q: 3 clusters Score -23807.99 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -23809.978516 Penalty: 560.477661 Iteration 11Q: 3 clusters Score -23809.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -23810.087891 Penalty: 560.477661 Iteration 12Q: 3 clusters Score -23810.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -23813.457031 Penalty: 560.477661 Iteration 13Q: 3 clusters Score -23813.46 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -23821.826172 Penalty: 560.477661 Iteration 14Q: 3 clusters Score -23821.83 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -23825.273438 Penalty: 560.477661 Iteration 15Q: 3 clusters Score -23825.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -23827.605469 Penalty: 560.477661 Iteration 16Q: 3 clusters Score -23827.61 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -23833.152344 Penalty: 560.477661 Iteration 17Q: 3 clusters Score -23833.15 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -23834.615234 Penalty: 560.477661 Iteration 18Q: 3 clusters Score -23834.62 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -23837.107422 Penalty: 560.477661 Iteration 19Q: 3 clusters Score -23837.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -23839.199219 Penalty: 560.477661 Iteration 20F: 3 clusters Score -23839.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -23841.832031 Penalty: 560.477661 Iteration 21Q: 3 clusters Score -23841.83 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -23843.314453 Penalty: 560.477661 Iteration 22Q: 3 clusters Score -23843.31 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -23843.570312 Penalty: 560.477661 Iteration 23Q: 3 clusters Score -23843.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -23843.648438 Penalty: 560.477661 Iteration 24Q: 3 clusters Score -23843.65 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -23843.648438 Penalty: 560.477661 Iteration 25F: 3 clusters Score -23843.65 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (3162 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3162 members Entering Unmasked Estep Score: -190257.015625 Penalty: 366.682678 Iteration 0F: 2 clusters Score -190257 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -188076.046875 Penalty: 733.365356 Iteration 0F: 3 clusters Score -188076 nChanged 1394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -188870.484375 Penalty: 733.365356 Iteration 1F: 3 clusters Score -188870.5 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -189008.828125 Penalty: 733.365356 Iteration 2F: 3 clusters Score -189008.8 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -189148.437500 Penalty: 733.365356 Iteration 3F: 3 clusters Score -189148.4 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -189282.734375 Penalty: 733.365356 Iteration 4F: 3 clusters Score -189282.7 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -189427.234375 Penalty: 733.365356 Iteration 5F: 3 clusters Score -189427.2 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -189541.421875 Penalty: 733.365356 Iteration 6F: 3 clusters Score -189541.4 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 2068 members Entering Unmasked Estep Score: -189610.765625 Penalty: 733.365356 Iteration 7Q: 3 clusters Score -189610.8 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -189663.453125 Penalty: 733.365356 Iteration 8Q: 3 clusters Score -189663.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 2146 members Entering Unmasked Estep Score: -189695.000000 Penalty: 733.365356 Iteration 9Q: 3 clusters Score -189695 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 2185 members Entering Unmasked Estep Score: -189711.906250 Penalty: 733.365356 Iteration 10Q: 3 clusters Score -189711.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -189720.093750 Penalty: 733.365356 Iteration 11Q: 3 clusters Score -189720.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 2237 members Entering Unmasked Estep Score: -189726.625000 Penalty: 733.365356 Iteration 12Q: 3 clusters Score -189726.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 2259 members Entering Unmasked Estep Score: -189733.421875 Penalty: 733.365356 Iteration 13Q: 3 clusters Score -189733.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -189736.562500 Penalty: 733.365356 Iteration 14Q: 3 clusters Score -189736.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -189739.312500 Penalty: 733.365356 Iteration 15Q: 3 clusters Score -189739.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -189740.265625 Penalty: 733.365356 Iteration 16Q: 3 clusters Score -189740.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -189742.046875 Penalty: 733.365356 Iteration 17Q: 3 clusters Score -189742 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 2313 members Entering Unmasked Estep Score: -189742.390625 Penalty: 733.365356 Iteration 18Q: 3 clusters Score -189742.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -189743.703125 Penalty: 733.365356 Iteration 19Q: 3 clusters Score -189743.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 2324 members Entering Unmasked Estep Score: -189744.937500 Penalty: 733.365356 Iteration 20F: 3 clusters Score -189744.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 2336 members Entering Unmasked Estep Score: -189748.390625 Penalty: 733.365356 Iteration 21Q: 3 clusters Score -189748.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -189750.078125 Penalty: 733.365356 Iteration 22Q: 3 clusters Score -189750.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -189750.859375 Penalty: 733.365356 Iteration 23Q: 3 clusters Score -189750.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -189751.546875 Penalty: 733.365356 Iteration 24Q: 3 clusters Score -189751.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 2357 members Entering Unmasked Estep Score: -189751.453125 Penalty: 733.365356 Iteration 25Q: 3 clusters Score -189751.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 2360 members Entering Unmasked Estep Score: -189752.140625 Penalty: 733.365356 Iteration 26Q: 3 clusters Score -189752.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 2363 members Entering Unmasked Estep Score: -189752.921875 Penalty: 733.365356 Iteration 27Q: 3 clusters Score -189752.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -189753.828125 Penalty: 733.365356 Iteration 28Q: 3 clusters Score -189753.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 2372 members Entering Unmasked Estep Score: -189755.015625 Penalty: 733.365356 Iteration 29Q: 3 clusters Score -189755 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -189757.437500 Penalty: 733.365356 Iteration 30Q: 3 clusters Score -189757.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -189758.687500 Penalty: 733.365356 Iteration 31Q: 3 clusters Score -189758.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -189762.031250 Penalty: 733.365356 Iteration 32Q: 3 clusters Score -189762 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -189763.421875 Penalty: 733.365356 Iteration 33Q: 3 clusters Score -189763.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 2405 members Entering Unmasked Estep Score: -189765.375000 Penalty: 733.365356 Iteration 34Q: 3 clusters Score -189765.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 2412 members Entering Unmasked Estep Score: -189766.937500 Penalty: 733.365356 Iteration 35Q: 3 clusters Score -189766.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -189767.234375 Penalty: 733.365356 Iteration 36Q: 3 clusters Score -189767.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 2417 members Entering Unmasked Estep Score: -189767.765625 Penalty: 733.365356 Iteration 37Q: 3 clusters Score -189767.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -189768.921875 Penalty: 733.365356 Iteration 38Q: 3 clusters Score -189768.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -189770.093750 Penalty: 733.365356 Iteration 39Q: 3 clusters Score -189770.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 2433 members Entering Unmasked Estep Score: -189771.000000 Penalty: 733.365356 Iteration 40F: 3 clusters Score -189771 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 2442 members Entering Unmasked Estep Score: -189773.234375 Penalty: 733.365356 Iteration 41Q: 3 clusters Score -189773.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 2451 members Entering Unmasked Estep Score: -189775.484375 Penalty: 733.365356 Iteration 42Q: 3 clusters Score -189775.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 2460 members Entering Unmasked Estep Score: -189778.218750 Penalty: 733.365356 Iteration 43Q: 3 clusters Score -189778.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 2469 members Entering Unmasked Estep Score: -189780.343750 Penalty: 733.365356 Iteration 44Q: 3 clusters Score -189780.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 2474 members Entering Unmasked Estep Score: -189782.531250 Penalty: 733.365356 Iteration 45Q: 3 clusters Score -189782.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 2485 members Entering Unmasked Estep Score: -189787.171875 Penalty: 733.365356 Iteration 46Q: 3 clusters Score -189787.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 2497 members Entering Unmasked Estep Score: -189789.515625 Penalty: 733.365356 Iteration 47Q: 3 clusters Score -189789.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 2502 members Entering Unmasked Estep Score: -189792.171875 Penalty: 733.365356 Iteration 48Q: 3 clusters Score -189792.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -189796.687500 Penalty: 733.365356 Iteration 49Q: 3 clusters Score -189796.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 2519 members Entering Unmasked Estep Score: -189798.359375 Penalty: 733.365356 Iteration 50Q: 3 clusters Score -189798.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 2524 members Entering Unmasked Estep Score: -189799.765625 Penalty: 733.365356 Iteration 51Q: 3 clusters Score -189799.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 2530 members Entering Unmasked Estep Score: -189801.546875 Penalty: 733.365356 Iteration 52Q: 3 clusters Score -189801.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 2538 members Entering Unmasked Estep Score: -189803.109375 Penalty: 733.365356 Iteration 53Q: 3 clusters Score -189803.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 2544 members Entering Unmasked Estep Score: -189803.546875 Penalty: 733.365356 Iteration 54Q: 3 clusters Score -189803.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 2548 members Entering Unmasked Estep Score: -189804.625000 Penalty: 733.365356 Iteration 55Q: 3 clusters Score -189804.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -189805.812500 Penalty: 733.365356 Iteration 56Q: 3 clusters Score -189805.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -189808.328125 Penalty: 733.365356 Iteration 57Q: 3 clusters Score -189808.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 2569 members Entering Unmasked Estep Score: -189811.093750 Penalty: 733.365356 Iteration 58Q: 3 clusters Score -189811.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 2574 members Entering Unmasked Estep Score: -189812.609375 Penalty: 733.365356 Iteration 59Q: 3 clusters Score -189812.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -189814.375000 Penalty: 733.365356 Iteration 60F: 3 clusters Score -189814.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 2582 members Entering Unmasked Estep Score: -189815.375000 Penalty: 733.365356 Iteration 61Q: 3 clusters Score -189815.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 2587 members Entering Unmasked Estep Score: -189816.828125 Penalty: 733.365356 Iteration 62Q: 3 clusters Score -189816.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 2593 members Entering Unmasked Estep Score: -189818.140625 Penalty: 733.365356 Iteration 63Q: 3 clusters Score -189818.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 2596 members Entering Unmasked Estep Score: -189818.265625 Penalty: 733.365356 Iteration 64Q: 3 clusters Score -189818.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -189818.953125 Penalty: 733.365356 Iteration 65Q: 3 clusters Score -189819 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 2602 members Entering Unmasked Estep Score: -189819.281250 Penalty: 733.365356 Iteration 66Q: 3 clusters Score -189819.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 2602 members Entering Unmasked Estep Score: -189819.281250 Penalty: 733.365356 Iteration 67F: 3 clusters Score -189819.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1184 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Entering Unmasked Estep Score: -67486.156250 Penalty: 321.987762 Iteration 0F: 2 clusters Score -67486.16 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -66571.914062 Penalty: 643.975525 Iteration 0F: 3 clusters Score -66571.91 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -66831.203125 Penalty: 643.975525 Iteration 1F: 3 clusters Score -66831.2 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -66870.781250 Penalty: 643.975525 Iteration 2F: 3 clusters Score -66870.78 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -66889.031250 Penalty: 643.975525 Iteration 3Q: 3 clusters Score -66889.03 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -66899.296875 Penalty: 643.975525 Iteration 4Q: 3 clusters Score -66899.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -66911.539062 Penalty: 643.975525 Iteration 5Q: 3 clusters Score -66911.54 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -66925.390625 Penalty: 643.975525 Iteration 6Q: 3 clusters Score -66925.39 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -66937.851562 Penalty: 643.975525 Iteration 7Q: 3 clusters Score -66937.85 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -66949.148438 Penalty: 643.975525 Iteration 8Q: 3 clusters Score -66949.15 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -66963.851562 Penalty: 643.975525 Iteration 9Q: 3 clusters Score -66963.85 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -66985.164062 Penalty: 643.975525 Iteration 10Q: 3 clusters Score -66985.16 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -67002.468750 Penalty: 643.975525 Iteration 11Q: 3 clusters Score -67002.47 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -67025.289062 Penalty: 643.975525 Iteration 12Q: 3 clusters Score -67025.29 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -67051.164062 Penalty: 643.975525 Iteration 13Q: 3 clusters Score -67051.16 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -67083.882812 Penalty: 643.975525 Iteration 14Q: 3 clusters Score -67083.88 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -67107.625000 Penalty: 643.975525 Iteration 15Q: 3 clusters Score -67107.62 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -67126.929688 Penalty: 643.975525 Iteration 16Q: 3 clusters Score -67126.93 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -67142.546875 Penalty: 643.975525 Iteration 17Q: 3 clusters Score -67142.55 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -67155.757812 Penalty: 643.975525 Iteration 18Q: 3 clusters Score -67155.76 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -67167.671875 Penalty: 643.975525 Iteration 19Q: 3 clusters Score -67167.67 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -67174.453125 Penalty: 643.975525 Iteration 20F: 3 clusters Score -67174.45 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -67183.914062 Penalty: 643.975525 Iteration 21Q: 3 clusters Score -67183.91 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -67188.406250 Penalty: 643.975525 Iteration 22Q: 3 clusters Score -67188.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -67190.546875 Penalty: 643.975525 Iteration 23Q: 3 clusters Score -67190.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -67192.609375 Penalty: 643.975525 Iteration 24Q: 3 clusters Score -67192.61 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -67196.578125 Penalty: 643.975525 Iteration 25Q: 3 clusters Score -67196.58 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -67201.710938 Penalty: 643.975525 Iteration 26Q: 3 clusters Score -67201.71 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -67205.546875 Penalty: 643.975525 Iteration 27Q: 3 clusters Score -67205.55 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -67209.906250 Penalty: 643.975525 Iteration 28Q: 3 clusters Score -67209.91 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -67212.929688 Penalty: 643.975525 Iteration 29Q: 3 clusters Score -67212.93 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -67215.429688 Penalty: 643.975525 Iteration 30Q: 3 clusters Score -67215.43 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -67216.921875 Penalty: 643.975525 Iteration 31Q: 3 clusters Score -67216.92 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -67216.921875 Penalty: 643.975525 Iteration 32F: 3 clusters Score -67216.92 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (117 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Entering Unmasked Estep Score: -5739.238770 Penalty: 216.678925 Iteration 0F: 2 clusters Score -5739.239 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -5510.102539 Penalty: 433.357849 Iteration 0F: 3 clusters Score -5510.103 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 42 members Entering Unmasked Estep Score: -5536.138184 Penalty: 433.357849 Iteration 1F: 3 clusters Score -5536.138 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -5549.770508 Penalty: 433.357849 Iteration 2F: 3 clusters Score -5549.771 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -5560.465332 Penalty: 433.357849 Iteration 3Q: 3 clusters Score -5560.465 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -5562.006348 Penalty: 433.357849 Iteration 4Q: 3 clusters Score -5562.006 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -5562.006348 Penalty: 433.357849 Iteration 5F: 3 clusters Score -5562.006 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (109 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Entering Unmasked Estep Score: -5835.932129 Penalty: 213.456345 Iteration 0F: 2 clusters Score -5835.932 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -5611.353027 Penalty: 426.912689 Iteration 0F: 3 clusters Score -5611.353 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -5645.833984 Penalty: 426.912689 Iteration 1F: 3 clusters Score -5645.834 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -5657.561523 Penalty: 426.912689 Iteration 2F: 3 clusters Score -5657.562 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -5657.713379 Penalty: 426.912689 Iteration 3Q: 3 clusters Score -5657.713 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -5657.713379 Penalty: 426.912689 Iteration 4F: 3 clusters Score -5657.713 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (9991 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9991 members Entering Unmasked Estep Score: -537494.500000 Penalty: 419.029541 Iteration 0F: 2 clusters Score -537494.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4911 members Mstep: Class 2 contains 5080 members Entering Unmasked Estep Score: -530850.187500 Penalty: 838.059082 Iteration 0F: 3 clusters Score -530850.2 nChanged 4589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4078 members Mstep: Class 2 contains 5913 members Entering Unmasked Estep Score: -533504.625000 Penalty: 838.059082 Iteration 1F: 3 clusters Score -533504.6 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3528 members Mstep: Class 2 contains 6463 members Entering Unmasked Estep Score: -533900.000000 Penalty: 838.059082 Iteration 2F: 3 clusters Score -533900 nChanged 807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2823 members Mstep: Class 2 contains 7168 members Entering Unmasked Estep Score: -534453.250000 Penalty: 838.059082 Iteration 3F: 3 clusters Score -534453.2 nChanged 858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 7984 members Entering Unmasked Estep Score: -535182.375000 Penalty: 838.059082 Iteration 4F: 3 clusters Score -535182.4 nChanged 798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 8772 members Entering Unmasked Estep Score: -535954.687500 Penalty: 838.059082 Iteration 5F: 3 clusters Score -535954.7 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 9364 members Entering Unmasked Estep Score: -536547.437500 Penalty: 838.059082 Iteration 6F: 3 clusters Score -536547.4 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 9692 members Entering Unmasked Estep Score: -536869.000000 Penalty: 838.059082 Iteration 7Q: 3 clusters Score -536869 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 9846 members Entering Unmasked Estep Score: -537016.250000 Penalty: 838.059082 Iteration 8Q: 3 clusters Score -537016.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 9915 members Entering Unmasked Estep Score: -537090.937500 Penalty: 838.059082 Iteration 9Q: 3 clusters Score -537090.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 9937 members Entering Unmasked Estep Score: -537119.312500 Penalty: 838.059082 Iteration 10Q: 3 clusters Score -537119.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 9942 members Entering Unmasked Estep Score: -537125.625000 Penalty: 838.059082 Iteration 11Q: 3 clusters Score -537125.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 9945 members Entering Unmasked Estep Score: -537129.125000 Penalty: 838.059082 Iteration 12Q: 3 clusters Score -537129.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 9946 members Entering Unmasked Estep Score: -537129.312500 Penalty: 838.059082 Iteration 13Q: 3 clusters Score -537129.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 9946 members Entering Unmasked Estep Score: -537129.312500 Penalty: 838.059082 Iteration 14F: 3 clusters Score -537129.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (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: -25848.324219 Penalty: 283.036865 Iteration 0F: 2 clusters Score -25848.32 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -25354.408203 Penalty: 566.073730 Iteration 0F: 3 clusters Score -25354.41 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -25491.701172 Penalty: 566.073730 Iteration 1F: 3 clusters Score -25491.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -25534.378906 Penalty: 566.073730 Iteration 2F: 3 clusters Score -25534.38 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -25570.000000 Penalty: 566.073730 Iteration 3F: 3 clusters Score -25570 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -25589.945312 Penalty: 566.073730 Iteration 4Q: 3 clusters Score -25589.95 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -25606.187500 Penalty: 566.073730 Iteration 5Q: 3 clusters Score -25606.19 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -25618.345703 Penalty: 566.073730 Iteration 6Q: 3 clusters Score -25618.35 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -25625.650391 Penalty: 566.073730 Iteration 7Q: 3 clusters Score -25625.65 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -25630.935547 Penalty: 566.073730 Iteration 8Q: 3 clusters Score -25630.94 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -25634.400391 Penalty: 566.073730 Iteration 9Q: 3 clusters Score -25634.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -25639.542969 Penalty: 566.073730 Iteration 10Q: 3 clusters Score -25639.54 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -25649.820312 Penalty: 566.073730 Iteration 11Q: 3 clusters Score -25649.82 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -25651.943359 Penalty: 566.073730 Iteration 12Q: 3 clusters Score -25651.94 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -25653.957031 Penalty: 566.073730 Iteration 13Q: 3 clusters Score -25653.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -25655.384766 Penalty: 566.073730 Iteration 14Q: 3 clusters Score -25655.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -25655.712891 Penalty: 566.073730 Iteration 15Q: 3 clusters Score -25655.71 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -25655.712891 Penalty: 566.073730 Iteration 16F: 3 clusters Score -25655.71 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (207 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Entering Unmasked Estep Score: -9825.248047 Penalty: 242.638702 Iteration 0F: 2 clusters Score -9825.248 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -9543.526367 Penalty: 485.277405 Iteration 0F: 3 clusters Score -9543.526 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -9628.641602 Penalty: 485.277405 Iteration 1F: 3 clusters Score -9628.642 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -9639.079102 Penalty: 485.277405 Iteration 2Q: 3 clusters Score -9639.079 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -9652.251953 Penalty: 485.277405 Iteration 3Q: 3 clusters Score -9652.252 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -9663.492188 Penalty: 485.277405 Iteration 4Q: 3 clusters Score -9663.492 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -9672.946289 Penalty: 485.277405 Iteration 5Q: 3 clusters Score -9672.946 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -9679.789062 Penalty: 485.277405 Iteration 6Q: 3 clusters Score -9679.789 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -9688.124023 Penalty: 485.277405 Iteration 7Q: 3 clusters Score -9688.124 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -9690.291016 Penalty: 485.277405 Iteration 8Q: 3 clusters Score -9690.291 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -9690.291016 Penalty: 485.277405 Iteration 9F: 3 clusters Score -9690.291 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (96734 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96734 members Entering Unmasked Estep Score: -5452694.500000 Penalty: 522.327271 Iteration 0F: 2 clusters Score -5452694 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48477 members Mstep: Class 2 contains 48257 members Entering Unmasked Estep Score: -5387256.000000 Penalty: 1044.654541 Iteration 0F: 3 clusters Score -5387256 nChanged 47292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50295 members Mstep: Class 2 contains 46439 members Entering Unmasked Estep Score: -5415132.500000 Penalty: 1044.654541 Iteration 1F: 3 clusters Score -5415132 nChanged 3195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51802 members Mstep: Class 2 contains 44932 members Entering Unmasked Estep Score: -5415976.500000 Penalty: 1044.654541 Iteration 2Q: 3 clusters Score -5415976 nChanged 3672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54212 members Mstep: Class 2 contains 42522 members Entering Unmasked Estep Score: -5417262.000000 Penalty: 1044.654541 Iteration 3Q: 3 clusters Score -5417262 nChanged 4642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57936 members Mstep: Class 2 contains 38798 members Entering Unmasked Estep Score: -5419473.000000 Penalty: 1044.654541 Iteration 4Q: 3 clusters Score -5419473 nChanged 5946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63222 members Mstep: Class 2 contains 33512 members Entering Unmasked Estep Score: -5423193.500000 Penalty: 1044.654541 Iteration 5F: 3 clusters Score -5423194 nChanged 7154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69830 members Mstep: Class 2 contains 26904 members Entering Unmasked Estep Score: -5428683.000000 Penalty: 1044.654541 Iteration 6F: 3 clusters Score -5428683 nChanged 7109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76545 members Mstep: Class 2 contains 20189 members Entering Unmasked Estep Score: -5435026.000000 Penalty: 1044.654541 Iteration 7F: 3 clusters Score -5435026 nChanged 5896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82109 members Mstep: Class 2 contains 14625 members Entering Unmasked Estep Score: -5440392.500000 Penalty: 1044.654541 Iteration 8F: 3 clusters Score -5440392 nChanged 4273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86042 members Mstep: Class 2 contains 10692 members Entering Unmasked Estep Score: -5444004.500000 Penalty: 1044.654541 Iteration 9Q: 3 clusters Score -5444004 nChanged 2944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88774 members Mstep: Class 2 contains 7960 members Entering Unmasked Estep Score: -5446307.000000 Penalty: 1044.654541 Iteration 10Q: 3 clusters Score -5446307 nChanged 2084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90762 members Mstep: Class 2 contains 5972 members Entering Unmasked Estep Score: -5447837.000000 Penalty: 1044.654541 Iteration 11Q: 3 clusters Score -5447837 nChanged 1567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92285 members Mstep: Class 2 contains 4449 members Entering Unmasked Estep Score: -5448973.500000 Penalty: 1044.654541 Iteration 12Q: 3 clusters Score -5448974 nChanged 1217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93498 members Mstep: Class 2 contains 3236 members Entering Unmasked Estep Score: -5449869.500000 Penalty: 1044.654541 Iteration 13Q: 3 clusters Score -5449870 nChanged 959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94457 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -5450583.500000 Penalty: 1044.654541 Iteration 14Q: 3 clusters Score -5450584 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95157 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -5451140.000000 Penalty: 1044.654541 Iteration 15Q: 3 clusters Score -5451140 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95688 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -5451534.000000 Penalty: 1044.654541 Iteration 16Q: 3 clusters Score -5451534 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96042 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -5451764.000000 Penalty: 1044.654541 Iteration 17Q: 3 clusters Score -5451764 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96281 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -5451944.500000 Penalty: 1044.654541 Iteration 18Q: 3 clusters Score -5451944 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96438 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -5452069.000000 Penalty: 1044.654541 Iteration 19Q: 3 clusters Score -5452069 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96541 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -5452133.000000 Penalty: 1044.654541 Iteration 20F: 3 clusters Score -5452133 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96593 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -5452167.000000 Penalty: 1044.654541 Iteration 21Q: 3 clusters Score -5452167 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96621 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -5452181.000000 Penalty: 1044.654541 Iteration 22Q: 3 clusters Score -5452181 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96636 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -5452200.500000 Penalty: 1044.654541 Iteration 23Q: 3 clusters Score -5452200 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96638 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -5452211.000000 Penalty: 1044.654541 Iteration 24Q: 3 clusters Score -5452211 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96642 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -5452219.000000 Penalty: 1044.654541 Iteration 25Q: 3 clusters Score -5452219 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96644 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -5452221.500000 Penalty: 1044.654541 Iteration 26Q: 3 clusters Score -5452222 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96644 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -5452221.500000 Penalty: 1044.654541 Iteration 27F: 3 clusters Score -5452222 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (71 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Entering Unmasked Estep Score: -3241.858887 Penalty: 193.951935 Iteration 0F: 2 clusters Score -3241.859 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29 members Mstep: Class 2 contains 42 members Entering Unmasked Estep Score: -3077.513672 Penalty: 387.903870 Iteration 0F: 3 clusters Score -3077.514 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31 members Mstep: Class 2 contains 40 members Entering Unmasked Estep Score: -3097.714355 Penalty: 387.903870 Iteration 1F: 3 clusters Score -3097.714 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -3105.587158 Penalty: 387.903870 Iteration 2Q: 3 clusters Score -3105.587 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36 members Mstep: Class 2 contains 35 members Entering Unmasked Estep Score: -3112.201660 Penalty: 387.903870 Iteration 3Q: 3 clusters Score -3112.202 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35 members Mstep: Class 2 contains 36 members Entering Unmasked Estep Score: -3116.727783 Penalty: 387.903870 Iteration 4Q: 3 clusters Score -3116.728 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -3121.532227 Penalty: 387.903870 Iteration 5Q: 3 clusters Score -3121.532 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -3121.532227 Penalty: 387.903870 Iteration 6F: 3 clusters Score -3121.532 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (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: -7521.005859 Penalty: 230.635147 Iteration 0F: 2 clusters Score -7521.006 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 67 members Entering Unmasked Estep Score: -7274.597168 Penalty: 461.270294 Iteration 0F: 3 clusters Score -7274.597 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -7375.663086 Penalty: 461.270294 Iteration 1F: 3 clusters Score -7375.663 nChanged 16 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: -7400.703125 Penalty: 461.270294 Iteration 2F: 3 clusters Score -7400.703 nChanged 8 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: -7418.332520 Penalty: 461.270294 Iteration 3F: 3 clusters Score -7418.333 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -7444.057617 Penalty: 461.270294 Iteration 4F: 3 clusters Score -7444.058 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -7454.035645 Penalty: 461.270294 Iteration 5Q: 3 clusters Score -7454.036 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -7463.406738 Penalty: 461.270294 Iteration 6Q: 3 clusters Score -7463.407 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -7465.129883 Penalty: 461.270294 Iteration 7Q: 3 clusters Score -7465.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -7465.129883 Penalty: 461.270294 Iteration 8F: 3 clusters Score -7465.13 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (109 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Entering Unmasked Estep Score: -4770.274902 Penalty: 213.456345 Iteration 0F: 2 clusters Score -4770.275 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -4602.810547 Penalty: 426.912689 Iteration 0F: 3 clusters Score -4602.811 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -4678.807617 Penalty: 426.912689 Iteration 1F: 3 clusters Score -4678.808 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -4706.867676 Penalty: 426.912689 Iteration 2F: 3 clusters Score -4706.868 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -4715.691895 Penalty: 426.912689 Iteration 3Q: 3 clusters Score -4715.692 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -4722.060547 Penalty: 426.912689 Iteration 4Q: 3 clusters Score -4722.061 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -4722.060547 Penalty: 426.912689 Iteration 5F: 3 clusters Score -4722.061 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (213 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Entering Unmasked Estep Score: -9700.407227 Penalty: 243.938797 Iteration 0F: 2 clusters Score -9700.407 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -9438.071289 Penalty: 487.877594 Iteration 0F: 3 clusters Score -9438.071 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -9531.348633 Penalty: 487.877594 Iteration 1F: 3 clusters Score -9531.349 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -9559.332031 Penalty: 487.877594 Iteration 2F: 3 clusters Score -9559.332 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -9576.315430 Penalty: 487.877594 Iteration 3Q: 3 clusters Score -9576.315 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -9581.066406 Penalty: 487.877594 Iteration 4Q: 3 clusters Score -9581.066 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -9585.256836 Penalty: 487.877594 Iteration 5Q: 3 clusters Score -9585.257 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -9590.090820 Penalty: 487.877594 Iteration 6Q: 3 clusters Score -9590.091 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -9592.649414 Penalty: 487.877594 Iteration 7Q: 3 clusters Score -9592.649 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -9593.580078 Penalty: 487.877594 Iteration 8Q: 3 clusters Score -9593.58 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -9596.150391 Penalty: 487.877594 Iteration 9Q: 3 clusters Score -9596.15 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -9600.695312 Penalty: 487.877594 Iteration 10Q: 3 clusters Score -9600.695 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -9607.077148 Penalty: 487.877594 Iteration 11Q: 3 clusters Score -9607.077 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -9613.122070 Penalty: 487.877594 Iteration 12Q: 3 clusters Score -9613.122 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -9615.151367 Penalty: 487.877594 Iteration 13Q: 3 clusters Score -9615.151 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -9615.151367 Penalty: 487.877594 Iteration 14F: 3 clusters Score -9615.151 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (1626 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Entering Unmasked Estep Score: -88540.054688 Penalty: 336.421478 Iteration 0F: 2 clusters Score -88540.05 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -87344.015625 Penalty: 672.842957 Iteration 0F: 3 clusters Score -87344.02 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -87717.828125 Penalty: 672.842957 Iteration 1F: 3 clusters Score -87717.83 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -87778.929688 Penalty: 672.842957 Iteration 2F: 3 clusters Score -87778.93 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -87820.492188 Penalty: 672.842957 Iteration 3Q: 3 clusters Score -87820.49 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -87842.617188 Penalty: 672.842957 Iteration 4Q: 3 clusters Score -87842.62 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -87858.335938 Penalty: 672.842957 Iteration 5Q: 3 clusters Score -87858.34 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -87870.742188 Penalty: 672.842957 Iteration 6Q: 3 clusters Score -87870.74 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -87890.898438 Penalty: 672.842957 Iteration 7Q: 3 clusters Score -87890.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -87911.843750 Penalty: 672.842957 Iteration 8Q: 3 clusters Score -87911.84 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -87947.312500 Penalty: 672.842957 Iteration 9Q: 3 clusters Score -87947.31 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -87988.562500 Penalty: 672.842957 Iteration 10Q: 3 clusters Score -87988.56 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -88043.000000 Penalty: 672.842957 Iteration 11Q: 3 clusters Score -88043 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -88094.187500 Penalty: 672.842957 Iteration 12Q: 3 clusters Score -88094.19 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -88138.781250 Penalty: 672.842957 Iteration 13Q: 3 clusters Score -88138.78 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -88170.679688 Penalty: 672.842957 Iteration 14Q: 3 clusters Score -88170.68 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -88199.703125 Penalty: 672.842957 Iteration 15Q: 3 clusters Score -88199.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -88228.109375 Penalty: 672.842957 Iteration 16Q: 3 clusters Score -88228.11 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -88245.710938 Penalty: 672.842957 Iteration 17Q: 3 clusters Score -88245.71 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -88265.562500 Penalty: 672.842957 Iteration 18Q: 3 clusters Score -88265.56 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -88280.585938 Penalty: 672.842957 Iteration 19Q: 3 clusters Score -88280.59 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -88285.054688 Penalty: 672.842957 Iteration 20F: 3 clusters Score -88285.05 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -88287.429688 Penalty: 672.842957 Iteration 21Q: 3 clusters Score -88287.43 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -88292.468750 Penalty: 672.842957 Iteration 22Q: 3 clusters Score -88292.47 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -88299.164062 Penalty: 672.842957 Iteration 23Q: 3 clusters Score -88299.16 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -88301.906250 Penalty: 672.842957 Iteration 24Q: 3 clusters Score -88301.91 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -88305.898438 Penalty: 672.842957 Iteration 25Q: 3 clusters Score -88305.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -88309.093750 Penalty: 672.842957 Iteration 26Q: 3 clusters Score -88309.09 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -88314.820312 Penalty: 672.842957 Iteration 27Q: 3 clusters Score -88314.82 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -88322.531250 Penalty: 672.842957 Iteration 28Q: 3 clusters Score -88322.53 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -88323.335938 Penalty: 672.842957 Iteration 29Q: 3 clusters Score -88323.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -88323.968750 Penalty: 672.842957 Iteration 30Q: 3 clusters Score -88323.97 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -88324.656250 Penalty: 672.842957 Iteration 31Q: 3 clusters Score -88324.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -88324.781250 Penalty: 672.842957 Iteration 32Q: 3 clusters Score -88324.78 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -88324.781250 Penalty: 672.842957 Iteration 33F: 3 clusters Score -88324.78 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (228 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Entering Unmasked Estep Score: -9757.780273 Penalty: 247.035233 Iteration 0F: 2 clusters Score -9757.78 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 116 members Entering Unmasked Estep Score: -9465.109375 Penalty: 494.070465 Iteration 0F: 3 clusters Score -9465.109 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -9530.346680 Penalty: 494.070465 Iteration 1F: 3 clusters Score -9530.347 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -9542.188477 Penalty: 494.070465 Iteration 2F: 3 clusters Score -9542.188 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -9552.630859 Penalty: 494.070465 Iteration 3Q: 3 clusters Score -9552.631 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -9561.527344 Penalty: 494.070465 Iteration 4Q: 3 clusters Score -9561.527 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -9565.054688 Penalty: 494.070465 Iteration 5Q: 3 clusters Score -9565.055 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -9569.839844 Penalty: 494.070465 Iteration 6Q: 3 clusters Score -9569.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -9569.839844 Penalty: 494.070465 Iteration 7F: 3 clusters Score -9569.84 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (269 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Entering Unmasked Estep Score: -14515.463867 Penalty: 254.559357 Iteration 0F: 2 clusters Score -14515.46 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 126 members Entering Unmasked Estep Score: -14178.353516 Penalty: 509.118713 Iteration 0F: 3 clusters Score -14178.35 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -14244.137695 Penalty: 509.118713 Iteration 1F: 3 clusters Score -14244.14 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -14260.479492 Penalty: 509.118713 Iteration 2F: 3 clusters Score -14260.48 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -14269.209961 Penalty: 509.118713 Iteration 3Q: 3 clusters Score -14269.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -14270.503906 Penalty: 509.118713 Iteration 4Q: 3 clusters Score -14270.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -14272.541992 Penalty: 509.118713 Iteration 5Q: 3 clusters Score -14272.54 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -14275.604492 Penalty: 509.118713 Iteration 6Q: 3 clusters Score -14275.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -14277.944336 Penalty: 509.118713 Iteration 7Q: 3 clusters Score -14277.94 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -14279.720703 Penalty: 509.118713 Iteration 8Q: 3 clusters Score -14279.72 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -14281.208008 Penalty: 509.118713 Iteration 9Q: 3 clusters Score -14281.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -14281.462891 Penalty: 509.118713 Iteration 10Q: 3 clusters Score -14281.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -14281.462891 Penalty: 509.118713 Iteration 11F: 3 clusters Score -14281.46 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (1585 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Entering Unmasked Estep Score: -87406.875000 Penalty: 335.259460 Iteration 0F: 2 clusters Score -87406.88 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -86274.023438 Penalty: 670.518921 Iteration 0F: 3 clusters Score -86274.02 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -86635.929688 Penalty: 670.518921 Iteration 1F: 3 clusters Score -86635.93 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -86699.734375 Penalty: 670.518921 Iteration 2F: 3 clusters Score -86699.73 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -86754.929688 Penalty: 670.518921 Iteration 3Q: 3 clusters Score -86754.93 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -86799.101562 Penalty: 670.518921 Iteration 4Q: 3 clusters Score -86799.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -86831.664062 Penalty: 670.518921 Iteration 5Q: 3 clusters Score -86831.66 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -86851.648438 Penalty: 670.518921 Iteration 6Q: 3 clusters Score -86851.65 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -86871.585938 Penalty: 670.518921 Iteration 7Q: 3 clusters Score -86871.59 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -86886.546875 Penalty: 670.518921 Iteration 8Q: 3 clusters Score -86886.55 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -86898.281250 Penalty: 670.518921 Iteration 9Q: 3 clusters Score -86898.28 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -86910.742188 Penalty: 670.518921 Iteration 10Q: 3 clusters Score -86910.74 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -86922.679688 Penalty: 670.518921 Iteration 11Q: 3 clusters Score -86922.68 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -86932.078125 Penalty: 670.518921 Iteration 12Q: 3 clusters Score -86932.08 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -86940.164062 Penalty: 670.518921 Iteration 13Q: 3 clusters Score -86940.16 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -86950.273438 Penalty: 670.518921 Iteration 14Q: 3 clusters Score -86950.27 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -86962.851562 Penalty: 670.518921 Iteration 15Q: 3 clusters Score -86962.85 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -86972.937500 Penalty: 670.518921 Iteration 16Q: 3 clusters Score -86972.94 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -86986.500000 Penalty: 670.518921 Iteration 17Q: 3 clusters Score -86986.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -86996.398438 Penalty: 670.518921 Iteration 18Q: 3 clusters Score -86996.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -87003.406250 Penalty: 670.518921 Iteration 19Q: 3 clusters Score -87003.41 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -87010.828125 Penalty: 670.518921 Iteration 20F: 3 clusters Score -87010.83 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -87019.710938 Penalty: 670.518921 Iteration 21Q: 3 clusters Score -87019.71 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -87028.945312 Penalty: 670.518921 Iteration 22Q: 3 clusters Score -87028.95 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -87035.117188 Penalty: 670.518921 Iteration 23Q: 3 clusters Score -87035.12 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -87042.218750 Penalty: 670.518921 Iteration 24Q: 3 clusters Score -87042.22 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -87049.320312 Penalty: 670.518921 Iteration 25Q: 3 clusters Score -87049.32 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -87057.000000 Penalty: 670.518921 Iteration 26Q: 3 clusters Score -87057 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -87063.343750 Penalty: 670.518921 Iteration 27Q: 3 clusters Score -87063.34 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -87066.117188 Penalty: 670.518921 Iteration 28Q: 3 clusters Score -87066.12 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -87067.296875 Penalty: 670.518921 Iteration 29Q: 3 clusters Score -87067.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -87068.601562 Penalty: 670.518921 Iteration 30Q: 3 clusters Score -87068.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -87069.765625 Penalty: 670.518921 Iteration 31Q: 3 clusters Score -87069.77 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -87071.351562 Penalty: 670.518921 Iteration 32Q: 3 clusters Score -87071.35 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -87072.218750 Penalty: 670.518921 Iteration 33Q: 3 clusters Score -87072.22 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -87072.773438 Penalty: 670.518921 Iteration 34Q: 3 clusters Score -87072.77 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -87076.210938 Penalty: 670.518921 Iteration 35Q: 3 clusters Score -87076.21 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -87079.117188 Penalty: 670.518921 Iteration 36Q: 3 clusters Score -87079.12 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -87081.757812 Penalty: 670.518921 Iteration 37Q: 3 clusters Score -87081.76 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -87083.601562 Penalty: 670.518921 Iteration 38Q: 3 clusters Score -87083.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -87086.367188 Penalty: 670.518921 Iteration 39Q: 3 clusters Score -87086.37 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -87089.789062 Penalty: 670.518921 Iteration 40F: 3 clusters Score -87089.79 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -87092.554688 Penalty: 670.518921 Iteration 41Q: 3 clusters Score -87092.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -87094.671875 Penalty: 670.518921 Iteration 42Q: 3 clusters Score -87094.67 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -87096.976562 Penalty: 670.518921 Iteration 43Q: 3 clusters Score -87096.98 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -87100.500000 Penalty: 670.518921 Iteration 44Q: 3 clusters Score -87100.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -87101.093750 Penalty: 670.518921 Iteration 45Q: 3 clusters Score -87101.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -87101.406250 Penalty: 670.518921 Iteration 46Q: 3 clusters Score -87101.41 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -87101.406250 Penalty: 670.518921 Iteration 47F: 3 clusters Score -87101.41 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (5453 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5453 members Entering Unmasked Estep Score: -330856.187500 Penalty: 391.478394 Iteration 0F: 2 clusters Score -330856.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2700 members Mstep: Class 2 contains 2753 members Entering Unmasked Estep Score: -327141.031250 Penalty: 782.956787 Iteration 0F: 3 clusters Score -327141 nChanged 2481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2585 members Mstep: Class 2 contains 2868 members Entering Unmasked Estep Score: -328498.656250 Penalty: 782.956787 Iteration 1F: 3 clusters Score -328498.7 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2555 members Mstep: Class 2 contains 2898 members Entering Unmasked Estep Score: -328634.562500 Penalty: 782.956787 Iteration 2F: 3 clusters Score -328634.6 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2524 members Mstep: Class 2 contains 2929 members Entering Unmasked Estep Score: -328795.781250 Penalty: 782.956787 Iteration 3F: 3 clusters Score -328795.8 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 2944 members Entering Unmasked Estep Score: -328951.375000 Penalty: 782.956787 Iteration 4Q: 3 clusters Score -328951.4 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 2987 members Entering Unmasked Estep Score: -329172.437500 Penalty: 782.956787 Iteration 5F: 3 clusters Score -329172.4 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 2985 members Entering Unmasked Estep Score: -329458.312500 Penalty: 782.956787 Iteration 6F: 3 clusters Score -329458.3 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 2959 members Entering Unmasked Estep Score: -329739.750000 Penalty: 782.956787 Iteration 7F: 3 clusters Score -329739.8 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 2937 members Entering Unmasked Estep Score: -329971.093750 Penalty: 782.956787 Iteration 8F: 3 clusters Score -329971.1 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2536 members Mstep: Class 2 contains 2917 members Entering Unmasked Estep Score: -330082.781250 Penalty: 782.956787 Iteration 9Q: 3 clusters Score -330082.8 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2541 members Mstep: Class 2 contains 2912 members Entering Unmasked Estep Score: -330133.375000 Penalty: 782.956787 Iteration 10Q: 3 clusters Score -330133.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2556 members Mstep: Class 2 contains 2897 members Entering Unmasked Estep Score: -330152.000000 Penalty: 782.956787 Iteration 11Q: 3 clusters Score -330152 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2565 members Mstep: Class 2 contains 2888 members Entering Unmasked Estep Score: -330163.750000 Penalty: 782.956787 Iteration 12Q: 3 clusters Score -330163.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 2874 members Entering Unmasked Estep Score: -330175.187500 Penalty: 782.956787 Iteration 13Q: 3 clusters Score -330175.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2587 members Mstep: Class 2 contains 2866 members Entering Unmasked Estep Score: -330182.593750 Penalty: 782.956787 Iteration 14Q: 3 clusters Score -330182.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2594 members Mstep: Class 2 contains 2859 members Entering Unmasked Estep Score: -330188.750000 Penalty: 782.956787 Iteration 15Q: 3 clusters Score -330188.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 2846 members Entering Unmasked Estep Score: -330195.593750 Penalty: 782.956787 Iteration 16Q: 3 clusters Score -330195.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2611 members Mstep: Class 2 contains 2842 members Entering Unmasked Estep Score: -330200.250000 Penalty: 782.956787 Iteration 17Q: 3 clusters Score -330200.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2611 members Mstep: Class 2 contains 2842 members Entering Unmasked Estep Score: -330202.937500 Penalty: 782.956787 Iteration 18Q: 3 clusters Score -330202.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2611 members Mstep: Class 2 contains 2842 members Entering Unmasked Estep Score: -330204.281250 Penalty: 782.956787 Iteration 19Q: 3 clusters Score -330204.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2615 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -330207.531250 Penalty: 782.956787 Iteration 20F: 3 clusters Score -330207.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2614 members Mstep: Class 2 contains 2839 members Entering Unmasked Estep Score: -330210.375000 Penalty: 782.956787 Iteration 21Q: 3 clusters Score -330210.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2615 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -330214.031250 Penalty: 782.956787 Iteration 22Q: 3 clusters Score -330214 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2613 members Mstep: Class 2 contains 2840 members Entering Unmasked Estep Score: -330219.312500 Penalty: 782.956787 Iteration 23Q: 3 clusters Score -330219.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2612 members Mstep: Class 2 contains 2841 members Entering Unmasked Estep Score: -330222.500000 Penalty: 782.956787 Iteration 24Q: 3 clusters Score -330222.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2608 members Mstep: Class 2 contains 2845 members Entering Unmasked Estep Score: -330227.500000 Penalty: 782.956787 Iteration 25Q: 3 clusters Score -330227.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2604 members Mstep: Class 2 contains 2849 members Entering Unmasked Estep Score: -330230.218750 Penalty: 782.956787 Iteration 26Q: 3 clusters Score -330230.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2606 members Mstep: Class 2 contains 2847 members Entering Unmasked Estep Score: -330232.312500 Penalty: 782.956787 Iteration 27Q: 3 clusters Score -330232.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2609 members Mstep: Class 2 contains 2844 members Entering Unmasked Estep Score: -330234.343750 Penalty: 782.956787 Iteration 28Q: 3 clusters Score -330234.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2615 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -330236.500000 Penalty: 782.956787 Iteration 29Q: 3 clusters Score -330236.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 2834 members Entering Unmasked Estep Score: -330238.031250 Penalty: 782.956787 Iteration 30Q: 3 clusters Score -330238 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2622 members Mstep: Class 2 contains 2831 members Entering Unmasked Estep Score: -330238.812500 Penalty: 782.956787 Iteration 31Q: 3 clusters Score -330238.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2629 members Mstep: Class 2 contains 2824 members Entering Unmasked Estep Score: -330240.156250 Penalty: 782.956787 Iteration 32Q: 3 clusters Score -330240.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 2819 members Entering Unmasked Estep Score: -330239.937500 Penalty: 782.956787 Iteration 33Q: 3 clusters Score -330239.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2636 members Mstep: Class 2 contains 2817 members Entering Unmasked Estep Score: -330240.375000 Penalty: 782.956787 Iteration 34Q: 3 clusters Score -330240.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2638 members Mstep: Class 2 contains 2815 members Entering Unmasked Estep Score: -330240.406250 Penalty: 782.956787 Iteration 35Q: 3 clusters Score -330240.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2642 members Mstep: Class 2 contains 2811 members Entering Unmasked Estep Score: -330241.156250 Penalty: 782.956787 Iteration 36Q: 3 clusters Score -330241.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2646 members Mstep: Class 2 contains 2807 members Entering Unmasked Estep Score: -330240.625000 Penalty: 782.956787 Iteration 37Q: 3 clusters Score -330240.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 2801 members Entering Unmasked Estep Score: -330242.406250 Penalty: 782.956787 Iteration 38Q: 3 clusters Score -330242.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2657 members Mstep: Class 2 contains 2796 members Entering Unmasked Estep Score: -330242.218750 Penalty: 782.956787 Iteration 39Q: 3 clusters Score -330242.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2656 members Mstep: Class 2 contains 2797 members Entering Unmasked Estep Score: -330242.656250 Penalty: 782.956787 Iteration 40F: 3 clusters Score -330242.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2657 members Mstep: Class 2 contains 2796 members Entering Unmasked Estep Score: -330242.718750 Penalty: 782.956787 Iteration 41Q: 3 clusters Score -330242.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 2792 members Entering Unmasked Estep Score: -330243.718750 Penalty: 782.956787 Iteration 42Q: 3 clusters Score -330243.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2666 members Mstep: Class 2 contains 2787 members Entering Unmasked Estep Score: -330244.375000 Penalty: 782.956787 Iteration 43Q: 3 clusters Score -330244.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2669 members Mstep: Class 2 contains 2784 members Entering Unmasked Estep Score: -330244.312500 Penalty: 782.956787 Iteration 44Q: 3 clusters Score -330244.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 2783 members Entering Unmasked Estep Score: -330244.000000 Penalty: 782.956787 Iteration 45Q: 3 clusters Score -330244 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 2783 members Entering Unmasked Estep Score: -330244.187500 Penalty: 782.956787 Iteration 46Q: 3 clusters Score -330244.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 2783 members Entering Unmasked Estep Score: -330244.187500 Penalty: 782.956787 Iteration 47F: 3 clusters Score -330244.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (261 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Entering Unmasked Estep Score: -10320.056641 Penalty: 253.185669 Iteration 0F: 2 clusters Score -10320.06 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -9999.232422 Penalty: 506.371338 Iteration 0F: 3 clusters Score -9999.232 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -10111.512695 Penalty: 506.371338 Iteration 1F: 3 clusters Score -10111.51 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -10164.498047 Penalty: 506.371338 Iteration 2F: 3 clusters Score -10164.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -10188.718750 Penalty: 506.371338 Iteration 3F: 3 clusters Score -10188.72 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -10197.944336 Penalty: 506.371338 Iteration 4Q: 3 clusters Score -10197.94 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -10202.576172 Penalty: 506.371338 Iteration 5Q: 3 clusters Score -10202.58 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -10208.170898 Penalty: 506.371338 Iteration 6Q: 3 clusters Score -10208.17 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -10225.369141 Penalty: 506.371338 Iteration 7Q: 3 clusters Score -10225.37 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -10258.505859 Penalty: 506.371338 Iteration 8Q: 3 clusters Score -10258.51 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -10291.133789 Penalty: 506.371338 Iteration 9Q: 3 clusters Score -10291.13 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -10312.776367 Penalty: 506.371338 Iteration 10Q: 3 clusters Score -10312.78 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -10322.568359 Penalty: 506.371338 Iteration 11Q: 3 clusters Score -10322.57 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -10325.557617 Penalty: 506.371338 Iteration 12Q: 3 clusters Score -10325.56 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -10325.557617 Penalty: 506.371338 Iteration 13F: 3 clusters Score -10325.56 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1176 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1045 members Mstep: Class 3 contains 816 members Mstep: Class 4 contains 15238 members Mstep: Class 5 contains 130 members Mstep: Class 6 contains 779 members Mstep: Class 7 contains 172 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 3162 members Mstep: Class 10 contains 1184 members Mstep: Class 11 contains 117 members Mstep: Class 12 contains 109 members Mstep: Class 13 contains 9991 members Mstep: Class 14 contains 503 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 96734 members Mstep: Class 17 contains 71 members Mstep: Class 18 contains 159 members Mstep: Class 19 contains 109 members Mstep: Class 20 contains 213 members Mstep: Class 21 contains 1626 members Mstep: Class 22 contains 228 members Mstep: Class 23 contains 269 members Mstep: Class 24 contains 1585 members Mstep: Class 25 contains 5453 members Mstep: Class 26 contains 128 members Mstep: Class 27 contains 310 members Mstep: Class 28 contains 141 members Mstep: Class 29 contains 143 members Mstep: Class 30 contains 285 members Mstep: Class 31 contains 942 members Mstep: Class 32 contains 192 members Mstep: Class 33 contains 133 members Entering Unmasked Estep Score: -7912206.000000 Penalty: 17842.175781 Splitting cluster 26 changes total score from -7912488.000000 to -7912206.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 27 (310 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Entering Unmasked Estep Score: -16251.700195 Penalty: 261.014038 Iteration 0F: 2 clusters Score -16251.7 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 166 members Entering Unmasked Estep Score: -15926.523438 Penalty: 522.028076 Iteration 0F: 3 clusters Score -15926.52 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -16009.078125 Penalty: 522.028076 Iteration 1F: 3 clusters Score -16009.08 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -16027.750000 Penalty: 522.028076 Iteration 2Q: 3 clusters Score -16027.75 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -16046.317383 Penalty: 522.028076 Iteration 3Q: 3 clusters Score -16046.32 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -16070.614258 Penalty: 522.028076 Iteration 4Q: 3 clusters Score -16070.61 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -16087.167969 Penalty: 522.028076 Iteration 5Q: 3 clusters Score -16087.17 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -16097.646484 Penalty: 522.028076 Iteration 6Q: 3 clusters Score -16097.65 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -16106.324219 Penalty: 522.028076 Iteration 7Q: 3 clusters Score -16106.32 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -16112.226562 Penalty: 522.028076 Iteration 8Q: 3 clusters Score -16112.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -16116.789062 Penalty: 522.028076 Iteration 9Q: 3 clusters Score -16116.79 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -16118.908203 Penalty: 522.028076 Iteration 10Q: 3 clusters Score -16118.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -16120.243164 Penalty: 522.028076 Iteration 11Q: 3 clusters Score -16120.24 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -16123.182617 Penalty: 522.028076 Iteration 12Q: 3 clusters Score -16123.18 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -16124.410156 Penalty: 522.028076 Iteration 13Q: 3 clusters Score -16124.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -16133.950195 Penalty: 522.028076 Iteration 14Q: 3 clusters Score -16133.95 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -16138.001953 Penalty: 522.028076 Iteration 15Q: 3 clusters Score -16138 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -16138.665039 Penalty: 522.028076 Iteration 16Q: 3 clusters Score -16138.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -16139.150391 Penalty: 522.028076 Iteration 17Q: 3 clusters Score -16139.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -16139.150391 Penalty: 522.028076 Iteration 18F: 3 clusters Score -16139.15 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (141 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Entering Unmasked Estep Score: -7274.313965 Penalty: 225.168579 Iteration 0F: 2 clusters Score -7274.314 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -7028.754883 Penalty: 450.337158 Iteration 0F: 3 clusters Score -7028.755 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -7071.091309 Penalty: 450.337158 Iteration 1F: 3 clusters Score -7071.091 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -7082.110840 Penalty: 450.337158 Iteration 2Q: 3 clusters Score -7082.111 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -7088.011719 Penalty: 450.337158 Iteration 3Q: 3 clusters Score -7088.012 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -7092.193359 Penalty: 450.337158 Iteration 4Q: 3 clusters Score -7092.193 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -7092.193359 Penalty: 450.337158 Iteration 5F: 3 clusters Score -7092.193 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (143 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Entering Unmasked Estep Score: -6547.562988 Penalty: 225.809448 Iteration 0F: 2 clusters Score -6547.563 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 67 members Entering Unmasked Estep Score: -6303.989746 Penalty: 451.618896 Iteration 0F: 3 clusters Score -6303.99 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -6351.226074 Penalty: 451.618896 Iteration 1F: 3 clusters Score -6351.226 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -6355.271973 Penalty: 451.618896 Iteration 2Q: 3 clusters Score -6355.272 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -6359.281250 Penalty: 451.618896 Iteration 3Q: 3 clusters Score -6359.281 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -6363.986816 Penalty: 451.618896 Iteration 4Q: 3 clusters Score -6363.987 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -6364.791992 Penalty: 451.618896 Iteration 5Q: 3 clusters Score -6364.792 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -6364.791992 Penalty: 451.618896 Iteration 6F: 3 clusters Score -6364.792 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (285 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Entering Unmasked Estep Score: -11921.242188 Penalty: 257.188263 Iteration 0F: 2 clusters Score -11921.24 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 139 members Entering Unmasked Estep Score: -11578.073242 Penalty: 514.376526 Iteration 0F: 3 clusters Score -11578.07 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -11756.662109 Penalty: 514.376526 Iteration 1F: 3 clusters Score -11756.66 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -11810.538086 Penalty: 514.376526 Iteration 2F: 3 clusters Score -11810.54 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -11832.909180 Penalty: 514.376526 Iteration 3Q: 3 clusters Score -11832.91 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -11850.166016 Penalty: 514.376526 Iteration 4Q: 3 clusters Score -11850.17 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -11855.025391 Penalty: 514.376526 Iteration 5Q: 3 clusters Score -11855.03 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -11857.493164 Penalty: 514.376526 Iteration 6Q: 3 clusters Score -11857.49 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -11861.495117 Penalty: 514.376526 Iteration 7Q: 3 clusters Score -11861.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -11863.316406 Penalty: 514.376526 Iteration 8Q: 3 clusters Score -11863.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -11864.687500 Penalty: 514.376526 Iteration 9Q: 3 clusters Score -11864.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -11864.687500 Penalty: 514.376526 Iteration 10F: 3 clusters Score -11864.69 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (942 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Entering Unmasked Estep Score: -57455.511719 Penalty: 311.584229 Iteration 0F: 2 clusters Score -57455.51 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -56711.750000 Penalty: 623.168457 Iteration 0F: 3 clusters Score -56711.75 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -56933.605469 Penalty: 623.168457 Iteration 1F: 3 clusters Score -56933.61 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -56980.976562 Penalty: 623.168457 Iteration 2F: 3 clusters Score -56980.98 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -57012.953125 Penalty: 623.168457 Iteration 3Q: 3 clusters Score -57012.95 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -57041.296875 Penalty: 623.168457 Iteration 4Q: 3 clusters Score -57041.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -57061.914062 Penalty: 623.168457 Iteration 5Q: 3 clusters Score -57061.91 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -57085.050781 Penalty: 623.168457 Iteration 6Q: 3 clusters Score -57085.05 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -57100.531250 Penalty: 623.168457 Iteration 7Q: 3 clusters Score -57100.53 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -57108.160156 Penalty: 623.168457 Iteration 8Q: 3 clusters Score -57108.16 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -57114.824219 Penalty: 623.168457 Iteration 9Q: 3 clusters Score -57114.82 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -57119.429688 Penalty: 623.168457 Iteration 10Q: 3 clusters Score -57119.43 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -57122.308594 Penalty: 623.168457 Iteration 11Q: 3 clusters Score -57122.31 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -57124.402344 Penalty: 623.168457 Iteration 12Q: 3 clusters Score -57124.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -57125.722656 Penalty: 623.168457 Iteration 13Q: 3 clusters Score -57125.72 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -57125.722656 Penalty: 623.168457 Iteration 14F: 3 clusters Score -57125.72 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (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: -7114.653809 Penalty: 239.216034 Iteration 0F: 2 clusters Score -7114.654 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -6890.973145 Penalty: 478.432068 Iteration 0F: 3 clusters Score -6890.973 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -7003.196289 Penalty: 478.432068 Iteration 1F: 3 clusters Score -7003.196 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -7037.774414 Penalty: 478.432068 Iteration 2F: 3 clusters Score -7037.774 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -7051.509766 Penalty: 478.432068 Iteration 3F: 3 clusters Score -7051.51 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -7067.128906 Penalty: 478.432068 Iteration 4Q: 3 clusters Score -7067.129 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -7087.960449 Penalty: 478.432068 Iteration 5Q: 3 clusters Score -7087.96 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -7095.635254 Penalty: 478.432068 Iteration 6Q: 3 clusters Score -7095.635 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -7111.759277 Penalty: 478.432068 Iteration 7Q: 3 clusters Score -7111.759 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -7113.179688 Penalty: 478.432068 Iteration 8Q: 3 clusters Score -7113.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -7113.179688 Penalty: 478.432068 Iteration 9F: 3 clusters Score -7113.18 nChanged 0 --- Evaluating fit on full set of 434311 points --- Entering Unmasked Estep Score: -23722292.000000 Penalty: 18901.087891 22->33 Clusters: Score -23722292.000000, best is -23763254.000000 Starting from 23 clusters... Entering ConstructFrom: --- Running on subset of 144770 points --- Entering CEM Assigned 23 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6663 members Mstep: Class 2 contains 6602 members Mstep: Class 3 contains 6570 members Mstep: Class 4 contains 6585 members Mstep: Class 5 contains 6727 members Mstep: Class 6 contains 6588 members Mstep: Class 7 contains 6697 members Mstep: Class 8 contains 6645 members Mstep: Class 9 contains 6658 members Mstep: Class 10 contains 6470 members Mstep: Class 11 contains 6592 members Mstep: Class 12 contains 6390 members Mstep: Class 13 contains 6642 members Mstep: Class 14 contains 6634 members Mstep: Class 15 contains 6487 members Mstep: Class 16 contains 6509 members Mstep: Class 17 contains 6588 members Mstep: Class 18 contains 6532 members Mstep: Class 19 contains 6529 members Mstep: Class 20 contains 6584 members Mstep: Class 21 contains 6642 members Mstep: Class 22 contains 6436 members Entering Unmasked Estep ConsiderDeletion Deleting Class 13. Lose 1.400167 but Gain 540.671875 Score: -5396908.000000 Penalty: 11354.112305 Iteration 0F: 22 clusters Score -5396908 nChanged 138206 Entering Unmasked Mstep Mstep: Class 0 contains 2648 members Mstep: Class 1 contains 6399 members Mstep: Class 2 contains 2860 members Mstep: Class 3 contains 3252 members Mstep: Class 4 contains 108692 members Mstep: Class 5 contains 163 members Mstep: Class 6 contains 426 members Mstep: Class 7 contains 436 members Mstep: Class 8 contains 422 members Mstep: Class 9 contains 490 members Mstep: Class 10 contains 3226 members Mstep: Class 11 contains 648 members Mstep: Class 12 contains 855 members Mstep: Class 14 contains 185 members Mstep: Class 15 contains 53 members Mstep: Class 16 contains 1922 members Mstep: Class 17 contains 5457 members Mstep: Class 18 contains 3388 members Mstep: Class 19 contains 230 members Mstep: Class 20 contains 6 members Deleted class 20: not enough members Mstep: Class 21 contains 2933 members Mstep: Class 22 contains 79 members Entering Unmasked Estep ConsiderDeletion Deleting Class 22. Lose 15.211647 but Gain 540.671875 Score: -7689898.500000 Penalty: 10272.768555 Iteration 1F: 20 clusters Score -7689898 nChanged 26952 Entering Unmasked Mstep Mstep: Class 0 contains 2371 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 286 members Mstep: Class 3 contains 634 members Mstep: Class 4 contains 123096 members Mstep: Class 5 contains 102 members Mstep: Class 6 contains 171 members Mstep: Class 7 contains 816 members Mstep: Class 8 contains 49 members Mstep: Class 9 contains 219 members Mstep: Class 10 contains 554 members Mstep: Class 11 contains 296 members Mstep: Class 12 contains 811 members Mstep: Class 14 contains 38 members Mstep: Class 15 contains 136 members Mstep: Class 16 contains 4125 members Mstep: Class 17 contains 3333 members Mstep: Class 18 contains 4050 members Mstep: Class 19 contains 190 members Mstep: Class 21 contains 2536 members Entering Unmasked Estep ConsiderDeletion Deleting Class 6. Lose 81.132416 but Gain 540.672852 Score: -7837335.000000 Penalty: 9732.095703 Iteration 2F: 19 clusters Score -7837335 nChanged 5720 Entering Unmasked Mstep Mstep: Class 0 contains 2294 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 210 members Mstep: Class 3 contains 373 members Mstep: Class 4 contains 123389 members Mstep: Class 5 contains 105 members Mstep: Class 7 contains 822 members Mstep: Class 8 contains 81 members Mstep: Class 9 contains 195 members Mstep: Class 10 contains 269 members Mstep: Class 11 contains 239 members Mstep: Class 12 contains 871 members Mstep: Class 14 contains 56 members Mstep: Class 15 contains 140 members Mstep: Class 16 contains 4842 members Mstep: Class 17 contains 3400 members Mstep: Class 18 contains 4733 members Mstep: Class 19 contains 246 members Mstep: Class 21 contains 2156 members Entering Unmasked Estep ConsiderDeletion Deleting Class 15. Lose 234.401596 but Gain 540.671875 Score: -7846012.500000 Penalty: 9191.423828 Iteration 3Q: 18 clusters Score -7846012 nChanged 2556 Entering Unmasked Mstep Mstep: Class 0 contains 2294 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 212 members Mstep: Class 3 contains 309 members Mstep: Class 4 contains 122912 members Mstep: Class 5 contains 105 members Mstep: Class 7 contains 833 members Mstep: Class 8 contains 124 members Mstep: Class 9 contains 192 members Mstep: Class 10 contains 188 members Mstep: Class 11 contains 224 members Mstep: Class 12 contains 831 members Mstep: Class 14 contains 71 members Mstep: Class 16 contains 5143 members Mstep: Class 17 contains 3402 members Mstep: Class 18 contains 5323 members Mstep: Class 19 contains 242 members Mstep: Class 21 contains 2172 members Entering Unmasked Estep ConsiderDeletion Deleting Class 10. Lose 235.733643 but Gain 540.671875 Score: -7849909.000000 Penalty: 8650.751953 Iteration 4Q: 17 clusters Score -7849909 nChanged 1869 Entering Unmasked Mstep Mstep: Class 0 contains 2297 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 256 members Mstep: Class 3 contains 281 members Mstep: Class 4 contains 122324 members Mstep: Class 5 contains 96 members Mstep: Class 7 contains 840 members Mstep: Class 8 contains 185 members Mstep: Class 9 contains 190 members Mstep: Class 11 contains 242 members Mstep: Class 12 contains 814 members Mstep: Class 14 contains 81 members Mstep: Class 16 contains 5171 members Mstep: Class 17 contains 3534 members Mstep: Class 18 contains 5769 members Mstep: Class 19 contains 236 members Mstep: Class 21 contains 2308 members Entering Unmasked Estep ConsiderDeletion Deleting Class 1. Lose 499.224854 but Gain 540.671875 Score: -7851937.000000 Penalty: 8110.080078 Iteration 5Q: 16 clusters Score -7851937 nChanged 1466 Entering Unmasked Mstep Mstep: Class 0 contains 2299 members Mstep: Class 2 contains 278 members Mstep: Class 3 contains 231 members Mstep: Class 4 contains 121691 members Mstep: Class 5 contains 95 members Mstep: Class 7 contains 851 members Mstep: Class 8 contains 249 members Mstep: Class 9 contains 190 members Mstep: Class 11 contains 284 members Mstep: Class 12 contains 821 members Mstep: Class 14 contains 88 members Mstep: Class 16 contains 5246 members Mstep: Class 17 contains 3615 members Mstep: Class 18 contains 6119 members Mstep: Class 19 contains 234 members Mstep: Class 21 contains 2479 members Entering Unmasked Estep ConsiderDeletion Deleting Class 3. Lose 454.420105 but Gain 540.671875 Score: -7853364.000000 Penalty: 7569.408203 Iteration 6Q: 15 clusters Score -7853364 nChanged 1196 Entering Unmasked Mstep Mstep: Class 0 contains 2303 members Mstep: Class 2 contains 322 members Mstep: Class 4 contains 121225 members Mstep: Class 5 contains 89 members Mstep: Class 7 contains 863 members Mstep: Class 8 contains 333 members Mstep: Class 9 contains 190 members Mstep: Class 11 contains 330 members Mstep: Class 12 contains 825 members Mstep: Class 14 contains 96 members Mstep: Class 16 contains 5241 members Mstep: Class 17 contains 3651 members Mstep: Class 18 contains 6413 members Mstep: Class 19 contains 231 members Mstep: Class 21 contains 2658 members Entering Unmasked Estep ConsiderDeletion Score: -7854580.500000 Penalty: 7569.408203 Iteration 7Q: 15 clusters Score -7854580 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 2304 members Mstep: Class 2 contains 312 members Mstep: Class 4 contains 120794 members Mstep: Class 5 contains 87 members Mstep: Class 7 contains 864 members Mstep: Class 8 contains 382 members Mstep: Class 9 contains 190 members Mstep: Class 11 contains 349 members Mstep: Class 12 contains 820 members Mstep: Class 14 contains 95 members Mstep: Class 16 contains 5232 members Mstep: Class 17 contains 3665 members Mstep: Class 18 contains 6631 members Mstep: Class 19 contains 230 members Mstep: Class 21 contains 2815 members Entering Unmasked Estep ConsiderDeletion Score: -7854966.500000 Penalty: 7569.408203 Iteration 8Q: 15 clusters Score -7854966 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 2305 members Mstep: Class 2 contains 310 members Mstep: Class 4 contains 120447 members Mstep: Class 5 contains 90 members Mstep: Class 7 contains 863 members Mstep: Class 8 contains 391 members Mstep: Class 9 contains 190 members Mstep: Class 11 contains 356 members Mstep: Class 12 contains 821 members Mstep: Class 14 contains 90 members Mstep: Class 16 contains 5227 members Mstep: Class 17 contains 3674 members Mstep: Class 18 contains 6807 members Mstep: Class 19 contains 229 members Mstep: Class 21 contains 2970 members Entering Unmasked Estep ConsiderDeletion Score: -7855188.500000 Penalty: 7569.408203 Iteration 9Q: 15 clusters Score -7855188 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 2306 members Mstep: Class 2 contains 308 members Mstep: Class 4 contains 120176 members Mstep: Class 5 contains 92 members Mstep: Class 7 contains 862 members Mstep: Class 8 contains 391 members Mstep: Class 9 contains 190 members Mstep: Class 11 contains 360 members Mstep: Class 12 contains 819 members Mstep: Class 14 contains 91 members Mstep: Class 16 contains 5226 members Mstep: Class 17 contains 3653 members Mstep: Class 18 contains 6937 members Mstep: Class 19 contains 228 members Mstep: Class 21 contains 3131 members Entering Unmasked Estep ConsiderDeletion Score: -7855347.500000 Penalty: 7569.408203 Iteration 10Q: 15 clusters Score -7855348 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 2307 members Mstep: Class 2 contains 304 members Mstep: Class 4 contains 119926 members Mstep: Class 5 contains 93 members Mstep: Class 7 contains 861 members Mstep: Class 8 contains 384 members Mstep: Class 9 contains 190 members Mstep: Class 11 contains 365 members Mstep: Class 12 contains 817 members Mstep: Class 14 contains 95 members Mstep: Class 16 contains 5224 members Mstep: Class 17 contains 3623 members Mstep: Class 18 contains 7050 members Mstep: Class 19 contains 228 members Mstep: Class 21 contains 3303 members Entering Unmasked Estep ConsiderDeletion Score: -7855511.000000 Penalty: 7569.408203 Iteration 11Q: 15 clusters Score -7855511 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 2307 members Mstep: Class 2 contains 302 members Mstep: Class 4 contains 119705 members Mstep: Class 5 contains 93 members Mstep: Class 7 contains 861 members Mstep: Class 8 contains 377 members Mstep: Class 9 contains 190 members Mstep: Class 11 contains 365 members Mstep: Class 12 contains 816 members Mstep: Class 14 contains 98 members Mstep: Class 16 contains 5224 members Mstep: Class 17 contains 3576 members Mstep: Class 18 contains 7143 members Mstep: Class 19 contains 228 members Mstep: Class 21 contains 3485 members Entering Unmasked Estep ConsiderDeletion Score: -7855593.000000 Penalty: 7569.408203 Iteration 12Q: 15 clusters Score -7855593 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 2307 members Mstep: Class 2 contains 298 members Mstep: Class 4 contains 119481 members Mstep: Class 5 contains 93 members Mstep: Class 7 contains 861 members Mstep: Class 8 contains 377 members Mstep: Class 9 contains 190 members Mstep: Class 11 contains 369 members Mstep: Class 12 contains 816 members Mstep: Class 14 contains 98 members Mstep: Class 16 contains 5224 members Mstep: Class 17 contains 3525 members Mstep: Class 18 contains 7245 members Mstep: Class 19 contains 228 members Mstep: Class 21 contains 3658 members Entering Unmasked Estep ConsiderDeletion Score: -7855715.500000 Penalty: 7569.408203 Iteration 13Q: 15 clusters Score -7855716 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 2307 members Mstep: Class 2 contains 298 members Mstep: Class 4 contains 119270 members Mstep: Class 5 contains 93 members Mstep: Class 7 contains 861 members Mstep: Class 8 contains 378 members Mstep: Class 9 contains 190 members Mstep: Class 11 contains 367 members Mstep: Class 12 contains 815 members Mstep: Class 14 contains 99 members Mstep: Class 16 contains 5224 members Mstep: Class 17 contains 3467 members Mstep: Class 18 contains 7325 members Mstep: Class 19 contains 228 members Mstep: Class 21 contains 3848 members Entering Unmasked Estep ConsiderDeletion Score: -7855777.500000 Penalty: 7569.408203 Iteration 14Q: 15 clusters Score -7855778 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 2307 members Mstep: Class 2 contains 298 members Mstep: Class 4 contains 119084 members Mstep: Class 5 contains 93 members Mstep: Class 7 contains 861 members Mstep: Class 8 contains 378 members Mstep: Class 9 contains 190 members Mstep: Class 11 contains 367 members Mstep: Class 12 contains 814 members Mstep: Class 14 contains 100 members Mstep: Class 16 contains 5224 members Mstep: Class 17 contains 3407 members Mstep: Class 18 contains 7398 members Mstep: Class 19 contains 228 members Mstep: Class 21 contains 4021 members Entering Unmasked Estep ConsiderDeletion Score: -7855826.000000 Penalty: 7569.408203 Iteration 15Q: 15 clusters Score -7855826 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 2307 members Mstep: Class 2 contains 297 members Mstep: Class 4 contains 118922 members Mstep: Class 5 contains 94 members Mstep: Class 7 contains 861 members Mstep: Class 8 contains 378 members Mstep: Class 9 contains 190 members Mstep: Class 11 contains 367 members Mstep: Class 12 contains 814 members Mstep: Class 14 contains 100 members Mstep: Class 16 contains 5224 members Mstep: Class 17 contains 3342 members Mstep: Class 18 contains 7456 members Mstep: Class 19 contains 228 members Mstep: Class 21 contains 4190 members Entering Unmasked Estep ConsiderDeletion Score: -7855866.500000 Penalty: 7569.408203 Iteration 16Q: 15 clusters Score -7855866 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 2307 members Mstep: Class 2 contains 298 members Mstep: Class 4 contains 118766 members Mstep: Class 5 contains 94 members Mstep: Class 7 contains 861 members Mstep: Class 8 contains 378 members Mstep: Class 9 contains 190 members Mstep: Class 11 contains 369 members Mstep: Class 12 contains 814 members Mstep: Class 14 contains 100 members Mstep: Class 16 contains 5224 members Mstep: Class 17 contains 3291 members Mstep: Class 18 contains 7493 members Mstep: Class 19 contains 228 members Mstep: Class 21 contains 4357 members Entering Unmasked Estep ConsiderDeletion Score: -7855895.500000 Penalty: 7569.408203 Iteration 17Q: 15 clusters Score -7855896 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 2307 members Mstep: Class 2 contains 298 members Mstep: Class 4 contains 118616 members Mstep: Class 5 contains 94 members Mstep: Class 7 contains 861 members Mstep: Class 8 contains 378 members Mstep: Class 9 contains 190 members Mstep: Class 11 contains 369 members Mstep: Class 12 contains 814 members Mstep: Class 14 contains 100 members Mstep: Class 16 contains 5224 members Mstep: Class 17 contains 3242 members Mstep: Class 18 contains 7521 members Mstep: Class 19 contains 228 members Mstep: Class 21 contains 4528 members Entering Unmasked Estep ConsiderDeletion Score: -7855967.000000 Penalty: 7569.408203 Iteration 18Q: 15 clusters Score -7855967 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 2307 members Mstep: Class 2 contains 298 members Mstep: Class 4 contains 118492 members Mstep: Class 5 contains 94 members Mstep: Class 7 contains 861 members Mstep: Class 8 contains 378 members Mstep: Class 9 contains 190 members Mstep: Class 11 contains 369 members Mstep: Class 12 contains 814 members Mstep: Class 14 contains 100 members Mstep: Class 16 contains 5224 members Mstep: Class 17 contains 3190 members Mstep: Class 18 contains 7549 members Mstep: Class 19 contains 228 members Mstep: Class 21 contains 4676 members Entering Unmasked Estep ConsiderDeletion Score: -7856017.500000 Penalty: 7569.408203 Iteration 19Q: 15 clusters Score -7856018 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 2307 members Mstep: Class 2 contains 298 members Mstep: Class 4 contains 118375 members Mstep: Class 5 contains 94 members Mstep: Class 7 contains 861 members Mstep: Class 8 contains 378 members Mstep: Class 9 contains 190 members Mstep: Class 11 contains 369 members Mstep: Class 12 contains 814 members Mstep: Class 14 contains 100 members Mstep: Class 16 contains 5224 members Mstep: Class 17 contains 3118 members Mstep: Class 18 contains 7579 members Mstep: Class 19 contains 228 members Mstep: Class 21 contains 4835 members Entering Unmasked Estep ConsiderDeletion Score: -7856481.500000 Penalty: 7569.408203 Iteration 20F: 15 clusters Score -7856482 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 2307 members Mstep: Class 2 contains 294 members Mstep: Class 4 contains 118137 members Mstep: Class 5 contains 98 members Mstep: Class 7 contains 861 members Mstep: Class 8 contains 474 members Mstep: Class 9 contains 190 members Mstep: Class 11 contains 384 members Mstep: Class 12 contains 800 members Mstep: Class 14 contains 110 members Mstep: Class 16 contains 5224 members Mstep: Class 17 contains 3030 members Mstep: Class 18 contains 7596 members Mstep: Class 19 contains 220 members Mstep: Class 21 contains 5045 members Entering Unmasked Estep ConsiderDeletion Score: -7856721.500000 Penalty: 7569.408203 Iteration 21Q: 15 clusters Score -7856722 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 2307 members Mstep: Class 2 contains 289 members Mstep: Class 4 contains 117953 members Mstep: Class 5 contains 99 members Mstep: Class 7 contains 861 members Mstep: Class 8 contains 541 members Mstep: Class 9 contains 190 members Mstep: Class 11 contains 391 members Mstep: Class 12 contains 799 members Mstep: Class 14 contains 117 members Mstep: Class 16 contains 5222 members Mstep: Class 17 contains 2958 members Mstep: Class 18 contains 7615 members Mstep: Class 19 contains 219 members Mstep: Class 21 contains 5209 members Entering Unmasked Estep ConsiderDeletion Score: -7856846.500000 Penalty: 7569.408203 Iteration 22Q: 15 clusters Score -7856846 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 2307 members Mstep: Class 2 contains 287 members Mstep: Class 4 contains 117765 members Mstep: Class 5 contains 102 members Mstep: Class 7 contains 861 members Mstep: Class 8 contains 595 members Mstep: Class 9 contains 190 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 797 members Mstep: Class 14 contains 119 members Mstep: Class 16 contains 5222 members Mstep: Class 17 contains 2912 members Mstep: Class 18 contains 7623 members Mstep: Class 19 contains 218 members Mstep: Class 21 contains 5373 members Entering Unmasked Estep ConsiderDeletion Score: -7856956.500000 Penalty: 7569.408203 Iteration 23Q: 15 clusters Score -7856956 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 2307 members Mstep: Class 2 contains 282 members Mstep: Class 4 contains 117602 members Mstep: Class 5 contains 106 members Mstep: Class 7 contains 861 members Mstep: Class 8 contains 645 members Mstep: Class 9 contains 190 members Mstep: Class 11 contains 406 members Mstep: Class 12 contains 797 members Mstep: Class 14 contains 120 members Mstep: Class 16 contains 5220 members Mstep: Class 17 contains 2874 members Mstep: Class 18 contains 7636 members Mstep: Class 19 contains 216 members Mstep: Class 21 contains 5508 members Entering Unmasked Estep ConsiderDeletion Score: -7857028.000000 Penalty: 7569.408203 Iteration 24Q: 15 clusters Score -7857028 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 2307 members Mstep: Class 2 contains 285 members Mstep: Class 4 contains 117423 members Mstep: Class 5 contains 106 members Mstep: Class 7 contains 862 members Mstep: Class 8 contains 705 members Mstep: Class 9 contains 190 members Mstep: Class 11 contains 411 members Mstep: Class 12 contains 796 members Mstep: Class 14 contains 122 members Mstep: Class 16 contains 5219 members Mstep: Class 17 contains 2835 members Mstep: Class 18 contains 7650 members Mstep: Class 19 contains 215 members Mstep: Class 21 contains 5644 members Entering Unmasked Estep ConsiderDeletion Score: -7857169.000000 Penalty: 7569.408203 Iteration 25Q: 15 clusters Score -7857169 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 2307 members Mstep: Class 2 contains 287 members Mstep: Class 4 contains 117244 members Mstep: Class 5 contains 116 members Mstep: Class 7 contains 862 members Mstep: Class 8 contains 774 members Mstep: Class 9 contains 190 members Mstep: Class 11 contains 417 members Mstep: Class 12 contains 797 members Mstep: Class 14 contains 122 members Mstep: Class 16 contains 5209 members Mstep: Class 17 contains 2796 members Mstep: Class 18 contains 7658 members Mstep: Class 19 contains 215 members Mstep: Class 21 contains 5776 members Entering Unmasked Estep ConsiderDeletion Score: -7857293.000000 Penalty: 7569.408203 Iteration 26Q: 15 clusters Score -7857293 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 2307 members Mstep: Class 2 contains 291 members Mstep: Class 4 contains 117059 members Mstep: Class 5 contains 124 members Mstep: Class 7 contains 862 members Mstep: Class 8 contains 854 members Mstep: Class 9 contains 190 members Mstep: Class 11 contains 422 members Mstep: Class 12 contains 797 members Mstep: Class 14 contains 123 members Mstep: Class 16 contains 5201 members Mstep: Class 17 contains 2764 members Mstep: Class 18 contains 7661 members Mstep: Class 19 contains 214 members Mstep: Class 21 contains 5901 members Entering Unmasked Estep ConsiderDeletion Score: -7857377.500000 Penalty: 7569.408203 Iteration 27Q: 15 clusters Score -7857378 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 2308 members Mstep: Class 2 contains 296 members Mstep: Class 4 contains 116881 members Mstep: Class 5 contains 128 members Mstep: Class 7 contains 862 members Mstep: Class 8 contains 947 members Mstep: Class 9 contains 190 members Mstep: Class 11 contains 425 members Mstep: Class 12 contains 797 members Mstep: Class 14 contains 122 members Mstep: Class 16 contains 5197 members Mstep: Class 17 contains 2731 members Mstep: Class 18 contains 7667 members Mstep: Class 19 contains 213 members Mstep: Class 21 contains 6006 members Entering Unmasked Estep ConsiderDeletion Score: -7857529.500000 Penalty: 7569.408203 Iteration 28Q: 15 clusters Score -7857530 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 2308 members Mstep: Class 2 contains 300 members Mstep: Class 4 contains 116708 members Mstep: Class 5 contains 133 members Mstep: Class 7 contains 862 members Mstep: Class 8 contains 1064 members Mstep: Class 9 contains 190 members Mstep: Class 11 contains 427 members Mstep: Class 12 contains 797 members Mstep: Class 14 contains 123 members Mstep: Class 16 contains 5192 members Mstep: Class 17 contains 2706 members Mstep: Class 18 contains 7664 members Mstep: Class 19 contains 212 members Mstep: Class 21 contains 6084 members Entering Unmasked Estep ConsiderDeletion Score: -7857695.000000 Penalty: 7569.408203 Iteration 29Q: 15 clusters Score -7857695 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 2308 members Mstep: Class 2 contains 304 members Mstep: Class 4 contains 116528 members Mstep: Class 5 contains 134 members Mstep: Class 7 contains 862 members Mstep: Class 8 contains 1187 members Mstep: Class 9 contains 190 members Mstep: Class 11 contains 433 members Mstep: Class 12 contains 797 members Mstep: Class 14 contains 121 members Mstep: Class 16 contains 5192 members Mstep: Class 17 contains 2687 members Mstep: Class 18 contains 7655 members Mstep: Class 19 contains 212 members Mstep: Class 21 contains 6160 members Entering Unmasked Estep ConsiderDeletion Score: -7857754.000000 Penalty: 7569.408203 Iteration 30Q: 15 clusters Score -7857754 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 2308 members Mstep: Class 2 contains 314 members Mstep: Class 4 contains 116360 members Mstep: Class 5 contains 139 members Mstep: Class 7 contains 862 members Mstep: Class 8 contains 1309 members Mstep: Class 9 contains 190 members Mstep: Class 11 contains 433 members Mstep: Class 12 contains 798 members Mstep: Class 14 contains 121 members Mstep: Class 16 contains 5188 members Mstep: Class 17 contains 2668 members Mstep: Class 18 contains 7657 members Mstep: Class 19 contains 212 members Mstep: Class 21 contains 6211 members Entering Unmasked Estep ConsiderDeletion Score: -7857846.500000 Penalty: 7569.408203 Iteration 31Q: 15 clusters Score -7857846 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 2308 members Mstep: Class 2 contains 330 members Mstep: Class 4 contains 116196 members Mstep: Class 5 contains 140 members Mstep: Class 7 contains 862 members Mstep: Class 8 contains 1430 members Mstep: Class 9 contains 190 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 798 members Mstep: Class 14 contains 120 members Mstep: Class 16 contains 5187 members Mstep: Class 17 contains 2648 members Mstep: Class 18 contains 7651 members Mstep: Class 19 contains 212 members Mstep: Class 21 contains 6262 members Entering Unmasked Estep ConsiderDeletion Score: -7857907.000000 Penalty: 7569.408203 Iteration 32Q: 15 clusters Score -7857907 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 2308 members Mstep: Class 2 contains 345 members Mstep: Class 4 contains 116068 members Mstep: Class 5 contains 140 members Mstep: Class 7 contains 862 members Mstep: Class 8 contains 1528 members Mstep: Class 9 contains 190 members Mstep: Class 11 contains 439 members Mstep: Class 12 contains 795 members Mstep: Class 14 contains 119 members Mstep: Class 16 contains 5188 members Mstep: Class 17 contains 2630 members Mstep: Class 18 contains 7643 members Mstep: Class 19 contains 212 members Mstep: Class 21 contains 6303 members Entering Unmasked Estep ConsiderDeletion Score: -7857972.000000 Penalty: 7569.408203 Iteration 33Q: 15 clusters Score -7857972 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 2308 members Mstep: Class 2 contains 354 members Mstep: Class 4 contains 115949 members Mstep: Class 5 contains 139 members Mstep: Class 7 contains 862 members Mstep: Class 8 contains 1623 members Mstep: Class 9 contains 190 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 793 members Mstep: Class 14 contains 119 members Mstep: Class 16 contains 5188 members Mstep: Class 17 contains 2616 members Mstep: Class 18 contains 7637 members Mstep: Class 19 contains 212 members Mstep: Class 21 contains 6336 members Entering Unmasked Estep ConsiderDeletion Score: -7858010.000000 Penalty: 7569.408203 Iteration 34Q: 15 clusters Score -7858010 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 2308 members Mstep: Class 2 contains 358 members Mstep: Class 4 contains 115871 members Mstep: Class 5 contains 139 members Mstep: Class 7 contains 862 members Mstep: Class 8 contains 1680 members Mstep: Class 9 contains 190 members Mstep: Class 11 contains 453 members Mstep: Class 12 contains 793 members Mstep: Class 14 contains 119 members Mstep: Class 16 contains 5188 members Mstep: Class 17 contains 2600 members Mstep: Class 18 contains 7633 members Mstep: Class 19 contains 212 members Mstep: Class 21 contains 6364 members Entering Unmasked Estep ConsiderDeletion Score: -7858029.500000 Penalty: 7569.408203 Iteration 35Q: 15 clusters Score -7858030 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 2308 members Mstep: Class 2 contains 356 members Mstep: Class 4 contains 115812 members Mstep: Class 5 contains 140 members Mstep: Class 7 contains 862 members Mstep: Class 8 contains 1720 members Mstep: Class 9 contains 190 members Mstep: Class 11 contains 465 members Mstep: Class 12 contains 793 members Mstep: Class 14 contains 118 members Mstep: Class 16 contains 5188 members Mstep: Class 17 contains 2583 members Mstep: Class 18 contains 7629 members Mstep: Class 19 contains 212 members Mstep: Class 21 contains 6394 members Entering Unmasked Estep ConsiderDeletion Score: -7858082.500000 Penalty: 7569.408203 Iteration 36Q: 15 clusters Score -7858082 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 2308 members Mstep: Class 2 contains 365 members Mstep: Class 4 contains 115751 members Mstep: Class 5 contains 140 members Mstep: Class 7 contains 862 members Mstep: Class 8 contains 1757 members Mstep: Class 9 contains 190 members Mstep: Class 11 contains 471 members Mstep: Class 12 contains 793 members Mstep: Class 14 contains 118 members Mstep: Class 16 contains 5187 members Mstep: Class 17 contains 2574 members Mstep: Class 18 contains 7626 members Mstep: Class 19 contains 212 members Mstep: Class 21 contains 6416 members Entering Unmasked Estep ConsiderDeletion Score: -7858108.500000 Penalty: 7569.408203 Iteration 37Q: 15 clusters Score -7858108 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 2308 members Mstep: Class 2 contains 373 members Mstep: Class 4 contains 115706 members Mstep: Class 5 contains 141 members Mstep: Class 7 contains 862 members Mstep: Class 8 contains 1781 members Mstep: Class 9 contains 190 members Mstep: Class 11 contains 474 members Mstep: Class 12 contains 793 members Mstep: Class 14 contains 117 members Mstep: Class 16 contains 5188 members Mstep: Class 17 contains 2555 members Mstep: Class 18 contains 7628 members Mstep: Class 19 contains 212 members Mstep: Class 21 contains 6442 members Entering Unmasked Estep ConsiderDeletion Score: -7858133.000000 Penalty: 7569.408203 Iteration 38Q: 15 clusters Score -7858133 nChanged 92 Entering ConstructFrom: Score: -7858133.000000 Penalty: 7569.408203 Entering ConstructFrom: Trying to split cluster 2 (378 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Entering Unmasked Estep Score: -19600.109375 Penalty: 270.037689 Iteration 0F: 2 clusters Score -19600.11 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -19203.134766 Penalty: 540.075378 Iteration 0F: 3 clusters Score -19203.13 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -19359.757812 Penalty: 540.075378 Iteration 1F: 3 clusters Score -19359.76 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -19407.707031 Penalty: 540.075378 Iteration 2F: 3 clusters Score -19407.71 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -19427.261719 Penalty: 540.075378 Iteration 3F: 3 clusters Score -19427.26 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -19436.839844 Penalty: 540.075378 Iteration 4Q: 3 clusters Score -19436.84 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -19449.615234 Penalty: 540.075378 Iteration 5Q: 3 clusters Score -19449.62 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -19459.103516 Penalty: 540.075378 Iteration 6Q: 3 clusters Score -19459.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -19461.230469 Penalty: 540.075378 Iteration 7Q: 3 clusters Score -19461.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -19462.201172 Penalty: 540.075378 Iteration 8Q: 3 clusters Score -19462.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -19462.201172 Penalty: 540.075378 Iteration 9F: 3 clusters Score -19462.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (115675 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115675 members Entering Unmasked Estep Score: -6544278.500000 Penalty: 530.463562 Iteration 0F: 2 clusters Score -6544278 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58048 members Mstep: Class 2 contains 57627 members Entering Unmasked Estep Score: -6465959.500000 Penalty: 1060.927124 Iteration 0F: 3 clusters Score -6465960 nChanged 56578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59256 members Mstep: Class 2 contains 56419 members Entering Unmasked Estep Score: -6503191.500000 Penalty: 1060.927124 Iteration 1F: 3 clusters Score -6503192 nChanged 6366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60344 members Mstep: Class 2 contains 55331 members Entering Unmasked Estep Score: -6506526.500000 Penalty: 1060.927124 Iteration 2F: 3 clusters Score -6506526 nChanged 7112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61982 members Mstep: Class 2 contains 53693 members Entering Unmasked Estep Score: -6511217.500000 Penalty: 1060.927124 Iteration 3F: 3 clusters Score -6511218 nChanged 7911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64201 members Mstep: Class 2 contains 51474 members Entering Unmasked Estep Score: -6517618.500000 Penalty: 1060.927124 Iteration 4F: 3 clusters Score -6517618 nChanged 8188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66643 members Mstep: Class 2 contains 49032 members Entering Unmasked Estep Score: -6524387.000000 Penalty: 1060.927124 Iteration 5F: 3 clusters Score -6524387 nChanged 7251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68868 members Mstep: Class 2 contains 46807 members Entering Unmasked Estep Score: -6529432.500000 Penalty: 1060.927124 Iteration 6F: 3 clusters Score -6529432 nChanged 5489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70631 members Mstep: Class 2 contains 45044 members Entering Unmasked Estep Score: -6532403.000000 Penalty: 1060.927124 Iteration 7Q: 3 clusters Score -6532403 nChanged 3888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72065 members Mstep: Class 2 contains 43610 members Entering Unmasked Estep Score: -6534195.500000 Penalty: 1060.927124 Iteration 8Q: 3 clusters Score -6534196 nChanged 3000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73381 members Mstep: Class 2 contains 42294 members Entering Unmasked Estep Score: -6535565.000000 Penalty: 1060.927124 Iteration 9Q: 3 clusters Score -6535565 nChanged 2506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74573 members Mstep: Class 2 contains 41102 members Entering Unmasked Estep Score: -6536635.500000 Penalty: 1060.927124 Iteration 10Q: 3 clusters Score -6536636 nChanged 2222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75763 members Mstep: Class 2 contains 39912 members Entering Unmasked Estep Score: -6537504.000000 Penalty: 1060.927124 Iteration 11Q: 3 clusters Score -6537504 nChanged 2043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77038 members Mstep: Class 2 contains 38637 members Entering Unmasked Estep Score: -6538437.000000 Penalty: 1060.927124 Iteration 12Q: 3 clusters Score -6538437 nChanged 2009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78471 members Mstep: Class 2 contains 37204 members Entering Unmasked Estep Score: -6539429.000000 Penalty: 1060.927124 Iteration 13Q: 3 clusters Score -6539429 nChanged 1953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80022 members Mstep: Class 2 contains 35653 members Entering Unmasked Estep Score: -6540294.500000 Penalty: 1060.927124 Iteration 14Q: 3 clusters Score -6540294 nChanged 2006 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81714 members Mstep: Class 2 contains 33961 members Entering Unmasked Estep Score: -6541172.500000 Penalty: 1060.927124 Iteration 15Q: 3 clusters Score -6541172 nChanged 1931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83419 members Mstep: Class 2 contains 32256 members Entering Unmasked Estep Score: -6542018.500000 Penalty: 1060.927124 Iteration 16Q: 3 clusters Score -6542018 nChanged 1864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85089 members Mstep: Class 2 contains 30586 members Entering Unmasked Estep Score: -6542724.500000 Penalty: 1060.927124 Iteration 17Q: 3 clusters Score -6542724 nChanged 1688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86631 members Mstep: Class 2 contains 29044 members Entering Unmasked Estep Score: -6543345.500000 Penalty: 1060.927124 Iteration 18Q: 3 clusters Score -6543346 nChanged 1610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88137 members Mstep: Class 2 contains 27538 members Entering Unmasked Estep Score: -6543836.000000 Penalty: 1060.927124 Iteration 19Q: 3 clusters Score -6543836 nChanged 1536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89621 members Mstep: Class 2 contains 26054 members Entering Unmasked Estep Score: -6544317.500000 Penalty: 1060.927124 Iteration 20F: 3 clusters Score -6544318 nChanged 1407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90974 members Mstep: Class 2 contains 24701 members Entering Unmasked Estep Score: -6544660.500000 Penalty: 1060.927124 Iteration 21Q: 3 clusters Score -6544660 nChanged 1228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92172 members Mstep: Class 2 contains 23503 members Entering Unmasked Estep Score: -6544971.500000 Penalty: 1060.927124 Iteration 22Q: 3 clusters Score -6544972 nChanged 1068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93210 members Mstep: Class 2 contains 22465 members Entering Unmasked Estep Score: -6545227.000000 Penalty: 1060.927124 Iteration 23Q: 3 clusters Score -6545227 nChanged 938 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94124 members Mstep: Class 2 contains 21551 members Entering Unmasked Estep Score: -6545389.500000 Penalty: 1060.927124 Iteration 24Q: 3 clusters Score -6545390 nChanged 862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94970 members Mstep: Class 2 contains 20705 members Entering Unmasked Estep Score: -6545554.500000 Penalty: 1060.927124 Iteration 25Q: 3 clusters Score -6545554 nChanged 754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95708 members Mstep: Class 2 contains 19967 members Entering Unmasked Estep Score: -6545672.500000 Penalty: 1060.927124 Iteration 26Q: 3 clusters Score -6545672 nChanged 729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96417 members Mstep: Class 2 contains 19258 members Entering Unmasked Estep Score: -6545807.000000 Penalty: 1060.927124 Iteration 27Q: 3 clusters Score -6545807 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97097 members Mstep: Class 2 contains 18578 members Entering Unmasked Estep Score: -6545866.000000 Penalty: 1060.927124 Iteration 28Q: 3 clusters Score -6545866 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97703 members Mstep: Class 2 contains 17972 members Entering Unmasked Estep Score: -6545966.000000 Penalty: 1060.927124 Iteration 29Q: 3 clusters Score -6545966 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98269 members Mstep: Class 2 contains 17406 members Entering Unmasked Estep Score: -6546074.500000 Penalty: 1060.927124 Iteration 30Q: 3 clusters Score -6546074 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98780 members Mstep: Class 2 contains 16895 members Entering Unmasked Estep Score: -6546090.000000 Penalty: 1060.927124 Iteration 31Q: 3 clusters Score -6546090 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99236 members Mstep: Class 2 contains 16439 members Entering Unmasked Estep Score: -6546121.000000 Penalty: 1060.927124 Iteration 32Q: 3 clusters Score -6546121 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99684 members Mstep: Class 2 contains 15991 members Entering Unmasked Estep Score: -6546172.500000 Penalty: 1060.927124 Iteration 33Q: 3 clusters Score -6546172 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100096 members Mstep: Class 2 contains 15579 members Entering Unmasked Estep Score: -6546222.000000 Penalty: 1060.927124 Iteration 34Q: 3 clusters Score -6546222 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100503 members Mstep: Class 2 contains 15172 members Entering Unmasked Estep Score: -6546296.000000 Penalty: 1060.927124 Iteration 35Q: 3 clusters Score -6546296 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100869 members Mstep: Class 2 contains 14806 members Entering Unmasked Estep Score: -6546328.500000 Penalty: 1060.927124 Iteration 36Q: 3 clusters Score -6546328 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101234 members Mstep: Class 2 contains 14441 members Entering Unmasked Estep Score: -6546350.500000 Penalty: 1060.927124 Iteration 37Q: 3 clusters Score -6546350 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101568 members Mstep: Class 2 contains 14107 members Entering Unmasked Estep Score: -6546380.500000 Penalty: 1060.927124 Iteration 38Q: 3 clusters Score -6546380 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101866 members Mstep: Class 2 contains 13809 members Entering Unmasked Estep Score: -6546393.000000 Penalty: 1060.927124 Iteration 39Q: 3 clusters Score -6546393 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102129 members Mstep: Class 2 contains 13546 members Entering Unmasked Estep Score: -6546428.500000 Penalty: 1060.927124 Iteration 40F: 3 clusters Score -6546428 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102372 members Mstep: Class 2 contains 13303 members Entering Unmasked Estep Score: -6546441.000000 Penalty: 1060.927124 Iteration 41Q: 3 clusters Score -6546441 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102587 members Mstep: Class 2 contains 13088 members Entering Unmasked Estep Score: -6546439.000000 Penalty: 1060.927124 Iteration 42Q: 3 clusters Score -6546439 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102796 members Mstep: Class 2 contains 12879 members Entering Unmasked Estep Score: -6546441.500000 Penalty: 1060.927124 Iteration 43Q: 3 clusters Score -6546442 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102989 members Mstep: Class 2 contains 12686 members Entering Unmasked Estep Score: -6546449.000000 Penalty: 1060.927124 Iteration 44Q: 3 clusters Score -6546449 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103166 members Mstep: Class 2 contains 12509 members Entering Unmasked Estep Score: -6546458.000000 Penalty: 1060.927124 Iteration 45Q: 3 clusters Score -6546458 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103316 members Mstep: Class 2 contains 12359 members Entering Unmasked Estep Score: -6546461.000000 Penalty: 1060.927124 Iteration 46Q: 3 clusters Score -6546461 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103440 members Mstep: Class 2 contains 12235 members Entering Unmasked Estep Score: -6546492.000000 Penalty: 1060.927124 Iteration 47Q: 3 clusters Score -6546492 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103549 members Mstep: Class 2 contains 12126 members Entering Unmasked Estep Score: -6546482.500000 Penalty: 1060.927124 Iteration 48Q: 3 clusters Score -6546482 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103648 members Mstep: Class 2 contains 12027 members Entering Unmasked Estep Score: -6546496.000000 Penalty: 1060.927124 Iteration 49Q: 3 clusters Score -6546496 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103760 members Mstep: Class 2 contains 11915 members Entering Unmasked Estep Score: -6546500.000000 Penalty: 1060.927124 Iteration 50Q: 3 clusters Score -6546500 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103871 members Mstep: Class 2 contains 11804 members Entering Unmasked Estep Score: -6546499.000000 Penalty: 1060.927124 Iteration 51Q: 3 clusters Score -6546499 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103964 members Mstep: Class 2 contains 11711 members Entering Unmasked Estep Score: -6546497.500000 Penalty: 1060.927124 Iteration 52Q: 3 clusters Score -6546498 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104068 members Mstep: Class 2 contains 11607 members Entering Unmasked Estep Score: -6546512.000000 Penalty: 1060.927124 Iteration 53Q: 3 clusters Score -6546512 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104171 members Mstep: Class 2 contains 11504 members Entering Unmasked Estep Score: -6546529.000000 Penalty: 1060.927124 Iteration 54Q: 3 clusters Score -6546529 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104268 members Mstep: Class 2 contains 11407 members Entering Unmasked Estep Score: -6546554.500000 Penalty: 1060.927124 Iteration 55Q: 3 clusters Score -6546554 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104354 members Mstep: Class 2 contains 11321 members Entering Unmasked Estep Score: -6546555.500000 Penalty: 1060.927124 Iteration 56Q: 3 clusters Score -6546556 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104442 members Mstep: Class 2 contains 11233 members Entering Unmasked Estep Score: -6546553.000000 Penalty: 1060.927124 Iteration 57Q: 3 clusters Score -6546553 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104517 members Mstep: Class 2 contains 11158 members Entering Unmasked Estep Score: -6546545.000000 Penalty: 1060.927124 Iteration 58Q: 3 clusters Score -6546545 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104614 members Mstep: Class 2 contains 11061 members Entering Unmasked Estep Score: -6546541.000000 Penalty: 1060.927124 Iteration 59Q: 3 clusters Score -6546541 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104714 members Mstep: Class 2 contains 10961 members Entering Unmasked Estep Score: -6546527.000000 Penalty: 1060.927124 Iteration 60F: 3 clusters Score -6546527 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104825 members Mstep: Class 2 contains 10850 members Entering Unmasked Estep Score: -6546540.500000 Penalty: 1060.927124 Iteration 61Q: 3 clusters Score -6546540 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104929 members Mstep: Class 2 contains 10746 members Entering Unmasked Estep Score: -6546546.000000 Penalty: 1060.927124 Iteration 62Q: 3 clusters Score -6546546 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105032 members Mstep: Class 2 contains 10643 members Entering Unmasked Estep Score: -6546560.500000 Penalty: 1060.927124 Iteration 63Q: 3 clusters Score -6546560 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105138 members Mstep: Class 2 contains 10537 members Entering Unmasked Estep Score: -6546573.000000 Penalty: 1060.927124 Iteration 64Q: 3 clusters Score -6546573 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105236 members Mstep: Class 2 contains 10439 members Entering Unmasked Estep Score: -6546575.500000 Penalty: 1060.927124 Iteration 65Q: 3 clusters Score -6546576 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105340 members Mstep: Class 2 contains 10335 members Entering Unmasked Estep Score: -6546578.500000 Penalty: 1060.927124 Iteration 66Q: 3 clusters Score -6546578 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105452 members Mstep: Class 2 contains 10223 members Entering Unmasked Estep Score: -6546572.500000 Penalty: 1060.927124 Iteration 67Q: 3 clusters Score -6546572 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105550 members Mstep: Class 2 contains 10125 members Entering Unmasked Estep Score: -6546570.500000 Penalty: 1060.927124 Iteration 68Q: 3 clusters Score -6546570 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105641 members Mstep: Class 2 contains 10034 members Entering Unmasked Estep Score: -6546565.000000 Penalty: 1060.927124 Iteration 69Q: 3 clusters Score -6546565 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105725 members Mstep: Class 2 contains 9950 members Entering Unmasked Estep Score: -6546556.500000 Penalty: 1060.927124 Iteration 70Q: 3 clusters Score -6546556 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105808 members Mstep: Class 2 contains 9867 members Entering Unmasked Estep Score: -6546591.000000 Penalty: 1060.927124 Iteration 71Q: 3 clusters Score -6546591 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105911 members Mstep: Class 2 contains 9764 members Entering Unmasked Estep Score: -6546609.500000 Penalty: 1060.927124 Iteration 72Q: 3 clusters Score -6546610 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106005 members Mstep: Class 2 contains 9670 members Entering Unmasked Estep Score: -6546627.000000 Penalty: 1060.927124 Iteration 73Q: 3 clusters Score -6546627 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106094 members Mstep: Class 2 contains 9581 members Entering Unmasked Estep Score: -6546656.500000 Penalty: 1060.927124 Iteration 74Q: 3 clusters Score -6546656 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106180 members Mstep: Class 2 contains 9495 members Entering Unmasked Estep Score: -6546662.500000 Penalty: 1060.927124 Iteration 75Q: 3 clusters Score -6546662 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106259 members Mstep: Class 2 contains 9416 members Entering Unmasked Estep Score: -6546667.000000 Penalty: 1060.927124 Iteration 76Q: 3 clusters Score -6546667 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106338 members Mstep: Class 2 contains 9337 members Entering Unmasked Estep Score: -6546670.000000 Penalty: 1060.927124 Iteration 77Q: 3 clusters Score -6546670 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106394 members Mstep: Class 2 contains 9281 members Entering Unmasked Estep Score: -6546679.000000 Penalty: 1060.927124 Iteration 78Q: 3 clusters Score -6546679 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106464 members Mstep: Class 2 contains 9211 members Entering Unmasked Estep Score: -6546691.500000 Penalty: 1060.927124 Iteration 79Q: 3 clusters Score -6546692 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106537 members Mstep: Class 2 contains 9138 members Entering Unmasked Estep Score: -6546707.000000 Penalty: 1060.927124 Iteration 80F: 3 clusters Score -6546707 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106597 members Mstep: Class 2 contains 9078 members Entering Unmasked Estep Score: -6546721.500000 Penalty: 1060.927124 Iteration 81Q: 3 clusters Score -6546722 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106643 members Mstep: Class 2 contains 9032 members Entering Unmasked Estep Score: -6546729.500000 Penalty: 1060.927124 Iteration 82Q: 3 clusters Score -6546730 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106692 members Mstep: Class 2 contains 8983 members Entering Unmasked Estep Score: -6546728.500000 Penalty: 1060.927124 Iteration 83Q: 3 clusters Score -6546728 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106744 members Mstep: Class 2 contains 8931 members Entering Unmasked Estep Score: -6546740.500000 Penalty: 1060.927124 Iteration 84Q: 3 clusters Score -6546740 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106793 members Mstep: Class 2 contains 8882 members Entering Unmasked Estep Score: -6546739.000000 Penalty: 1060.927124 Iteration 85Q: 3 clusters Score -6546739 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106838 members Mstep: Class 2 contains 8837 members Entering Unmasked Estep Score: -6546750.500000 Penalty: 1060.927124 Iteration 86Q: 3 clusters Score -6546750 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106881 members Mstep: Class 2 contains 8794 members Entering Unmasked Estep Score: -6546751.000000 Penalty: 1060.927124 Iteration 87Q: 3 clusters Score -6546751 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106914 members Mstep: Class 2 contains 8761 members Entering Unmasked Estep Score: -6546741.500000 Penalty: 1060.927124 Iteration 88Q: 3 clusters Score -6546742 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106926 members Mstep: Class 2 contains 8749 members Entering Unmasked Estep Score: -6546743.500000 Penalty: 1060.927124 Iteration 89Q: 3 clusters Score -6546744 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106936 members Mstep: Class 2 contains 8739 members Entering Unmasked Estep Score: -6546740.500000 Penalty: 1060.927124 Iteration 90Q: 3 clusters Score -6546740 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106945 members Mstep: Class 2 contains 8730 members Entering Unmasked Estep Score: -6546745.000000 Penalty: 1060.927124 Iteration 91Q: 3 clusters Score -6546745 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106952 members Mstep: Class 2 contains 8723 members Entering Unmasked Estep Score: -6546737.500000 Penalty: 1060.927124 Iteration 92Q: 3 clusters Score -6546738 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106957 members Mstep: Class 2 contains 8718 members Entering Unmasked Estep Score: -6546745.000000 Penalty: 1060.927124 Iteration 93Q: 3 clusters Score -6546745 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106959 members Mstep: Class 2 contains 8716 members Entering Unmasked Estep Score: -6546748.000000 Penalty: 1060.927124 Iteration 94Q: 3 clusters Score -6546748 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106964 members Mstep: Class 2 contains 8711 members Entering Unmasked Estep Score: -6546750.000000 Penalty: 1060.927124 Iteration 95Q: 3 clusters Score -6546750 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106972 members Mstep: Class 2 contains 8703 members Entering Unmasked Estep Score: -6546747.000000 Penalty: 1060.927124 Iteration 96Q: 3 clusters Score -6546747 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106977 members Mstep: Class 2 contains 8698 members Entering Unmasked Estep Score: -6546750.000000 Penalty: 1060.927124 Iteration 97Q: 3 clusters Score -6546750 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106983 members Mstep: Class 2 contains 8692 members Entering Unmasked Estep Score: -6546747.000000 Penalty: 1060.927124 Iteration 98Q: 3 clusters Score -6546747 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106988 members Mstep: Class 2 contains 8687 members Entering Unmasked Estep Score: -6546747.500000 Penalty: 1060.927124 Iteration 99Q: 3 clusters Score -6546748 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106991 members Mstep: Class 2 contains 8684 members Entering Unmasked Estep Score: -6546747.500000 Penalty: 1060.927124 Iteration 100F: 3 clusters Score -6546748 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106995 members Mstep: Class 2 contains 8680 members Entering Unmasked Estep Score: -6546753.500000 Penalty: 1060.927124 Iteration 101Q: 3 clusters Score -6546754 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106997 members Mstep: Class 2 contains 8678 members Entering Unmasked Estep Score: -6546756.500000 Penalty: 1060.927124 Iteration 102Q: 3 clusters Score -6546756 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106997 members Mstep: Class 2 contains 8678 members Entering Unmasked Estep Score: -6546760.000000 Penalty: 1060.927124 Iteration 103Q: 3 clusters Score -6546760 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106996 members Mstep: Class 2 contains 8679 members Entering Unmasked Estep Score: -6546757.500000 Penalty: 1060.927124 Iteration 104Q: 3 clusters Score -6546758 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106994 members Mstep: Class 2 contains 8681 members Entering Unmasked Estep Score: -6546758.000000 Penalty: 1060.927124 Iteration 105Q: 3 clusters Score -6546758 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106993 members Mstep: Class 2 contains 8682 members Entering Unmasked Estep Score: -6546756.000000 Penalty: 1060.927124 Iteration 106Q: 3 clusters Score -6546756 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106994 members Mstep: Class 2 contains 8681 members Entering Unmasked Estep Score: -6546759.000000 Penalty: 1060.927124 Iteration 107Q: 3 clusters Score -6546759 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106994 members Mstep: Class 2 contains 8681 members Entering Unmasked Estep Score: -6546759.000000 Penalty: 1060.927124 Iteration 108F: 3 clusters Score -6546759 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 2308 members Mstep: Class 1 contains 8681 members Mstep: Class 2 contains 378 members Mstep: Class 4 contains 106994 members Mstep: Class 5 contains 141 members Mstep: Class 7 contains 862 members Mstep: Class 8 contains 1800 members Mstep: Class 9 contains 190 members Mstep: Class 11 contains 478 members Mstep: Class 12 contains 793 members Mstep: Class 14 contains 117 members Mstep: Class 16 contains 5186 members Mstep: Class 17 contains 2541 members Mstep: Class 18 contains 7627 members Mstep: Class 19 contains 212 members Mstep: Class 21 contains 6462 members Entering Unmasked Estep Score: -7860753.000000 Penalty: 8110.080078 Splitting cluster 4 changes total score from -7858133.000000 to -7860753.000000 So it's getting split into cluster 1. Entering ConstructFrom: Trying to split cluster 5 (141 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Entering Unmasked Estep Score: -6301.570312 Penalty: 225.168579 Iteration 0F: 2 clusters Score -6301.57 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 64 members Entering Unmasked Estep Score: -6093.469238 Penalty: 450.337158 Iteration 0F: 3 clusters Score -6093.469 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -6140.471191 Penalty: 450.337158 Iteration 1F: 3 clusters Score -6140.471 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -6180.065430 Penalty: 450.337158 Iteration 2F: 3 clusters Score -6180.065 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 42 members Entering Unmasked Estep Score: -6202.104980 Penalty: 450.337158 Iteration 3F: 3 clusters Score -6202.105 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 42 members Entering Unmasked Estep Score: -6221.170898 Penalty: 450.337158 Iteration 4Q: 3 clusters Score -6221.171 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 43 members Entering Unmasked Estep Score: -6227.137695 Penalty: 450.337158 Iteration 5Q: 3 clusters Score -6227.138 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 43 members Entering Unmasked Estep Score: -6227.137695 Penalty: 450.337158 Iteration 6F: 3 clusters Score -6227.138 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (862 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Entering Unmasked Estep Score: -41127.304688 Penalty: 307.546112 Iteration 0F: 2 clusters Score -41127.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -40458.601562 Penalty: 615.092224 Iteration 0F: 3 clusters Score -40458.6 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -41039.859375 Penalty: 615.092224 Iteration 1F: 3 clusters Score -41039.86 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -41799.558594 Penalty: 615.092224 Iteration 2F: 3 clusters Score -41799.56 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -42138.003906 Penalty: 615.092224 Iteration 3F: 3 clusters Score -42138 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -42179.773438 Penalty: 615.092224 Iteration 4Q: 3 clusters Score -42179.77 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -42184.003906 Penalty: 615.092224 Iteration 5Q: 3 clusters Score -42184 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -42184.785156 Penalty: 615.092224 Iteration 6Q: 3 clusters Score -42184.79 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -42184.785156 Penalty: 615.092224 Iteration 7F: 3 clusters Score -42184.79 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 2308 members Mstep: Class 1 contains 8681 members Mstep: Class 2 contains 378 members Mstep: Class 3 contains 252 members Mstep: Class 4 contains 106994 members Mstep: Class 5 contains 141 members Mstep: Class 7 contains 610 members Mstep: Class 8 contains 1800 members Mstep: Class 9 contains 190 members Mstep: Class 11 contains 478 members Mstep: Class 12 contains 793 members Mstep: Class 14 contains 117 members Mstep: Class 16 contains 5186 members Mstep: Class 17 contains 2541 members Mstep: Class 18 contains 7627 members Mstep: Class 19 contains 212 members Mstep: Class 21 contains 6462 members Entering Unmasked Estep Score: -7861576.000000 Penalty: 8650.751953 Splitting cluster 7 changes total score from -7858133.000000 to -7861576.000000 So it's getting split into cluster 3. Entering ConstructFrom: Trying to split cluster 8 (1800 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Entering Unmasked Estep Score: -109878.359375 Penalty: 341.047150 Iteration 0F: 2 clusters Score -109878.4 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 883 members Entering Unmasked Estep Score: -108533.796875 Penalty: 682.094299 Iteration 0F: 3 clusters Score -108533.8 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -108974.914062 Penalty: 682.094299 Iteration 1F: 3 clusters Score -108974.9 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -109061.414062 Penalty: 682.094299 Iteration 2F: 3 clusters Score -109061.4 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -109149.632812 Penalty: 682.094299 Iteration 3F: 3 clusters Score -109149.6 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -109292.750000 Penalty: 682.094299 Iteration 4F: 3 clusters Score -109292.8 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -109545.093750 Penalty: 682.094299 Iteration 5F: 3 clusters Score -109545.1 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -109754.796875 Penalty: 682.094299 Iteration 6F: 3 clusters Score -109754.8 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -109884.062500 Penalty: 682.094299 Iteration 7F: 3 clusters Score -109884.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -109945.585938 Penalty: 682.094299 Iteration 8Q: 3 clusters Score -109945.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -109980.148438 Penalty: 682.094299 Iteration 9Q: 3 clusters Score -109980.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -109988.835938 Penalty: 682.094299 Iteration 10Q: 3 clusters Score -109988.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -109991.554688 Penalty: 682.094299 Iteration 11Q: 3 clusters Score -109991.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -109992.812500 Penalty: 682.094299 Iteration 12Q: 3 clusters Score -109992.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -109993.593750 Penalty: 682.094299 Iteration 13Q: 3 clusters Score -109993.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -109994.296875 Penalty: 682.094299 Iteration 14Q: 3 clusters Score -109994.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -109995.343750 Penalty: 682.094299 Iteration 15Q: 3 clusters Score -109995.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -109996.507812 Penalty: 682.094299 Iteration 16Q: 3 clusters Score -109996.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -109997.234375 Penalty: 682.094299 Iteration 17Q: 3 clusters Score -109997.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -109997.585938 Penalty: 682.094299 Iteration 18Q: 3 clusters Score -109997.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -109998.085938 Penalty: 682.094299 Iteration 19Q: 3 clusters Score -109998.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -109998.046875 Penalty: 682.094299 Iteration 20F: 3 clusters Score -109998 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 2308 members Mstep: Class 1 contains 8681 members Mstep: Class 2 contains 378 members Mstep: Class 3 contains 252 members Mstep: Class 4 contains 106994 members Mstep: Class 5 contains 141 members Mstep: Class 6 contains 1314 members Mstep: Class 7 contains 610 members Mstep: Class 8 contains 486 members Mstep: Class 9 contains 190 members Mstep: Class 11 contains 478 members Mstep: Class 12 contains 793 members Mstep: Class 14 contains 117 members Mstep: Class 16 contains 5186 members Mstep: Class 17 contains 2541 members Mstep: Class 18 contains 7627 members Mstep: Class 19 contains 212 members Mstep: Class 21 contains 6462 members Entering Unmasked Estep Score: -7861499.000000 Penalty: 9191.423828 Splitting cluster 8 changes total score from -7858133.000000 to -7861499.000000 So it's getting split into cluster 6. Entering ConstructFrom: Trying to split cluster 9 (190 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Entering Unmasked Estep Score: -9049.143555 Penalty: 238.739594 Iteration 0F: 2 clusters Score -9049.144 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -8778.036133 Penalty: 477.479187 Iteration 0F: 3 clusters Score -8778.036 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -8847.943359 Penalty: 477.479187 Iteration 1F: 3 clusters Score -8847.943 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -8873.547852 Penalty: 477.479187 Iteration 2F: 3 clusters Score -8873.548 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -8887.807617 Penalty: 477.479187 Iteration 3Q: 3 clusters Score -8887.808 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -8900.150391 Penalty: 477.479187 Iteration 4Q: 3 clusters Score -8900.15 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -8918.555664 Penalty: 477.479187 Iteration 5Q: 3 clusters Score -8918.556 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -8931.335938 Penalty: 477.479187 Iteration 6Q: 3 clusters Score -8931.336 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -8933.112305 Penalty: 477.479187 Iteration 7Q: 3 clusters Score -8933.112 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -8933.112305 Penalty: 477.479187 Iteration 8F: 3 clusters Score -8933.112 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (478 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Entering Unmasked Estep Score: -24228.796875 Penalty: 280.717285 Iteration 0F: 2 clusters Score -24228.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -23751.947266 Penalty: 561.434570 Iteration 0F: 3 clusters Score -23751.95 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -23890.322266 Penalty: 561.434570 Iteration 1F: 3 clusters Score -23890.32 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -23918.134766 Penalty: 561.434570 Iteration 2F: 3 clusters Score -23918.13 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -23927.837891 Penalty: 561.434570 Iteration 3Q: 3 clusters Score -23927.84 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -23936.869141 Penalty: 561.434570 Iteration 4Q: 3 clusters Score -23936.87 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -23938.494141 Penalty: 561.434570 Iteration 5Q: 3 clusters Score -23938.49 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -23941.201172 Penalty: 561.434570 Iteration 6Q: 3 clusters Score -23941.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -23943.845703 Penalty: 561.434570 Iteration 7Q: 3 clusters Score -23943.85 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -23945.437500 Penalty: 561.434570 Iteration 8Q: 3 clusters Score -23945.44 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -23946.181641 Penalty: 561.434570 Iteration 9Q: 3 clusters Score -23946.18 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -23948.750000 Penalty: 561.434570 Iteration 10Q: 3 clusters Score -23948.75 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -23951.066406 Penalty: 561.434570 Iteration 11Q: 3 clusters Score -23951.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -23951.226562 Penalty: 561.434570 Iteration 12Q: 3 clusters Score -23951.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -23951.226562 Penalty: 561.434570 Iteration 13F: 3 clusters Score -23951.23 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (793 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Entering Unmasked Estep Score: -37882.238281 Penalty: 303.749969 Iteration 0F: 2 clusters Score -37882.24 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -37275.574219 Penalty: 607.499939 Iteration 0F: 3 clusters Score -37275.57 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -37598.976562 Penalty: 607.499939 Iteration 1F: 3 clusters Score -37598.98 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -37809.414062 Penalty: 607.499939 Iteration 2F: 3 clusters Score -37809.41 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -38031.742188 Penalty: 607.499939 Iteration 3F: 3 clusters Score -38031.74 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -38165.070312 Penalty: 607.499939 Iteration 4F: 3 clusters Score -38165.07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -38284.109375 Penalty: 607.499939 Iteration 5Q: 3 clusters Score -38284.11 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -38386.988281 Penalty: 607.499939 Iteration 6Q: 3 clusters Score -38386.99 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -38448.867188 Penalty: 607.499939 Iteration 7Q: 3 clusters Score -38448.87 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -38469.125000 Penalty: 607.499939 Iteration 8Q: 3 clusters Score -38469.12 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -38489.964844 Penalty: 607.499939 Iteration 9Q: 3 clusters Score -38489.96 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -38493.000000 Penalty: 607.499939 Iteration 10Q: 3 clusters Score -38493 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -38493.777344 Penalty: 607.499939 Iteration 11Q: 3 clusters Score -38493.78 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -38494.140625 Penalty: 607.499939 Iteration 12Q: 3 clusters Score -38494.14 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -38494.414062 Penalty: 607.499939 Iteration 13Q: 3 clusters Score -38494.41 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -38494.414062 Penalty: 607.499939 Iteration 14F: 3 clusters Score -38494.41 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 2308 members Mstep: Class 1 contains 8681 members Mstep: Class 2 contains 378 members Mstep: Class 3 contains 252 members Mstep: Class 4 contains 106994 members Mstep: Class 5 contains 141 members Mstep: Class 6 contains 1314 members Mstep: Class 7 contains 610 members Mstep: Class 8 contains 486 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 326 members Mstep: Class 11 contains 478 members Mstep: Class 12 contains 467 members Mstep: Class 14 contains 117 members Mstep: Class 16 contains 5186 members Mstep: Class 17 contains 2541 members Mstep: Class 18 contains 7627 members Mstep: Class 19 contains 212 members Mstep: Class 21 contains 6462 members Entering Unmasked Estep Score: -7861875.000000 Penalty: 9732.095703 Splitting cluster 12 changes total score from -7858133.000000 to -7861875.000000 So it's getting split into cluster 10. Entering ConstructFrom: Trying to split cluster 14 (117 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Entering Unmasked Estep Score: -5786.904297 Penalty: 216.678925 Iteration 0F: 2 clusters Score -5786.904 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -5572.339844 Penalty: 433.357849 Iteration 0F: 3 clusters Score -5572.34 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -5614.873047 Penalty: 433.357849 Iteration 1F: 3 clusters Score -5614.873 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -5631.290527 Penalty: 433.357849 Iteration 2F: 3 clusters Score -5631.291 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -5647.828125 Penalty: 433.357849 Iteration 3F: 3 clusters Score -5647.828 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -5649.762695 Penalty: 433.357849 Iteration 4Q: 3 clusters Score -5649.763 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -5652.511230 Penalty: 433.357849 Iteration 5Q: 3 clusters Score -5652.511 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -5655.086426 Penalty: 433.357849 Iteration 6Q: 3 clusters Score -5655.086 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -5657.406738 Penalty: 433.357849 Iteration 7Q: 3 clusters Score -5657.407 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -5659.203613 Penalty: 433.357849 Iteration 8Q: 3 clusters Score -5659.204 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -5659.203613 Penalty: 433.357849 Iteration 9F: 3 clusters Score -5659.204 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (5186 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5186 members Entering Unmasked Estep Score: -274582.031250 Penalty: 389.194153 Iteration 0F: 2 clusters Score -274582 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2536 members Mstep: Class 2 contains 2650 members Entering Unmasked Estep Score: -271027.218750 Penalty: 778.388306 Iteration 0F: 3 clusters Score -271027.2 nChanged 2350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 2924 members Entering Unmasked Estep Score: -272528.750000 Penalty: 778.388306 Iteration 1F: 3 clusters Score -272528.8 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 3080 members Entering Unmasked Estep Score: -272944.718750 Penalty: 778.388306 Iteration 2F: 3 clusters Score -272944.7 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 3271 members Entering Unmasked Estep Score: -273702.187500 Penalty: 778.388306 Iteration 3F: 3 clusters Score -273702.2 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 3346 members Entering Unmasked Estep Score: -274983.187500 Penalty: 778.388306 Iteration 4F: 3 clusters Score -274983.2 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 3115 members Entering Unmasked Estep Score: -276103.750000 Penalty: 778.388306 Iteration 5F: 3 clusters Score -276103.8 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 2855 members Entering Unmasked Estep Score: -276978.562500 Penalty: 778.388306 Iteration 6F: 3 clusters Score -276978.6 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 2672 members Entering Unmasked Estep Score: -277701.625000 Penalty: 778.388306 Iteration 7Q: 3 clusters Score -277701.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2573 members Mstep: Class 2 contains 2613 members Entering Unmasked Estep Score: -277799.218750 Penalty: 778.388306 Iteration 8Q: 3 clusters Score -277799.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 2597 members Entering Unmasked Estep Score: -277805.281250 Penalty: 778.388306 Iteration 9Q: 3 clusters Score -277805.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2598 members Mstep: Class 2 contains 2588 members Entering Unmasked Estep Score: -277808.281250 Penalty: 778.388306 Iteration 10Q: 3 clusters Score -277808.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2603 members Mstep: Class 2 contains 2583 members Entering Unmasked Estep Score: -277808.375000 Penalty: 778.388306 Iteration 11Q: 3 clusters Score -277808.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2604 members Mstep: Class 2 contains 2582 members Entering Unmasked Estep Score: -277808.875000 Penalty: 778.388306 Iteration 12Q: 3 clusters Score -277808.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2604 members Mstep: Class 2 contains 2582 members Entering Unmasked Estep Score: -277808.875000 Penalty: 778.388306 Iteration 13F: 3 clusters Score -277808.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 2308 members Mstep: Class 1 contains 8681 members Mstep: Class 2 contains 378 members Mstep: Class 3 contains 252 members Mstep: Class 4 contains 106994 members Mstep: Class 5 contains 141 members Mstep: Class 6 contains 1314 members Mstep: Class 7 contains 610 members Mstep: Class 8 contains 486 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 326 members Mstep: Class 11 contains 478 members Mstep: Class 12 contains 467 members Mstep: Class 13 contains 2582 members Mstep: Class 14 contains 117 members Mstep: Class 16 contains 2604 members Mstep: Class 17 contains 2541 members Mstep: Class 18 contains 7627 members Mstep: Class 19 contains 212 members Mstep: Class 21 contains 6462 members Entering Unmasked Estep Score: -7864965.500000 Penalty: 10272.768555 Splitting cluster 16 changes total score from -7858133.000000 to -7864965.500000 So it's getting split into cluster 13. Entering ConstructFrom: Trying to split cluster 17 (2541 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2541 members Entering Unmasked Estep Score: -134896.656250 Penalty: 356.734253 Iteration 0F: 2 clusters Score -134896.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -133105.812500 Penalty: 713.468506 Iteration 0F: 3 clusters Score -133105.8 nChanged 1094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -133782.484375 Penalty: 713.468506 Iteration 1F: 3 clusters Score -133782.5 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -133895.218750 Penalty: 713.468506 Iteration 2F: 3 clusters Score -133895.2 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -134021.281250 Penalty: 713.468506 Iteration 3F: 3 clusters Score -134021.3 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -134162.187500 Penalty: 713.468506 Iteration 4F: 3 clusters Score -134162.2 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -134272.734375 Penalty: 713.468506 Iteration 5F: 3 clusters Score -134272.7 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -134365.078125 Penalty: 713.468506 Iteration 6F: 3 clusters Score -134365.1 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -134440.093750 Penalty: 713.468506 Iteration 7Q: 3 clusters Score -134440.1 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -134521.218750 Penalty: 713.468506 Iteration 8Q: 3 clusters Score -134521.2 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -134585.640625 Penalty: 713.468506 Iteration 9Q: 3 clusters Score -134585.6 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -134641.031250 Penalty: 713.468506 Iteration 10Q: 3 clusters Score -134641 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -134694.453125 Penalty: 713.468506 Iteration 11Q: 3 clusters Score -134694.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -134744.421875 Penalty: 713.468506 Iteration 12Q: 3 clusters Score -134744.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -134799.765625 Penalty: 713.468506 Iteration 13Q: 3 clusters Score -134799.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -134825.531250 Penalty: 713.468506 Iteration 14Q: 3 clusters Score -134825.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -134846.515625 Penalty: 713.468506 Iteration 15Q: 3 clusters Score -134846.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -134858.968750 Penalty: 713.468506 Iteration 16Q: 3 clusters Score -134859 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -134866.312500 Penalty: 713.468506 Iteration 17Q: 3 clusters Score -134866.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -134867.515625 Penalty: 713.468506 Iteration 18Q: 3 clusters Score -134867.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -134868.234375 Penalty: 713.468506 Iteration 19Q: 3 clusters Score -134868.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -134868.656250 Penalty: 713.468506 Iteration 20F: 3 clusters Score -134868.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -134868.734375 Penalty: 713.468506 Iteration 21Q: 3 clusters Score -134868.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -134868.734375 Penalty: 713.468506 Iteration 22F: 3 clusters Score -134868.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (7627 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7627 members Entering Unmasked Estep Score: -410540.312500 Penalty: 406.744995 Iteration 0F: 2 clusters Score -410540.3 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 3860 members Entering Unmasked Estep Score: -405570.312500 Penalty: 813.489990 Iteration 0F: 3 clusters Score -405570.3 nChanged 3605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2754 members Mstep: Class 2 contains 4873 members Entering Unmasked Estep Score: -408789.656250 Penalty: 813.489990 Iteration 1F: 3 clusters Score -408789.7 nChanged 880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 5459 members Entering Unmasked Estep Score: -409619.375000 Penalty: 813.489990 Iteration 2F: 3 clusters Score -409619.4 nChanged 680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 5979 members Entering Unmasked Estep Score: -410220.281250 Penalty: 813.489990 Iteration 3F: 3 clusters Score -410220.3 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 6335 members Entering Unmasked Estep Score: -410595.406250 Penalty: 813.489990 Iteration 4F: 3 clusters Score -410595.4 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 6545 members Entering Unmasked Estep Score: -410831.187500 Penalty: 813.489990 Iteration 5Q: 3 clusters Score -410831.2 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 6664 members Entering Unmasked Estep Score: -410924.406250 Penalty: 813.489990 Iteration 6Q: 3 clusters Score -410924.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 6732 members Entering Unmasked Estep Score: -410955.312500 Penalty: 813.489990 Iteration 7Q: 3 clusters Score -410955.3 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 6792 members Entering Unmasked Estep Score: -410980.468750 Penalty: 813.489990 Iteration 8Q: 3 clusters Score -410980.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 6839 members Entering Unmasked Estep Score: -410995.593750 Penalty: 813.489990 Iteration 9Q: 3 clusters Score -410995.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 6872 members Entering Unmasked Estep Score: -411003.718750 Penalty: 813.489990 Iteration 10Q: 3 clusters Score -411003.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 6899 members Entering Unmasked Estep Score: -411012.250000 Penalty: 813.489990 Iteration 11Q: 3 clusters Score -411012.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 6929 members Entering Unmasked Estep Score: -411020.156250 Penalty: 813.489990 Iteration 12Q: 3 clusters Score -411020.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 6963 members Entering Unmasked Estep Score: -411030.750000 Penalty: 813.489990 Iteration 13Q: 3 clusters Score -411030.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 6991 members Entering Unmasked Estep Score: -411036.031250 Penalty: 813.489990 Iteration 14Q: 3 clusters Score -411036 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 7006 members Entering Unmasked Estep Score: -411040.062500 Penalty: 813.489990 Iteration 15Q: 3 clusters Score -411040.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 7017 members Entering Unmasked Estep Score: -411041.781250 Penalty: 813.489990 Iteration 16Q: 3 clusters Score -411041.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 7022 members Entering Unmasked Estep Score: -411042.125000 Penalty: 813.489990 Iteration 17Q: 3 clusters Score -411042.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 7024 members Entering Unmasked Estep Score: -411043.343750 Penalty: 813.489990 Iteration 18Q: 3 clusters Score -411043.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 7025 members Entering Unmasked Estep Score: -411043.687500 Penalty: 813.489990 Iteration 19Q: 3 clusters Score -411043.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 7026 members Entering Unmasked Estep Score: -411043.531250 Penalty: 813.489990 Iteration 20F: 3 clusters Score -411043.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 7029 members Entering Unmasked Estep Score: -411043.437500 Penalty: 813.489990 Iteration 21Q: 3 clusters Score -411043.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 7029 members Entering Unmasked Estep Score: -411043.437500 Penalty: 813.489990 Iteration 22F: 3 clusters Score -411043.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 2308 members Mstep: Class 1 contains 8681 members Mstep: Class 2 contains 378 members Mstep: Class 3 contains 252 members Mstep: Class 4 contains 106994 members Mstep: Class 5 contains 141 members Mstep: Class 6 contains 1314 members Mstep: Class 7 contains 610 members Mstep: Class 8 contains 486 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 326 members Mstep: Class 11 contains 478 members Mstep: Class 12 contains 467 members Mstep: Class 13 contains 2582 members Mstep: Class 14 contains 117 members Mstep: Class 15 contains 7029 members Mstep: Class 16 contains 2604 members Mstep: Class 17 contains 2541 members Mstep: Class 18 contains 598 members Mstep: Class 19 contains 212 members Mstep: Class 21 contains 6462 members Entering Unmasked Estep Score: -7865342.500000 Penalty: 10813.440430 Splitting cluster 18 changes total score from -7858133.000000 to -7865342.500000 So it's getting split into cluster 15. Entering ConstructFrom: Trying to split cluster 19 (212 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Entering Unmasked Estep Score: -9809.475586 Penalty: 243.724686 Iteration 0F: 2 clusters Score -9809.476 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 101 members Entering Unmasked Estep Score: -9506.437500 Penalty: 487.449371 Iteration 0F: 3 clusters Score -9506.438 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -9582.769531 Penalty: 487.449371 Iteration 1F: 3 clusters Score -9582.77 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -9614.548828 Penalty: 487.449371 Iteration 2F: 3 clusters Score -9614.549 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -9656.772461 Penalty: 487.449371 Iteration 3F: 3 clusters Score -9656.772 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -9671.542969 Penalty: 487.449371 Iteration 4Q: 3 clusters Score -9671.543 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -9679.821289 Penalty: 487.449371 Iteration 5Q: 3 clusters Score -9679.821 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -9683.815430 Penalty: 487.449371 Iteration 6Q: 3 clusters Score -9683.815 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -9686.932617 Penalty: 487.449371 Iteration 7Q: 3 clusters Score -9686.933 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -9690.674805 Penalty: 487.449371 Iteration 8Q: 3 clusters Score -9690.675 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -9694.654297 Penalty: 487.449371 Iteration 9Q: 3 clusters Score -9694.654 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -9696.130859 Penalty: 487.449371 Iteration 10Q: 3 clusters Score -9696.131 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -9696.130859 Penalty: 487.449371 Iteration 11F: 3 clusters Score -9696.131 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (6462 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6462 members Entering Unmasked Estep Score: -364811.562500 Penalty: 399.203064 Iteration 0F: 2 clusters Score -364811.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3235 members Mstep: Class 2 contains 3227 members Entering Unmasked Estep Score: -360499.656250 Penalty: 798.406128 Iteration 0F: 3 clusters Score -360499.7 nChanged 2938 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3457 members Mstep: Class 2 contains 3005 members Entering Unmasked Estep Score: -362208.250000 Penalty: 798.406128 Iteration 1F: 3 clusters Score -362208.2 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3596 members Mstep: Class 2 contains 2866 members Entering Unmasked Estep Score: -362485.625000 Penalty: 798.406128 Iteration 2F: 3 clusters Score -362485.6 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3735 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -362811.531250 Penalty: 798.406128 Iteration 3F: 3 clusters Score -362811.5 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3886 members Mstep: Class 2 contains 2576 members Entering Unmasked Estep Score: -363186.812500 Penalty: 798.406128 Iteration 4F: 3 clusters Score -363186.8 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4049 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -363563.156250 Penalty: 798.406128 Iteration 5F: 3 clusters Score -363563.2 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4220 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -363890.187500 Penalty: 798.406128 Iteration 6F: 3 clusters Score -363890.2 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4356 members Mstep: Class 2 contains 2106 members Entering Unmasked Estep Score: -364131.437500 Penalty: 798.406128 Iteration 7Q: 3 clusters Score -364131.4 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4465 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -364276.531250 Penalty: 798.406128 Iteration 8Q: 3 clusters Score -364276.5 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4565 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -364387.375000 Penalty: 798.406128 Iteration 9Q: 3 clusters Score -364387.4 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4644 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -364453.718750 Penalty: 798.406128 Iteration 10Q: 3 clusters Score -364453.7 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4722 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -364509.843750 Penalty: 798.406128 Iteration 11Q: 3 clusters Score -364509.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4788 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -364546.843750 Penalty: 798.406128 Iteration 12Q: 3 clusters Score -364546.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4846 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -364573.468750 Penalty: 798.406128 Iteration 13Q: 3 clusters Score -364573.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4900 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -364591.468750 Penalty: 798.406128 Iteration 14Q: 3 clusters Score -364591.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4940 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -364603.281250 Penalty: 798.406128 Iteration 15Q: 3 clusters Score -364603.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -364611.687500 Penalty: 798.406128 Iteration 16Q: 3 clusters Score -364611.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5004 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -364615.687500 Penalty: 798.406128 Iteration 17Q: 3 clusters Score -364615.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5027 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -364619.593750 Penalty: 798.406128 Iteration 18Q: 3 clusters Score -364619.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5048 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -364622.750000 Penalty: 798.406128 Iteration 19Q: 3 clusters Score -364622.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5072 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -364626.968750 Penalty: 798.406128 Iteration 20F: 3 clusters Score -364627 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5087 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -364629.531250 Penalty: 798.406128 Iteration 21Q: 3 clusters Score -364629.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5101 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -364632.031250 Penalty: 798.406128 Iteration 22Q: 3 clusters Score -364632 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5120 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -364634.687500 Penalty: 798.406128 Iteration 23Q: 3 clusters Score -364634.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5133 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -364638.156250 Penalty: 798.406128 Iteration 24Q: 3 clusters Score -364638.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5149 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -364640.406250 Penalty: 798.406128 Iteration 25Q: 3 clusters Score -364640.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5166 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -364643.656250 Penalty: 798.406128 Iteration 26Q: 3 clusters Score -364643.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5185 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -364647.312500 Penalty: 798.406128 Iteration 27Q: 3 clusters Score -364647.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5192 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -364647.812500 Penalty: 798.406128 Iteration 28Q: 3 clusters Score -364647.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5200 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -364648.937500 Penalty: 798.406128 Iteration 29Q: 3 clusters Score -364648.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5207 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -364649.000000 Penalty: 798.406128 Iteration 30Q: 3 clusters Score -364649 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5210 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -364649.937500 Penalty: 798.406128 Iteration 31Q: 3 clusters Score -364649.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5214 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -364650.093750 Penalty: 798.406128 Iteration 32Q: 3 clusters Score -364650.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5215 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -364649.562500 Penalty: 798.406128 Iteration 33Q: 3 clusters Score -364649.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5216 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -364649.625000 Penalty: 798.406128 Iteration 34Q: 3 clusters Score -364649.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5218 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -364649.750000 Penalty: 798.406128 Iteration 35Q: 3 clusters Score -364649.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5221 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -364651.281250 Penalty: 798.406128 Iteration 36Q: 3 clusters Score -364651.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5224 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -364651.562500 Penalty: 798.406128 Iteration 37Q: 3 clusters Score -364651.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5229 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -364652.687500 Penalty: 798.406128 Iteration 38Q: 3 clusters Score -364652.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5234 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -364653.218750 Penalty: 798.406128 Iteration 39Q: 3 clusters Score -364653.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5236 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -364652.656250 Penalty: 798.406128 Iteration 40F: 3 clusters Score -364652.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5239 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -364652.625000 Penalty: 798.406128 Iteration 41Q: 3 clusters Score -364652.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5243 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -364653.656250 Penalty: 798.406128 Iteration 42Q: 3 clusters Score -364653.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5247 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -364653.968750 Penalty: 798.406128 Iteration 43Q: 3 clusters Score -364654 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5255 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -364655.187500 Penalty: 798.406128 Iteration 44Q: 3 clusters Score -364655.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5259 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -364655.562500 Penalty: 798.406128 Iteration 45Q: 3 clusters Score -364655.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5264 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -364655.718750 Penalty: 798.406128 Iteration 46Q: 3 clusters Score -364655.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5265 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -364655.343750 Penalty: 798.406128 Iteration 47Q: 3 clusters Score -364655.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5266 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -364655.968750 Penalty: 798.406128 Iteration 48Q: 3 clusters Score -364656 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5267 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -364655.718750 Penalty: 798.406128 Iteration 49Q: 3 clusters Score -364655.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5267 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -364655.718750 Penalty: 798.406128 Iteration 50F: 3 clusters Score -364655.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 2308 members Mstep: Class 2 contains 378 members Mstep: Class 4 contains 106994 members Mstep: Class 5 contains 141 members Mstep: Class 7 contains 610 members Mstep: Class 8 contains 486 members Mstep: Class 9 contains 190 members Mstep: Class 11 contains 478 members Mstep: Class 12 contains 467 members Mstep: Class 14 contains 117 members Mstep: Class 16 contains 2604 members Mstep: Class 17 contains 2541 members Mstep: Class 18 contains 598 members Mstep: Class 19 contains 212 members Mstep: Class 21 contains 6462 members Entering Unmasked Estep ConsiderDeletion Score: -7865832.000000 Penalty: 10813.440430 Iteration 39Q: 21 clusters Score -7865832 nChanged 910 Entering Unmasked Mstep Mstep: Class 0 contains 2308 members Mstep: Class 1 contains 8794 members Mstep: Class 2 contains 349 members Mstep: Class 3 contains 252 members Mstep: Class 4 contains 107432 members Mstep: Class 5 contains 136 members Mstep: Class 6 contains 1193 members Mstep: Class 7 contains 610 members Mstep: Class 8 contains 527 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 320 members Mstep: Class 11 contains 472 members Mstep: Class 12 contains 466 members Mstep: Class 13 contains 2576 members Mstep: Class 14 contains 118 members Mstep: Class 15 contains 6802 members Mstep: Class 16 contains 2611 members Mstep: Class 17 contains 2512 members Mstep: Class 18 contains 611 members Mstep: Class 19 contains 212 members Mstep: Class 21 contains 6279 members Entering Unmasked Estep ConsiderDeletion Score: -7866444.500000 Penalty: 10813.440430 Iteration 40F: 21 clusters Score -7866444 nChanged 1060 Entering Unmasked Mstep Mstep: Class 0 contains 2299 members Mstep: Class 1 contains 8858 members Mstep: Class 2 contains 317 members Mstep: Class 3 contains 258 members Mstep: Class 4 contains 107348 members Mstep: Class 5 contains 135 members Mstep: Class 6 contains 1271 members Mstep: Class 7 contains 610 members Mstep: Class 8 contains 545 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 322 members Mstep: Class 11 contains 476 members Mstep: Class 12 contains 466 members Mstep: Class 13 contains 2582 members Mstep: Class 14 contains 116 members Mstep: Class 15 contains 6983 members Mstep: Class 16 contains 2613 members Mstep: Class 17 contains 2469 members Mstep: Class 18 contains 621 members Mstep: Class 19 contains 212 members Mstep: Class 21 contains 6079 members Entering Unmasked Estep ConsiderDeletion Score: -7866815.500000 Penalty: 10813.440430 Iteration 41Q: 21 clusters Score -7866816 nChanged 677 Entering Unmasked Mstep Mstep: Class 0 contains 2297 members Mstep: Class 1 contains 8938 members Mstep: Class 2 contains 297 members Mstep: Class 3 contains 257 members Mstep: Class 4 contains 107289 members Mstep: Class 5 contains 134 members Mstep: Class 6 contains 1328 members Mstep: Class 7 contains 612 members Mstep: Class 8 contains 548 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 322 members Mstep: Class 11 contains 487 members Mstep: Class 12 contains 467 members Mstep: Class 13 contains 2583 members Mstep: Class 14 contains 115 members Mstep: Class 15 contains 7076 members Mstep: Class 16 contains 2614 members Mstep: Class 17 contains 2437 members Mstep: Class 18 contains 642 members Mstep: Class 19 contains 212 members Mstep: Class 21 contains 5925 members Entering Unmasked Estep ConsiderDeletion Score: -7866971.000000 Penalty: 10813.440430 Iteration 42Q: 21 clusters Score -7866971 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 2297 members Mstep: Class 1 contains 9018 members Mstep: Class 2 contains 278 members Mstep: Class 3 contains 254 members Mstep: Class 4 contains 107239 members Mstep: Class 5 contains 134 members Mstep: Class 6 contains 1383 members Mstep: Class 7 contains 615 members Mstep: Class 8 contains 549 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 321 members Mstep: Class 11 contains 499 members Mstep: Class 12 contains 467 members Mstep: Class 13 contains 2582 members Mstep: Class 14 contains 112 members Mstep: Class 15 contains 7143 members Mstep: Class 16 contains 2614 members Mstep: Class 17 contains 2400 members Mstep: Class 18 contains 669 members Mstep: Class 19 contains 212 members Mstep: Class 21 contains 5794 members Entering Unmasked Estep ConsiderDeletion Score: -7867060.500000 Penalty: 10813.440430 Iteration 43Q: 21 clusters Score -7867060 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 2297 members Mstep: Class 1 contains 9111 members Mstep: Class 2 contains 269 members Mstep: Class 3 contains 250 members Mstep: Class 4 contains 107190 members Mstep: Class 5 contains 134 members Mstep: Class 6 contains 1428 members Mstep: Class 7 contains 619 members Mstep: Class 8 contains 545 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 318 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 468 members Mstep: Class 13 contains 2581 members Mstep: Class 14 contains 110 members Mstep: Class 15 contains 7201 members Mstep: Class 16 contains 2614 members Mstep: Class 17 contains 2359 members Mstep: Class 18 contains 699 members Mstep: Class 19 contains 212 members Mstep: Class 21 contains 5669 members Entering Unmasked Estep ConsiderDeletion Score: -7867151.000000 Penalty: 10813.440430 Iteration 44Q: 21 clusters Score -7867151 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 2297 members Mstep: Class 1 contains 9201 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 107133 members Mstep: Class 5 contains 132 members Mstep: Class 6 contains 1475 members Mstep: Class 7 contains 622 members Mstep: Class 8 contains 543 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 316 members Mstep: Class 11 contains 510 members Mstep: Class 12 contains 469 members Mstep: Class 13 contains 2583 members Mstep: Class 14 contains 110 members Mstep: Class 15 contains 7240 members Mstep: Class 16 contains 2614 members Mstep: Class 17 contains 2321 members Mstep: Class 18 contains 720 members Mstep: Class 19 contains 212 members Mstep: Class 21 contains 5565 members Entering Unmasked Estep ConsiderDeletion Score: -7867244.000000 Penalty: 10813.440430 Iteration 45Q: 21 clusters Score -7867244 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 2297 members Mstep: Class 1 contains 9277 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 244 members Mstep: Class 4 contains 107090 members Mstep: Class 5 contains 132 members Mstep: Class 6 contains 1521 members Mstep: Class 7 contains 625 members Mstep: Class 8 contains 541 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 315 members Mstep: Class 11 contains 510 members Mstep: Class 12 contains 469 members Mstep: Class 13 contains 2584 members Mstep: Class 14 contains 110 members Mstep: Class 15 contains 7271 members Mstep: Class 16 contains 2614 members Mstep: Class 17 contains 2280 members Mstep: Class 18 contains 744 members Mstep: Class 19 contains 212 members Mstep: Class 21 contains 5474 members Entering Unmasked Estep ConsiderDeletion Score: -7867296.500000 Penalty: 10813.440430 Iteration 46Q: 21 clusters Score -7867296 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 2297 members Mstep: Class 1 contains 9340 members Mstep: Class 2 contains 270 members Mstep: Class 3 contains 244 members Mstep: Class 4 contains 107068 members Mstep: Class 5 contains 132 members Mstep: Class 6 contains 1556 members Mstep: Class 7 contains 625 members Mstep: Class 8 contains 536 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 314 members Mstep: Class 11 contains 514 members Mstep: Class 12 contains 469 members Mstep: Class 13 contains 2584 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 7302 members Mstep: Class 16 contains 2614 members Mstep: Class 17 contains 2247 members Mstep: Class 18 contains 762 members Mstep: Class 19 contains 212 members Mstep: Class 21 contains 5385 members Entering Unmasked Estep ConsiderDeletion Score: -7867339.000000 Penalty: 10813.440430 Iteration 47Q: 21 clusters Score -7867339 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 2297 members Mstep: Class 1 contains 9403 members Mstep: Class 2 contains 268 members Mstep: Class 3 contains 244 members Mstep: Class 4 contains 107044 members Mstep: Class 5 contains 132 members Mstep: Class 6 contains 1582 members Mstep: Class 7 contains 625 members Mstep: Class 8 contains 534 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 312 members Mstep: Class 11 contains 517 members Mstep: Class 12 contains 470 members Mstep: Class 13 contains 2584 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 7327 members Mstep: Class 16 contains 2614 members Mstep: Class 17 contains 2214 members Mstep: Class 18 contains 780 members Mstep: Class 19 contains 212 members Mstep: Class 21 contains 5312 members Entering Unmasked Estep ConsiderDeletion Score: -7867351.500000 Penalty: 10813.440430 Iteration 48Q: 21 clusters Score -7867352 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 2297 members Mstep: Class 1 contains 9453 members Mstep: Class 2 contains 268 members Mstep: Class 3 contains 244 members Mstep: Class 4 contains 107018 members Mstep: Class 5 contains 132 members Mstep: Class 6 contains 1606 members Mstep: Class 7 contains 626 members Mstep: Class 8 contains 531 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 309 members Mstep: Class 11 contains 517 members Mstep: Class 12 contains 471 members Mstep: Class 13 contains 2584 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 7381 members Mstep: Class 16 contains 2614 members Mstep: Class 17 contains 2186 members Mstep: Class 18 contains 791 members Mstep: Class 19 contains 212 members Mstep: Class 21 contains 5231 members Entering Unmasked Estep ConsiderDeletion Score: -7867404.500000 Penalty: 10813.440430 Iteration 49Q: 21 clusters Score -7867404 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 2297 members Mstep: Class 1 contains 9491 members Mstep: Class 2 contains 266 members Mstep: Class 3 contains 244 members Mstep: Class 4 contains 107012 members Mstep: Class 5 contains 132 members Mstep: Class 6 contains 1624 members Mstep: Class 7 contains 626 members Mstep: Class 8 contains 527 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 308 members Mstep: Class 11 contains 518 members Mstep: Class 12 contains 472 members Mstep: Class 13 contains 2584 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 7437 members Mstep: Class 16 contains 2614 members Mstep: Class 17 contains 2160 members Mstep: Class 18 contains 798 members Mstep: Class 19 contains 212 members Mstep: Class 21 contains 5149 members Entering Unmasked Estep ConsiderDeletion Score: -7867407.500000 Penalty: 10813.440430 Iteration 50Q: 21 clusters Score -7867408 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 2297 members Mstep: Class 1 contains 9542 members Mstep: Class 2 contains 266 members Mstep: Class 3 contains 244 members Mstep: Class 4 contains 106988 members Mstep: Class 5 contains 132 members Mstep: Class 6 contains 1643 members Mstep: Class 7 contains 626 members Mstep: Class 8 contains 520 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 308 members Mstep: Class 11 contains 520 members Mstep: Class 12 contains 472 members Mstep: Class 13 contains 2584 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 7487 members Mstep: Class 16 contains 2614 members Mstep: Class 17 contains 2136 members Mstep: Class 18 contains 804 members Mstep: Class 19 contains 212 members Mstep: Class 21 contains 5076 members Entering Unmasked Estep ConsiderDeletion Score: -7867411.000000 Penalty: 10813.440430 Iteration 51Q: 21 clusters Score -7867411 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 2297 members Mstep: Class 1 contains 9593 members Mstep: Class 2 contains 266 members Mstep: Class 3 contains 244 members Mstep: Class 4 contains 106967 members Mstep: Class 5 contains 132 members Mstep: Class 6 contains 1659 members Mstep: Class 7 contains 626 members Mstep: Class 8 contains 518 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 308 members Mstep: Class 11 contains 520 members Mstep: Class 12 contains 472 members Mstep: Class 13 contains 2584 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 7546 members Mstep: Class 16 contains 2614 members Mstep: Class 17 contains 2101 members Mstep: Class 18 contains 808 members Mstep: Class 19 contains 212 members Mstep: Class 21 contains 5004 members Entering Unmasked Estep ConsiderDeletion Score: -7867449.500000 Penalty: 10813.440430 Iteration 52Q: 21 clusters Score -7867450 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 2297 members Mstep: Class 1 contains 9653 members Mstep: Class 2 contains 265 members Mstep: Class 3 contains 244 members Mstep: Class 4 contains 106933 members Mstep: Class 5 contains 132 members Mstep: Class 6 contains 1670 members Mstep: Class 7 contains 626 members Mstep: Class 8 contains 514 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 308 members Mstep: Class 11 contains 519 members Mstep: Class 12 contains 472 members Mstep: Class 13 contains 2584 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 7590 members Mstep: Class 16 contains 2614 members Mstep: Class 17 contains 2068 members Mstep: Class 18 contains 814 members Mstep: Class 19 contains 212 members Mstep: Class 21 contains 4956 members Entering Unmasked Estep ConsiderDeletion Score: -7867475.000000 Penalty: 10813.440430 Iteration 53Q: 21 clusters Score -7867475 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 2297 members Mstep: Class 1 contains 9712 members Mstep: Class 2 contains 265 members Mstep: Class 3 contains 244 members Mstep: Class 4 contains 106914 members Mstep: Class 5 contains 132 members Mstep: Class 6 contains 1682 members Mstep: Class 7 contains 626 members Mstep: Class 8 contains 508 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 308 members Mstep: Class 11 contains 518 members Mstep: Class 12 contains 472 members Mstep: Class 13 contains 2584 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 7638 members Mstep: Class 16 contains 2614 members Mstep: Class 17 contains 2018 members Mstep: Class 18 contains 819 members Mstep: Class 19 contains 212 members Mstep: Class 21 contains 4908 members Entering Unmasked Estep ConsiderDeletion Score: -7867477.500000 Penalty: 10813.440430 Iteration 54Q: 21 clusters Score -7867478 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 2297 members Mstep: Class 1 contains 9776 members Mstep: Class 2 contains 265 members Mstep: Class 3 contains 244 members Mstep: Class 4 contains 106882 members Mstep: Class 5 contains 132 members Mstep: Class 6 contains 1695 members Mstep: Class 7 contains 626 members Mstep: Class 8 contains 499 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 308 members Mstep: Class 11 contains 518 members Mstep: Class 12 contains 472 members Mstep: Class 13 contains 2584 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 7693 members Mstep: Class 16 contains 2614 members Mstep: Class 17 contains 1974 members Mstep: Class 18 contains 824 members Mstep: Class 19 contains 212 members Mstep: Class 21 contains 4856 members Entering Unmasked Estep ConsiderDeletion Score: -7867499.500000 Penalty: 10813.440430 Iteration 55Q: 21 clusters Score -7867500 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 2297 members Mstep: Class 1 contains 9828 members Mstep: Class 2 contains 265 members Mstep: Class 3 contains 244 members Mstep: Class 4 contains 106851 members Mstep: Class 5 contains 132 members Mstep: Class 6 contains 1706 members Mstep: Class 7 contains 626 members Mstep: Class 8 contains 496 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 308 members Mstep: Class 11 contains 518 members Mstep: Class 12 contains 472 members Mstep: Class 13 contains 2584 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 7749 members Mstep: Class 16 contains 2614 members Mstep: Class 17 contains 1932 members Mstep: Class 18 contains 830 members Mstep: Class 19 contains 212 members Mstep: Class 21 contains 4807 members Entering Unmasked Estep ConsiderDeletion Score: -7867518.500000 Penalty: 10813.440430 Iteration 56Q: 21 clusters Score -7867518 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 2297 members Mstep: Class 1 contains 9890 members Mstep: Class 2 contains 265 members Mstep: Class 3 contains 244 members Mstep: Class 4 contains 106807 members Mstep: Class 5 contains 132 members Mstep: Class 6 contains 1719 members Mstep: Class 7 contains 626 members Mstep: Class 8 contains 492 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 308 members Mstep: Class 11 contains 518 members Mstep: Class 12 contains 472 members Mstep: Class 13 contains 2584 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 7792 members Mstep: Class 16 contains 2614 members Mstep: Class 17 contains 1892 members Mstep: Class 18 contains 835 members Mstep: Class 19 contains 212 members Mstep: Class 21 contains 4772 members Entering Unmasked Estep ConsiderDeletion Score: -7867532.000000 Penalty: 10813.440430 Iteration 57Q: 21 clusters Score -7867532 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 2297 members Mstep: Class 1 contains 9937 members Mstep: Class 2 contains 264 members Mstep: Class 3 contains 244 members Mstep: Class 4 contains 106793 members Mstep: Class 5 contains 132 members Mstep: Class 6 contains 1730 members Mstep: Class 7 contains 626 members Mstep: Class 8 contains 486 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 308 members Mstep: Class 11 contains 518 members Mstep: Class 12 contains 472 members Mstep: Class 13 contains 2584 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 7835 members Mstep: Class 16 contains 2614 members Mstep: Class 17 contains 1852 members Mstep: Class 18 contains 842 members Mstep: Class 19 contains 212 members Mstep: Class 21 contains 4725 members Entering Unmasked Estep ConsiderDeletion Score: -7867545.500000 Penalty: 10813.440430 Iteration 58Q: 21 clusters Score -7867546 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 2297 members Mstep: Class 1 contains 9976 members Mstep: Class 2 contains 263 members Mstep: Class 3 contains 244 members Mstep: Class 4 contains 106780 members Mstep: Class 5 contains 132 members Mstep: Class 6 contains 1743 members Mstep: Class 7 contains 626 members Mstep: Class 8 contains 479 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 308 members Mstep: Class 11 contains 518 members Mstep: Class 12 contains 472 members Mstep: Class 13 contains 2584 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 7876 members Mstep: Class 16 contains 2614 members Mstep: Class 17 contains 1809 members Mstep: Class 18 contains 847 members Mstep: Class 19 contains 212 members Mstep: Class 21 contains 4691 members Entering Unmasked Estep ConsiderDeletion Score: -7867568.500000 Penalty: 10813.440430 Iteration 59Q: 21 clusters Score -7867568 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 2297 members Mstep: Class 1 contains 10015 members Mstep: Class 2 contains 259 members Mstep: Class 3 contains 244 members Mstep: Class 4 contains 106764 members Mstep: Class 5 contains 132 members Mstep: Class 6 contains 1755 members Mstep: Class 7 contains 626 members Mstep: Class 8 contains 476 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 308 members Mstep: Class 11 contains 518 members Mstep: Class 12 contains 472 members Mstep: Class 13 contains 2584 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 7911 members Mstep: Class 16 contains 2614 members Mstep: Class 17 contains 1772 members Mstep: Class 18 contains 852 members Mstep: Class 19 contains 212 members Mstep: Class 21 contains 4660 members Entering Unmasked Estep ConsiderDeletion Score: -7867648.500000 Penalty: 10813.440430 Iteration 60F: 21 clusters Score -7867648 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 2292 members Mstep: Class 1 contains 10056 members Mstep: Class 2 contains 252 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 106743 members Mstep: Class 5 contains 132 members Mstep: Class 6 contains 1772 members Mstep: Class 7 contains 626 members Mstep: Class 8 contains 475 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 310 members Mstep: Class 11 contains 517 members Mstep: Class 12 contains 472 members Mstep: Class 13 contains 2583 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 7953 members Mstep: Class 16 contains 2614 members Mstep: Class 17 contains 1721 members Mstep: Class 18 contains 860 members Mstep: Class 19 contains 212 members Mstep: Class 21 contains 4634 members Entering Unmasked Estep ConsiderDeletion Score: -7867728.000000 Penalty: 10813.440430 Iteration 61Q: 21 clusters Score -7867728 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 2291 members Mstep: Class 1 contains 10098 members Mstep: Class 2 contains 247 members Mstep: Class 3 contains 246 members Mstep: Class 4 contains 106716 members Mstep: Class 5 contains 132 members Mstep: Class 6 contains 1787 members Mstep: Class 7 contains 628 members Mstep: Class 8 contains 473 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 310 members Mstep: Class 11 contains 516 members Mstep: Class 12 contains 472 members Mstep: Class 13 contains 2583 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 7984 members Mstep: Class 16 contains 2614 members Mstep: Class 17 contains 1695 members Mstep: Class 18 contains 866 members Mstep: Class 19 contains 212 members Mstep: Class 21 contains 4601 members Entering Unmasked Estep ConsiderDeletion Score: -7867749.500000 Penalty: 10813.440430 Iteration 62Q: 21 clusters Score -7867750 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 2291 members Mstep: Class 1 contains 10154 members Mstep: Class 2 contains 242 members Mstep: Class 3 contains 244 members Mstep: Class 4 contains 106675 members Mstep: Class 5 contains 132 members Mstep: Class 6 contains 1804 members Mstep: Class 7 contains 630 members Mstep: Class 8 contains 469 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 310 members Mstep: Class 11 contains 517 members Mstep: Class 12 contains 472 members Mstep: Class 13 contains 2583 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 8018 members Mstep: Class 16 contains 2614 members Mstep: Class 17 contains 1658 members Mstep: Class 18 contains 870 members Mstep: Class 19 contains 212 members Mstep: Class 21 contains 4576 members Entering Unmasked Estep ConsiderDeletion Score: -7867768.000000 Penalty: 10813.440430 Iteration 63Q: 21 clusters Score -7867768 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 2291 members Mstep: Class 1 contains 10192 members Mstep: Class 2 contains 235 members Mstep: Class 3 contains 242 members Mstep: Class 4 contains 106664 members Mstep: Class 5 contains 132 members Mstep: Class 6 contains 1815 members Mstep: Class 7 contains 632 members Mstep: Class 8 contains 467 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 310 members Mstep: Class 11 contains 518 members Mstep: Class 12 contains 472 members Mstep: Class 13 contains 2583 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 8062 members Mstep: Class 16 contains 2614 members Mstep: Class 17 contains 1606 members Mstep: Class 18 contains 871 members Mstep: Class 19 contains 212 members Mstep: Class 21 contains 4553 members Entering Unmasked Estep ConsiderDeletion Score: -7867782.500000 Penalty: 10813.440430 Iteration 64Q: 21 clusters Score -7867782 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 2291 members Mstep: Class 1 contains 10234 members Mstep: Class 2 contains 233 members Mstep: Class 3 contains 241 members Mstep: Class 4 contains 106635 members Mstep: Class 5 contains 132 members Mstep: Class 6 contains 1824 members Mstep: Class 7 contains 633 members Mstep: Class 8 contains 463 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 310 members Mstep: Class 11 contains 519 members Mstep: Class 12 contains 472 members Mstep: Class 13 contains 2583 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 8100 members Mstep: Class 16 contains 2614 members Mstep: Class 17 contains 1566 members Mstep: Class 18 contains 871 members Mstep: Class 19 contains 212 members Mstep: Class 21 contains 4538 members Entering Unmasked Estep ConsiderDeletion Score: -7867802.500000 Penalty: 10813.440430 Iteration 65Q: 21 clusters Score -7867802 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 2291 members Mstep: Class 1 contains 10275 members Mstep: Class 2 contains 233 members Mstep: Class 3 contains 241 members Mstep: Class 4 contains 106599 members Mstep: Class 5 contains 132 members Mstep: Class 6 contains 1828 members Mstep: Class 7 contains 633 members Mstep: Class 8 contains 462 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 310 members Mstep: Class 11 contains 519 members Mstep: Class 12 contains 472 members Mstep: Class 13 contains 2583 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 8142 members Mstep: Class 16 contains 2614 members Mstep: Class 17 contains 1529 members Mstep: Class 18 contains 872 members Mstep: Class 19 contains 212 members Mstep: Class 21 contains 4524 members Entering Unmasked Estep ConsiderDeletion Score: -7867798.500000 Penalty: 10813.440430 Iteration 66Q: 21 clusters Score -7867798 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 2291 members Mstep: Class 1 contains 10313 members Mstep: Class 2 contains 233 members Mstep: Class 3 contains 241 members Mstep: Class 4 contains 106575 members Mstep: Class 5 contains 132 members Mstep: Class 6 contains 1828 members Mstep: Class 7 contains 633 members Mstep: Class 8 contains 460 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 310 members Mstep: Class 11 contains 520 members Mstep: Class 12 contains 472 members Mstep: Class 13 contains 2583 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 8176 members Mstep: Class 16 contains 2614 members Mstep: Class 17 contains 1494 members Mstep: Class 18 contains 873 members Mstep: Class 19 contains 212 members Mstep: Class 21 contains 4511 members Entering Unmasked Estep ConsiderDeletion Score: -7867800.000000 Penalty: 10813.440430 Iteration 67Q: 21 clusters Score -7867800 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 2291 members Mstep: Class 1 contains 10334 members Mstep: Class 2 contains 233 members Mstep: Class 3 contains 241 members Mstep: Class 4 contains 106564 members Mstep: Class 5 contains 132 members Mstep: Class 6 contains 1834 members Mstep: Class 7 contains 633 members Mstep: Class 8 contains 457 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 310 members Mstep: Class 11 contains 519 members Mstep: Class 12 contains 472 members Mstep: Class 13 contains 2583 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 8217 members Mstep: Class 16 contains 2614 members Mstep: Class 17 contains 1463 members Mstep: Class 18 contains 874 members Mstep: Class 19 contains 212 members Mstep: Class 21 contains 4488 members Entering Unmasked Estep ConsiderDeletion Score: -7867789.000000 Penalty: 10813.440430 Iteration 68Q: 21 clusters Score -7867789 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 2291 members Mstep: Class 1 contains 10361 members Mstep: Class 2 contains 230 members Mstep: Class 3 contains 241 members Mstep: Class 4 contains 106541 members Mstep: Class 5 contains 132 members Mstep: Class 6 contains 1840 members Mstep: Class 7 contains 633 members Mstep: Class 8 contains 456 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 310 members Mstep: Class 11 contains 519 members Mstep: Class 12 contains 472 members Mstep: Class 13 contains 2583 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 8255 members Mstep: Class 16 contains 2614 members Mstep: Class 17 contains 1431 members Mstep: Class 18 contains 879 members Mstep: Class 19 contains 212 members Mstep: Class 21 contains 4471 members Entering Unmasked Estep ConsiderDeletion Score: -7867800.000000 Penalty: 10813.440430 Iteration 69Q: 21 clusters Score -7867800 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 2291 members Mstep: Class 1 contains 10391 members Mstep: Class 2 contains 230 members Mstep: Class 3 contains 241 members Mstep: Class 4 contains 106499 members Mstep: Class 5 contains 132 members Mstep: Class 6 contains 1852 members Mstep: Class 7 contains 633 members Mstep: Class 8 contains 454 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 310 members Mstep: Class 11 contains 519 members Mstep: Class 12 contains 472 members Mstep: Class 13 contains 2583 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 8304 members Mstep: Class 16 contains 2614 members Mstep: Class 17 contains 1398 members Mstep: Class 18 contains 883 members Mstep: Class 19 contains 212 members Mstep: Class 21 contains 4453 members Entering Unmasked Estep ConsiderDeletion Score: -7867826.500000 Penalty: 10813.440430 Iteration 70Q: 21 clusters Score -7867826 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 2291 members Mstep: Class 1 contains 10409 members Mstep: Class 2 contains 230 members Mstep: Class 3 contains 241 members Mstep: Class 4 contains 106474 members Mstep: Class 5 contains 132 members Mstep: Class 6 contains 1859 members Mstep: Class 7 contains 633 members Mstep: Class 8 contains 453 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 310 members Mstep: Class 11 contains 519 members Mstep: Class 12 contains 472 members Mstep: Class 13 contains 2583 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 8353 members Mstep: Class 16 contains 2614 members Mstep: Class 17 contains 1371 members Mstep: Class 18 contains 884 members Mstep: Class 19 contains 212 members Mstep: Class 21 contains 4431 members Entering Unmasked Estep ConsiderDeletion Score: -7867832.500000 Penalty: 10813.440430 Iteration 71Q: 21 clusters Score -7867832 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 2291 members Mstep: Class 1 contains 10421 members Mstep: Class 2 contains 229 members Mstep: Class 3 contains 241 members Mstep: Class 4 contains 106461 members Mstep: Class 5 contains 132 members Mstep: Class 6 contains 1863 members Mstep: Class 7 contains 633 members Mstep: Class 8 contains 454 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 310 members Mstep: Class 11 contains 519 members Mstep: Class 12 contains 472 members Mstep: Class 13 contains 2583 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 8402 members Mstep: Class 16 contains 2614 members Mstep: Class 17 contains 1341 members Mstep: Class 18 contains 884 members Mstep: Class 19 contains 212 members Mstep: Class 21 contains 4409 members Entering Unmasked Estep ConsiderDeletion Score: -7867836.000000 Penalty: 10813.440430 Iteration 72Q: 21 clusters Score -7867836 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 2291 members Mstep: Class 1 contains 10432 members Mstep: Class 2 contains 228 members Mstep: Class 3 contains 241 members Mstep: Class 4 contains 106454 members Mstep: Class 5 contains 132 members Mstep: Class 6 contains 1867 members Mstep: Class 7 contains 633 members Mstep: Class 8 contains 453 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 310 members Mstep: Class 11 contains 521 members Mstep: Class 12 contains 472 members Mstep: Class 13 contains 2583 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 8450 members Mstep: Class 16 contains 2614 members Mstep: Class 17 contains 1304 members Mstep: Class 18 contains 885 members Mstep: Class 19 contains 212 members Mstep: Class 21 contains 4389 members Entering Unmasked Estep ConsiderDeletion Score: -7867842.000000 Penalty: 10813.440430 Iteration 73Q: 21 clusters Score -7867842 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 2291 members Mstep: Class 1 contains 10442 members Mstep: Class 2 contains 227 members Mstep: Class 3 contains 241 members Mstep: Class 4 contains 106443 members Mstep: Class 5 contains 132 members Mstep: Class 6 contains 1870 members Mstep: Class 7 contains 633 members Mstep: Class 8 contains 451 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 310 members Mstep: Class 11 contains 522 members Mstep: Class 12 contains 472 members Mstep: Class 13 contains 2583 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 8504 members Mstep: Class 16 contains 2614 members Mstep: Class 17 contains 1266 members Mstep: Class 18 contains 890 members Mstep: Class 19 contains 212 members Mstep: Class 21 contains 4368 members Entering Unmasked Estep ConsiderDeletion Score: -7867854.000000 Penalty: 10813.440430 Iteration 74Q: 21 clusters Score -7867854 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 2291 members Mstep: Class 1 contains 10457 members Mstep: Class 2 contains 222 members Mstep: Class 3 contains 241 members Mstep: Class 4 contains 106414 members Mstep: Class 5 contains 132 members Mstep: Class 6 contains 1869 members Mstep: Class 7 contains 633 members Mstep: Class 8 contains 453 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 310 members Mstep: Class 11 contains 523 members Mstep: Class 12 contains 472 members Mstep: Class 13 contains 2583 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 8564 members Mstep: Class 16 contains 2615 members Mstep: Class 17 contains 1235 members Mstep: Class 18 contains 895 members Mstep: Class 19 contains 212 members Mstep: Class 21 contains 4350 members Entering Unmasked Estep ConsiderDeletion Score: -7867871.000000 Penalty: 10813.440430 Iteration 75Q: 21 clusters Score -7867871 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 2291 members Mstep: Class 1 contains 10470 members Mstep: Class 2 contains 217 members Mstep: Class 3 contains 241 members Mstep: Class 4 contains 106389 members Mstep: Class 5 contains 132 members Mstep: Class 6 contains 1869 members Mstep: Class 7 contains 633 members Mstep: Class 8 contains 455 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 310 members Mstep: Class 11 contains 525 members Mstep: Class 12 contains 472 members Mstep: Class 13 contains 2583 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 8626 members Mstep: Class 16 contains 2615 members Mstep: Class 17 contains 1204 members Mstep: Class 18 contains 898 members Mstep: Class 19 contains 212 members Mstep: Class 21 contains 4329 members Entering Unmasked Estep ConsiderDeletion Score: -7867902.000000 Penalty: 10813.440430 Iteration 76Q: 21 clusters Score -7867902 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 2291 members Mstep: Class 1 contains 10476 members Mstep: Class 2 contains 216 members Mstep: Class 3 contains 241 members Mstep: Class 4 contains 106367 members Mstep: Class 5 contains 132 members Mstep: Class 6 contains 1872 members Mstep: Class 7 contains 633 members Mstep: Class 8 contains 455 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 310 members Mstep: Class 11 contains 526 members Mstep: Class 12 contains 472 members Mstep: Class 13 contains 2584 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 8685 members Mstep: Class 16 contains 2615 members Mstep: Class 17 contains 1171 members Mstep: Class 18 contains 902 members Mstep: Class 19 contains 212 members Mstep: Class 21 contains 4311 members Entering Unmasked Estep ConsiderDeletion Score: -7867908.000000 Penalty: 10813.440430 Iteration 77Q: 21 clusters Score -7867908 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 2291 members Mstep: Class 1 contains 10487 members Mstep: Class 2 contains 216 members Mstep: Class 3 contains 241 members Mstep: Class 4 contains 106339 members Mstep: Class 5 contains 132 members Mstep: Class 6 contains 1876 members Mstep: Class 7 contains 633 members Mstep: Class 8 contains 454 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 310 members Mstep: Class 11 contains 524 members Mstep: Class 12 contains 472 members Mstep: Class 13 contains 2584 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 8738 members Mstep: Class 16 contains 2615 members Mstep: Class 17 contains 1147 members Mstep: Class 18 contains 904 members Mstep: Class 19 contains 212 members Mstep: Class 21 contains 4296 members Entering Unmasked Estep ConsiderDeletion Score: -7867913.500000 Penalty: 10813.440430 Iteration 78Q: 21 clusters Score -7867914 nChanged 96 Entering ConstructFrom: Score: -7867913.500000 Penalty: 10813.440430 Entering ConstructFrom: Trying to split cluster 1 (10497 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10497 members Entering Unmasked Estep Score: -639819.000000 Penalty: 421.277405 Iteration 0F: 2 clusters Score -639819 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5303 members Mstep: Class 2 contains 5194 members Entering Unmasked Estep Score: -632738.750000 Penalty: 842.554810 Iteration 0F: 3 clusters Score -632738.8 nChanged 4852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5707 members Mstep: Class 2 contains 4790 members Entering Unmasked Estep Score: -635493.500000 Penalty: 842.554810 Iteration 1F: 3 clusters Score -635493.5 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5974 members Mstep: Class 2 contains 4523 members Entering Unmasked Estep Score: -635732.750000 Penalty: 842.554810 Iteration 2F: 3 clusters Score -635732.8 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6339 members Mstep: Class 2 contains 4158 members Entering Unmasked Estep Score: -636032.437500 Penalty: 842.554810 Iteration 3F: 3 clusters Score -636032.4 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6839 members Mstep: Class 2 contains 3658 members Entering Unmasked Estep Score: -636445.750000 Penalty: 842.554810 Iteration 4F: 3 clusters Score -636445.8 nChanged 661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7456 members Mstep: Class 2 contains 3041 members Entering Unmasked Estep Score: -637000.375000 Penalty: 842.554810 Iteration 5F: 3 clusters Score -637000.4 nChanged 675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8093 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -637570.062500 Penalty: 842.554810 Iteration 6F: 3 clusters Score -637570.1 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8685 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -638076.500000 Penalty: 842.554810 Iteration 7F: 3 clusters Score -638076.5 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9161 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -638462.687500 Penalty: 842.554810 Iteration 8Q: 3 clusters Score -638462.7 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9556 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -638774.625000 Penalty: 842.554810 Iteration 9Q: 3 clusters Score -638774.6 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9851 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -639005.562500 Penalty: 842.554810 Iteration 10Q: 3 clusters Score -639005.6 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10070 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -639179.000000 Penalty: 842.554810 Iteration 11Q: 3 clusters Score -639179 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10195 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -639276.937500 Penalty: 842.554810 Iteration 12Q: 3 clusters Score -639276.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10280 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -639345.937500 Penalty: 842.554810 Iteration 13Q: 3 clusters Score -639345.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10326 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -639385.312500 Penalty: 842.554810 Iteration 14Q: 3 clusters Score -639385.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10354 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -639411.812500 Penalty: 842.554810 Iteration 15Q: 3 clusters Score -639411.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10374 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -639429.375000 Penalty: 842.554810 Iteration 16Q: 3 clusters Score -639429.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10387 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -639440.625000 Penalty: 842.554810 Iteration 17Q: 3 clusters Score -639440.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10395 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -639451.062500 Penalty: 842.554810 Iteration 18Q: 3 clusters Score -639451.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10400 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -639454.000000 Penalty: 842.554810 Iteration 19Q: 3 clusters Score -639454 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10404 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -639457.125000 Penalty: 842.554810 Iteration 20F: 3 clusters Score -639457.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10407 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -639459.437500 Penalty: 842.554810 Iteration 21Q: 3 clusters Score -639459.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10408 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -639461.187500 Penalty: 842.554810 Iteration 22Q: 3 clusters Score -639461.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10408 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -639461.187500 Penalty: 842.554810 Iteration 23F: 3 clusters Score -639461.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (216 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Entering Unmasked Estep Score: -11087.690430 Penalty: 244.575165 Iteration 0F: 2 clusters Score -11087.69 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -10789.370117 Penalty: 489.150330 Iteration 0F: 3 clusters Score -10789.37 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -10889.513672 Penalty: 489.150330 Iteration 1F: 3 clusters Score -10889.51 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -10929.063477 Penalty: 489.150330 Iteration 2F: 3 clusters Score -10929.06 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -10942.932617 Penalty: 489.150330 Iteration 3Q: 3 clusters Score -10942.93 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -10946.770508 Penalty: 489.150330 Iteration 4Q: 3 clusters Score -10946.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -10949.964844 Penalty: 489.150330 Iteration 5Q: 3 clusters Score -10949.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -10951.056641 Penalty: 489.150330 Iteration 6Q: 3 clusters Score -10951.06 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -10954.028320 Penalty: 489.150330 Iteration 7Q: 3 clusters Score -10954.03 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -10954.801758 Penalty: 489.150330 Iteration 8Q: 3 clusters Score -10954.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -10955.575195 Penalty: 489.150330 Iteration 9Q: 3 clusters Score -10955.58 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -10955.575195 Penalty: 489.150330 Iteration 10F: 3 clusters Score -10955.58 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (241 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Entering Unmasked Estep Score: -10808.354492 Penalty: 249.558258 Iteration 0F: 2 clusters Score -10808.35 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -10484.715820 Penalty: 499.116516 Iteration 0F: 3 clusters Score -10484.72 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -10560.606445 Penalty: 499.116516 Iteration 1F: 3 clusters Score -10560.61 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -10586.722656 Penalty: 499.116516 Iteration 2F: 3 clusters Score -10586.72 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -10618.649414 Penalty: 499.116516 Iteration 3Q: 3 clusters Score -10618.65 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -10687.891602 Penalty: 499.116516 Iteration 4F: 3 clusters Score -10687.89 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -10707.375977 Penalty: 499.116516 Iteration 5F: 3 clusters Score -10707.38 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -10717.418945 Penalty: 499.116516 Iteration 6Q: 3 clusters Score -10717.42 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -10721.450195 Penalty: 499.116516 Iteration 7Q: 3 clusters Score -10721.45 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -10731.013672 Penalty: 499.116516 Iteration 8Q: 3 clusters Score -10731.01 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -10740.321289 Penalty: 499.116516 Iteration 9Q: 3 clusters Score -10740.32 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -10747.162109 Penalty: 499.116516 Iteration 10Q: 3 clusters Score -10747.16 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -10756.397461 Penalty: 499.116516 Iteration 11Q: 3 clusters Score -10756.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -10768.516602 Penalty: 499.116516 Iteration 12Q: 3 clusters Score -10768.52 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -10779.703125 Penalty: 499.116516 Iteration 13Q: 3 clusters Score -10779.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -10780.045898 Penalty: 499.116516 Iteration 14Q: 3 clusters Score -10780.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -10780.045898 Penalty: 499.116516 Iteration 15F: 3 clusters Score -10780.05 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (106322 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106322 members Entering Unmasked Estep Score: -6002588.000000 Penalty: 526.627319 Iteration 0F: 2 clusters Score -6002588 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52941 members Mstep: Class 2 contains 53381 members Entering Unmasked Estep Score: -5930770.500000 Penalty: 1053.254639 Iteration 0F: 3 clusters Score -5930770 nChanged 52127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46016 members Mstep: Class 2 contains 60306 members Entering Unmasked Estep Score: -5964462.000000 Penalty: 1053.254639 Iteration 1F: 3 clusters Score -5964462 nChanged 5888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41870 members Mstep: Class 2 contains 64452 members Entering Unmasked Estep Score: -5967755.000000 Penalty: 1053.254639 Iteration 2F: 3 clusters Score -5967755 nChanged 6958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36552 members Mstep: Class 2 contains 69770 members Entering Unmasked Estep Score: -5972773.000000 Penalty: 1053.254639 Iteration 3F: 3 clusters Score -5972773 nChanged 7358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30656 members Mstep: Class 2 contains 75666 members Entering Unmasked Estep Score: -5979321.000000 Penalty: 1053.254639 Iteration 4F: 3 clusters Score -5979321 nChanged 6817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25445 members Mstep: Class 2 contains 80877 members Entering Unmasked Estep Score: -5985901.000000 Penalty: 1053.254639 Iteration 5F: 3 clusters Score -5985901 nChanged 5293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21766 members Mstep: Class 2 contains 84556 members Entering Unmasked Estep Score: -5990372.000000 Penalty: 1053.254639 Iteration 6Q: 3 clusters Score -5990372 nChanged 3694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19390 members Mstep: Class 2 contains 86932 members Entering Unmasked Estep Score: -5992692.500000 Penalty: 1053.254639 Iteration 7Q: 3 clusters Score -5992692 nChanged 2611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17511 members Mstep: Class 2 contains 88811 members Entering Unmasked Estep Score: -5993918.000000 Penalty: 1053.254639 Iteration 8Q: 3 clusters Score -5993918 nChanged 1958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15869 members Mstep: Class 2 contains 90453 members Entering Unmasked Estep Score: -5994820.000000 Penalty: 1053.254639 Iteration 9Q: 3 clusters Score -5994820 nChanged 1667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14364 members Mstep: Class 2 contains 91958 members Entering Unmasked Estep Score: -5995539.500000 Penalty: 1053.254639 Iteration 10Q: 3 clusters Score -5995540 nChanged 1493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12967 members Mstep: Class 2 contains 93355 members Entering Unmasked Estep Score: -5996238.500000 Penalty: 1053.254639 Iteration 11Q: 3 clusters Score -5996238 nChanged 1410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11623 members Mstep: Class 2 contains 94699 members Entering Unmasked Estep Score: -5996803.500000 Penalty: 1053.254639 Iteration 12Q: 3 clusters Score -5996804 nChanged 1305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10350 members Mstep: Class 2 contains 95972 members Entering Unmasked Estep Score: -5997370.500000 Penalty: 1053.254639 Iteration 13Q: 3 clusters Score -5997370 nChanged 1249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9123 members Mstep: Class 2 contains 97199 members Entering Unmasked Estep Score: -5997913.000000 Penalty: 1053.254639 Iteration 14Q: 3 clusters Score -5997913 nChanged 1213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7920 members Mstep: Class 2 contains 98402 members Entering Unmasked Estep Score: -5998545.000000 Penalty: 1053.254639 Iteration 15Q: 3 clusters Score -5998545 nChanged 1213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6725 members Mstep: Class 2 contains 99597 members Entering Unmasked Estep Score: -5999228.000000 Penalty: 1053.254639 Iteration 16Q: 3 clusters Score -5999228 nChanged 1112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5623 members Mstep: Class 2 contains 100699 members Entering Unmasked Estep Score: -5999836.000000 Penalty: 1053.254639 Iteration 17Q: 3 clusters Score -5999836 nChanged 1020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4611 members Mstep: Class 2 contains 101711 members Entering Unmasked Estep Score: -6000444.500000 Penalty: 1053.254639 Iteration 18Q: 3 clusters Score -6000444 nChanged 837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3778 members Mstep: Class 2 contains 102544 members Entering Unmasked Estep Score: -6000923.500000 Penalty: 1053.254639 Iteration 19Q: 3 clusters Score -6000924 nChanged 687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3095 members Mstep: Class 2 contains 103227 members Entering Unmasked Estep Score: -6001383.000000 Penalty: 1053.254639 Iteration 20F: 3 clusters Score -6001383 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2538 members Mstep: Class 2 contains 103784 members Entering Unmasked Estep Score: -6001768.500000 Penalty: 1053.254639 Iteration 21Q: 3 clusters Score -6001768 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 104182 members Entering Unmasked Estep Score: -6002051.500000 Penalty: 1053.254639 Iteration 22Q: 3 clusters Score -6002052 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 104478 members Entering Unmasked Estep Score: -6002225.000000 Penalty: 1053.254639 Iteration 23Q: 3 clusters Score -6002225 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 104677 members Entering Unmasked Estep Score: -6002333.000000 Penalty: 1053.254639 Iteration 24Q: 3 clusters Score -6002333 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 104818 members Entering Unmasked Estep Score: -6002408.500000 Penalty: 1053.254639 Iteration 25Q: 3 clusters Score -6002408 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 104912 members Entering Unmasked Estep Score: -6002446.000000 Penalty: 1053.254639 Iteration 26Q: 3 clusters Score -6002446 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 104973 members Entering Unmasked Estep Score: -6002479.500000 Penalty: 1053.254639 Iteration 27Q: 3 clusters Score -6002480 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 105022 members Entering Unmasked Estep Score: -6002512.000000 Penalty: 1053.254639 Iteration 28Q: 3 clusters Score -6002512 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 105048 members Entering Unmasked Estep Score: -6002548.000000 Penalty: 1053.254639 Iteration 29Q: 3 clusters Score -6002548 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 105067 members Entering Unmasked Estep Score: -6002559.500000 Penalty: 1053.254639 Iteration 30Q: 3 clusters Score -6002560 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 105069 members Entering Unmasked Estep Score: -6002576.000000 Penalty: 1053.254639 Iteration 31Q: 3 clusters Score -6002576 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 105082 members Entering Unmasked Estep Score: -6002588.500000 Penalty: 1053.254639 Iteration 32Q: 3 clusters Score -6002588 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 105088 members Entering Unmasked Estep Score: -6002595.000000 Penalty: 1053.254639 Iteration 33Q: 3 clusters Score -6002595 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 105092 members Entering Unmasked Estep Score: -6002599.500000 Penalty: 1053.254639 Iteration 34Q: 3 clusters Score -6002600 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 105097 members Entering Unmasked Estep Score: -6002613.000000 Penalty: 1053.254639 Iteration 35Q: 3 clusters Score -6002613 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 105098 members Entering Unmasked Estep Score: -6002622.000000 Penalty: 1053.254639 Iteration 36Q: 3 clusters Score -6002622 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 105094 members Entering Unmasked Estep Score: -6002641.500000 Penalty: 1053.254639 Iteration 37Q: 3 clusters Score -6002642 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 105095 members Entering Unmasked Estep Score: -6002654.500000 Penalty: 1053.254639 Iteration 38Q: 3 clusters Score -6002654 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 105101 members Entering Unmasked Estep Score: -6002661.500000 Penalty: 1053.254639 Iteration 39Q: 3 clusters Score -6002662 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 105101 members Entering Unmasked Estep Score: -6002683.500000 Penalty: 1053.254639 Iteration 40F: 3 clusters Score -6002684 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 105091 members Entering Unmasked Estep Score: -6002697.000000 Penalty: 1053.254639 Iteration 41Q: 3 clusters Score -6002697 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 105096 members Entering Unmasked Estep Score: -6002718.500000 Penalty: 1053.254639 Iteration 42Q: 3 clusters Score -6002718 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 105109 members Entering Unmasked Estep Score: -6002713.500000 Penalty: 1053.254639 Iteration 43Q: 3 clusters Score -6002714 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 105117 members Entering Unmasked Estep Score: -6002721.000000 Penalty: 1053.254639 Iteration 44Q: 3 clusters Score -6002721 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 105121 members Entering Unmasked Estep Score: -6002725.000000 Penalty: 1053.254639 Iteration 45Q: 3 clusters Score -6002725 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 105132 members Entering Unmasked Estep Score: -6002728.000000 Penalty: 1053.254639 Iteration 46Q: 3 clusters Score -6002728 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 105138 members Entering Unmasked Estep Score: -6002740.500000 Penalty: 1053.254639 Iteration 47Q: 3 clusters Score -6002740 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 105145 members Entering Unmasked Estep Score: -6002746.500000 Penalty: 1053.254639 Iteration 48Q: 3 clusters Score -6002746 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 105148 members Entering Unmasked Estep Score: -6002752.000000 Penalty: 1053.254639 Iteration 49Q: 3 clusters Score -6002752 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 105148 members Entering Unmasked Estep Score: -6002758.000000 Penalty: 1053.254639 Iteration 50Q: 3 clusters Score -6002758 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 105152 members Entering Unmasked Estep Score: -6002755.500000 Penalty: 1053.254639 Iteration 51Q: 3 clusters Score -6002756 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 105151 members Entering Unmasked Estep Score: -6002758.000000 Penalty: 1053.254639 Iteration 52Q: 3 clusters Score -6002758 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 105151 members Entering Unmasked Estep Score: -6002761.000000 Penalty: 1053.254639 Iteration 53Q: 3 clusters Score -6002761 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 105153 members Entering Unmasked Estep Score: -6002759.000000 Penalty: 1053.254639 Iteration 54Q: 3 clusters Score -6002759 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 105147 members Entering Unmasked Estep Score: -6002766.000000 Penalty: 1053.254639 Iteration 55Q: 3 clusters Score -6002766 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 105141 members Entering Unmasked Estep Score: -6002762.000000 Penalty: 1053.254639 Iteration 56Q: 3 clusters Score -6002762 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 105133 members Entering Unmasked Estep Score: -6002766.500000 Penalty: 1053.254639 Iteration 57Q: 3 clusters Score -6002766 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 105129 members Entering Unmasked Estep Score: -6002771.000000 Penalty: 1053.254639 Iteration 58Q: 3 clusters Score -6002771 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 105125 members Entering Unmasked Estep Score: -6002771.500000 Penalty: 1053.254639 Iteration 59Q: 3 clusters Score -6002772 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 105120 members Entering Unmasked Estep Score: -6002767.000000 Penalty: 1053.254639 Iteration 60F: 3 clusters Score -6002767 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 105118 members Entering Unmasked Estep Score: -6002773.000000 Penalty: 1053.254639 Iteration 61Q: 3 clusters Score -6002773 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 105112 members Entering Unmasked Estep Score: -6002774.500000 Penalty: 1053.254639 Iteration 62Q: 3 clusters Score -6002774 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 105109 members Entering Unmasked Estep Score: -6002777.000000 Penalty: 1053.254639 Iteration 63Q: 3 clusters Score -6002777 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 105105 members Entering Unmasked Estep Score: -6002777.000000 Penalty: 1053.254639 Iteration 64Q: 3 clusters Score -6002777 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 105101 members Entering Unmasked Estep Score: -6002769.500000 Penalty: 1053.254639 Iteration 65Q: 3 clusters Score -6002770 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 105095 members Entering Unmasked Estep Score: -6002768.500000 Penalty: 1053.254639 Iteration 66Q: 3 clusters Score -6002768 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 105094 members Entering Unmasked Estep Score: -6002767.000000 Penalty: 1053.254639 Iteration 67Q: 3 clusters Score -6002767 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 105095 members Entering Unmasked Estep Score: -6002764.500000 Penalty: 1053.254639 Iteration 68Q: 3 clusters Score -6002764 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 105093 members Entering Unmasked Estep Score: -6002761.500000 Penalty: 1053.254639 Iteration 69Q: 3 clusters Score -6002762 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 105089 members Entering Unmasked Estep Score: -6002762.500000 Penalty: 1053.254639 Iteration 70Q: 3 clusters Score -6002762 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 105086 members Entering Unmasked Estep Score: -6002763.500000 Penalty: 1053.254639 Iteration 71Q: 3 clusters Score -6002764 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 105086 members Entering Unmasked Estep Score: -6002763.500000 Penalty: 1053.254639 Iteration 72F: 3 clusters Score -6002764 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 2291 members Mstep: Class 1 contains 10497 members Mstep: Class 2 contains 216 members Mstep: Class 3 contains 241 members Mstep: Class 4 contains 1236 members Mstep: Class 5 contains 132 members Mstep: Class 6 contains 1878 members Mstep: Class 7 contains 633 members Mstep: Class 8 contains 452 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 310 members Mstep: Class 11 contains 523 members Mstep: Class 12 contains 472 members Mstep: Class 13 contains 2584 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 8792 members Mstep: Class 16 contains 2615 members Mstep: Class 17 contains 1124 members Mstep: Class 18 contains 907 members Mstep: Class 19 contains 212 members Mstep: Class 20 contains 105086 members Mstep: Class 21 contains 4270 members Entering Unmasked Estep Score: -7868066.500000 Penalty: 11354.112305 Splitting cluster 4 changes total score from -7867913.500000 to -7868066.500000 So it's getting split into cluster 20. Entering ConstructFrom: Trying to split cluster 5 (132 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Entering Unmasked Estep Score: -5891.715332 Penalty: 222.167496 Iteration 0F: 2 clusters Score -5891.715 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -5681.678223 Penalty: 444.334991 Iteration 0F: 3 clusters Score -5681.678 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -5730.620117 Penalty: 444.334991 Iteration 1F: 3 clusters Score -5730.62 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -5759.671387 Penalty: 444.334991 Iteration 2F: 3 clusters Score -5759.671 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -5786.688477 Penalty: 444.334991 Iteration 3Q: 3 clusters Score -5786.688 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -5794.464844 Penalty: 444.334991 Iteration 4Q: 3 clusters Score -5794.465 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -5797.173828 Penalty: 444.334991 Iteration 5Q: 3 clusters Score -5797.174 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -5797.173828 Penalty: 444.334991 Iteration 6F: 3 clusters Score -5797.174 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1878 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Entering Unmasked Estep Score: -115209.976562 Penalty: 342.977295 Iteration 0F: 2 clusters Score -115210 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -113814.765625 Penalty: 685.954590 Iteration 0F: 3 clusters Score -113814.8 nChanged 784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -114255.710938 Penalty: 685.954590 Iteration 1F: 3 clusters Score -114255.7 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -114297.343750 Penalty: 685.954590 Iteration 2F: 3 clusters Score -114297.3 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -114335.390625 Penalty: 685.954590 Iteration 3Q: 3 clusters Score -114335.4 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -114363.789062 Penalty: 685.954590 Iteration 4Q: 3 clusters Score -114363.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -114382.335938 Penalty: 685.954590 Iteration 5Q: 3 clusters Score -114382.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -114406.812500 Penalty: 685.954590 Iteration 6Q: 3 clusters Score -114406.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -114434.468750 Penalty: 685.954590 Iteration 7Q: 3 clusters Score -114434.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -114461.875000 Penalty: 685.954590 Iteration 8Q: 3 clusters Score -114461.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -114496.531250 Penalty: 685.954590 Iteration 9Q: 3 clusters Score -114496.5 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -114540.265625 Penalty: 685.954590 Iteration 10Q: 3 clusters Score -114540.3 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -114591.710938 Penalty: 685.954590 Iteration 11Q: 3 clusters Score -114591.7 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -114645.750000 Penalty: 685.954590 Iteration 12Q: 3 clusters Score -114645.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -114705.460938 Penalty: 685.954590 Iteration 13Q: 3 clusters Score -114705.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -114754.148438 Penalty: 685.954590 Iteration 14Q: 3 clusters Score -114754.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -114786.046875 Penalty: 685.954590 Iteration 15Q: 3 clusters Score -114786 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -114823.187500 Penalty: 685.954590 Iteration 16Q: 3 clusters Score -114823.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -114861.585938 Penalty: 685.954590 Iteration 17Q: 3 clusters Score -114861.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -114873.375000 Penalty: 685.954590 Iteration 18Q: 3 clusters Score -114873.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -114886.445312 Penalty: 685.954590 Iteration 19Q: 3 clusters Score -114886.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -114890.492188 Penalty: 685.954590 Iteration 20F: 3 clusters Score -114890.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -114892.945312 Penalty: 685.954590 Iteration 21Q: 3 clusters Score -114892.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -114893.773438 Penalty: 685.954590 Iteration 22Q: 3 clusters Score -114893.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -114893.773438 Penalty: 685.954590 Iteration 23F: 3 clusters Score -114893.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (633 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Entering Unmasked Estep Score: -32255.800781 Penalty: 293.496399 Iteration 0F: 2 clusters Score -32255.8 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 298 members Entering Unmasked Estep Score: -31672.826172 Penalty: 586.992798 Iteration 0F: 3 clusters Score -31672.83 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -31837.640625 Penalty: 586.992798 Iteration 1F: 3 clusters Score -31837.64 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -31891.771484 Penalty: 586.992798 Iteration 2F: 3 clusters Score -31891.77 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -31959.890625 Penalty: 586.992798 Iteration 3F: 3 clusters Score -31959.89 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -32013.251953 Penalty: 586.992798 Iteration 4F: 3 clusters Score -32013.25 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -32040.839844 Penalty: 586.992798 Iteration 5Q: 3 clusters Score -32040.84 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -32057.669922 Penalty: 586.992798 Iteration 6Q: 3 clusters Score -32057.67 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -32075.347656 Penalty: 586.992798 Iteration 7Q: 3 clusters Score -32075.35 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -32098.761719 Penalty: 586.992798 Iteration 8Q: 3 clusters Score -32098.76 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -32130.988281 Penalty: 586.992798 Iteration 9Q: 3 clusters Score -32130.99 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -32156.359375 Penalty: 586.992798 Iteration 10Q: 3 clusters Score -32156.36 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -32189.800781 Penalty: 586.992798 Iteration 11Q: 3 clusters Score -32189.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -32243.978516 Penalty: 586.992798 Iteration 12Q: 3 clusters Score -32243.98 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -32289.849609 Penalty: 586.992798 Iteration 13Q: 3 clusters Score -32289.85 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -32304.675781 Penalty: 586.992798 Iteration 14Q: 3 clusters Score -32304.68 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -32311.408203 Penalty: 586.992798 Iteration 15Q: 3 clusters Score -32311.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -32312.353516 Penalty: 586.992798 Iteration 16Q: 3 clusters Score -32312.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -32314.933594 Penalty: 586.992798 Iteration 17Q: 3 clusters Score -32314.93 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -32315.552734 Penalty: 586.992798 Iteration 18Q: 3 clusters Score -32315.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -32315.552734 Penalty: 586.992798 Iteration 19F: 3 clusters Score -32315.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 2291 members Mstep: Class 1 contains 10497 members Mstep: Class 2 contains 216 members Mstep: Class 3 contains 241 members Mstep: Class 4 contains 1236 members Mstep: Class 5 contains 132 members Mstep: Class 6 contains 1878 members Mstep: Class 7 contains 426 members Mstep: Class 8 contains 452 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 310 members Mstep: Class 11 contains 523 members Mstep: Class 12 contains 472 members Mstep: Class 13 contains 2584 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 8792 members Mstep: Class 16 contains 2615 members Mstep: Class 17 contains 1124 members Mstep: Class 18 contains 907 members Mstep: Class 19 contains 212 members Mstep: Class 20 contains 105086 members Mstep: Class 21 contains 4270 members Mstep: Class 22 contains 207 members Entering Unmasked Estep Score: -7867876.000000 Penalty: 11894.784180 Splitting cluster 7 changes total score from -7867913.500000 to -7867876.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (452 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Entering Unmasked Estep Score: -26199.140625 Penalty: 278.172546 Iteration 0F: 2 clusters Score -26199.14 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 213 members Entering Unmasked Estep Score: -25712.095703 Penalty: 556.345093 Iteration 0F: 3 clusters Score -25712.1 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -25822.507812 Penalty: 556.345093 Iteration 1F: 3 clusters Score -25822.51 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -25855.630859 Penalty: 556.345093 Iteration 2F: 3 clusters Score -25855.63 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -25874.082031 Penalty: 556.345093 Iteration 3Q: 3 clusters Score -25874.08 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -25889.167969 Penalty: 556.345093 Iteration 4Q: 3 clusters Score -25889.17 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -25896.853516 Penalty: 556.345093 Iteration 5Q: 3 clusters Score -25896.85 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -25901.074219 Penalty: 556.345093 Iteration 6Q: 3 clusters Score -25901.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -25903.939453 Penalty: 556.345093 Iteration 7Q: 3 clusters Score -25903.94 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -25908.478516 Penalty: 556.345093 Iteration 8Q: 3 clusters Score -25908.48 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -25911.359375 Penalty: 556.345093 Iteration 9Q: 3 clusters Score -25911.36 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -25914.652344 Penalty: 556.345093 Iteration 10Q: 3 clusters Score -25914.65 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -25920.437500 Penalty: 556.345093 Iteration 11Q: 3 clusters Score -25920.44 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -25926.388672 Penalty: 556.345093 Iteration 12Q: 3 clusters Score -25926.39 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -25934.558594 Penalty: 556.345093 Iteration 13Q: 3 clusters Score -25934.56 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -25941.550781 Penalty: 556.345093 Iteration 14Q: 3 clusters Score -25941.55 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -25947.375000 Penalty: 556.345093 Iteration 15Q: 3 clusters Score -25947.38 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -25950.037109 Penalty: 556.345093 Iteration 16Q: 3 clusters Score -25950.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -25951.072266 Penalty: 556.345093 Iteration 17Q: 3 clusters Score -25951.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -25953.714844 Penalty: 556.345093 Iteration 18Q: 3 clusters Score -25953.71 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -25953.714844 Penalty: 556.345093 Iteration 19F: 3 clusters Score -25953.71 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (190 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Entering Unmasked Estep Score: -9049.143555 Penalty: 238.739594 Iteration 0F: 2 clusters Score -9049.144 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -8765.986328 Penalty: 477.479187 Iteration 0F: 3 clusters Score -8765.986 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -8838.931641 Penalty: 477.479187 Iteration 1F: 3 clusters Score -8838.932 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -8857.037109 Penalty: 477.479187 Iteration 2F: 3 clusters Score -8857.037 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -8865.062500 Penalty: 477.479187 Iteration 3Q: 3 clusters Score -8865.062 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -8869.087891 Penalty: 477.479187 Iteration 4Q: 3 clusters Score -8869.088 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -8870.006836 Penalty: 477.479187 Iteration 5Q: 3 clusters Score -8870.007 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -8870.978516 Penalty: 477.479187 Iteration 6Q: 3 clusters Score -8870.979 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -8870.978516 Penalty: 477.479187 Iteration 7F: 3 clusters Score -8870.979 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (310 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Entering Unmasked Estep Score: -14266.297852 Penalty: 261.014038 Iteration 0F: 2 clusters Score -14266.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -13907.934570 Penalty: 522.028076 Iteration 0F: 3 clusters Score -13907.93 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -14132.372070 Penalty: 522.028076 Iteration 1F: 3 clusters Score -14132.37 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -14361.137695 Penalty: 522.028076 Iteration 2F: 3 clusters Score -14361.14 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -14505.859375 Penalty: 522.028076 Iteration 3F: 3 clusters Score -14505.86 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -14546.362305 Penalty: 522.028076 Iteration 4F: 3 clusters Score -14546.36 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -14550.470703 Penalty: 522.028076 Iteration 5Q: 3 clusters Score -14550.47 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -14551.051758 Penalty: 522.028076 Iteration 6Q: 3 clusters Score -14551.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -14551.051758 Penalty: 522.028076 Iteration 7F: 3 clusters Score -14551.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 2291 members Mstep: Class 1 contains 10497 members Mstep: Class 2 contains 216 members Mstep: Class 3 contains 241 members Mstep: Class 4 contains 1236 members Mstep: Class 5 contains 132 members Mstep: Class 6 contains 1878 members Mstep: Class 7 contains 633 members Mstep: Class 8 contains 452 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 97 members Mstep: Class 11 contains 523 members Mstep: Class 12 contains 472 members Mstep: Class 13 contains 2584 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 8792 members Mstep: Class 16 contains 2615 members Mstep: Class 17 contains 1124 members Mstep: Class 18 contains 907 members Mstep: Class 19 contains 212 members Mstep: Class 20 contains 105086 members Mstep: Class 21 contains 4270 members Mstep: Class 22 contains 213 members Entering Unmasked Estep Score: -7868071.500000 Penalty: 11894.784180 Splitting cluster 10 changes total score from -7867913.500000 to -7868071.500000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 11 (523 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Entering Unmasked Estep Score: -26386.841797 Penalty: 284.810974 Iteration 0F: 2 clusters Score -26386.84 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -25888.951172 Penalty: 569.621948 Iteration 0F: 3 clusters Score -25888.95 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -26032.095703 Penalty: 569.621948 Iteration 1F: 3 clusters Score -26032.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -26084.966797 Penalty: 569.621948 Iteration 2F: 3 clusters Score -26084.97 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -26119.607422 Penalty: 569.621948 Iteration 3F: 3 clusters Score -26119.61 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -26151.183594 Penalty: 569.621948 Iteration 4Q: 3 clusters Score -26151.18 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -26184.171875 Penalty: 569.621948 Iteration 5Q: 3 clusters Score -26184.17 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -26200.732422 Penalty: 569.621948 Iteration 6Q: 3 clusters Score -26200.73 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -26206.865234 Penalty: 569.621948 Iteration 7Q: 3 clusters Score -26206.87 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -26210.445312 Penalty: 569.621948 Iteration 8Q: 3 clusters Score -26210.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -26211.369141 Penalty: 569.621948 Iteration 9Q: 3 clusters Score -26211.37 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -26211.369141 Penalty: 569.621948 Iteration 10F: 3 clusters Score -26211.37 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (472 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Entering Unmasked Estep Score: -24234.361328 Penalty: 280.142548 Iteration 0F: 2 clusters Score -24234.36 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -23764.693359 Penalty: 560.285095 Iteration 0F: 3 clusters Score -23764.69 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -23881.101562 Penalty: 560.285095 Iteration 1F: 3 clusters Score -23881.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -23925.535156 Penalty: 560.285095 Iteration 2F: 3 clusters Score -23925.54 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -23975.628906 Penalty: 560.285095 Iteration 3F: 3 clusters Score -23975.63 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -24018.902344 Penalty: 560.285095 Iteration 4F: 3 clusters Score -24018.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -24054.669922 Penalty: 560.285095 Iteration 5Q: 3 clusters Score -24054.67 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -24066.552734 Penalty: 560.285095 Iteration 6Q: 3 clusters Score -24066.55 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -24073.509766 Penalty: 560.285095 Iteration 7Q: 3 clusters Score -24073.51 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -24077.908203 Penalty: 560.285095 Iteration 8Q: 3 clusters Score -24077.91 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -24080.501953 Penalty: 560.285095 Iteration 9Q: 3 clusters Score -24080.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -24083.181641 Penalty: 560.285095 Iteration 10Q: 3 clusters Score -24083.18 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -24086.587891 Penalty: 560.285095 Iteration 11Q: 3 clusters Score -24086.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -24087.447266 Penalty: 560.285095 Iteration 12Q: 3 clusters Score -24087.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -24087.447266 Penalty: 560.285095 Iteration 13F: 3 clusters Score -24087.45 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2584 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2584 members Entering Unmasked Estep Score: -141239.406250 Penalty: 357.497772 Iteration 0F: 2 clusters Score -141239.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -139388.125000 Penalty: 714.995544 Iteration 0F: 3 clusters Score -139388.1 nChanged 1127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -140032.109375 Penalty: 714.995544 Iteration 1F: 3 clusters Score -140032.1 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -140165.265625 Penalty: 714.995544 Iteration 2F: 3 clusters Score -140165.3 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -140316.703125 Penalty: 714.995544 Iteration 3F: 3 clusters Score -140316.7 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -140451.265625 Penalty: 714.995544 Iteration 4F: 3 clusters Score -140451.3 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -140590.203125 Penalty: 714.995544 Iteration 5F: 3 clusters Score -140590.2 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -140696.421875 Penalty: 714.995544 Iteration 6Q: 3 clusters Score -140696.4 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -140779.140625 Penalty: 714.995544 Iteration 7Q: 3 clusters Score -140779.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -140857.093750 Penalty: 714.995544 Iteration 8Q: 3 clusters Score -140857.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -140933.031250 Penalty: 714.995544 Iteration 9Q: 3 clusters Score -140933 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 2358 members Entering Unmasked Estep Score: -140984.468750 Penalty: 714.995544 Iteration 10Q: 3 clusters Score -140984.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 2371 members Entering Unmasked Estep Score: -141017.234375 Penalty: 714.995544 Iteration 11Q: 3 clusters Score -141017.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -141033.421875 Penalty: 714.995544 Iteration 12Q: 3 clusters Score -141033.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -141045.703125 Penalty: 714.995544 Iteration 13Q: 3 clusters Score -141045.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 2387 members Entering Unmasked Estep Score: -141072.531250 Penalty: 714.995544 Iteration 14Q: 3 clusters Score -141072.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 2387 members Entering Unmasked Estep Score: -141082.765625 Penalty: 714.995544 Iteration 15Q: 3 clusters Score -141082.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -141104.890625 Penalty: 714.995544 Iteration 16Q: 3 clusters Score -141104.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -141136.109375 Penalty: 714.995544 Iteration 17Q: 3 clusters Score -141136.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -141155.640625 Penalty: 714.995544 Iteration 18Q: 3 clusters Score -141155.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 2364 members Entering Unmasked Estep Score: -141168.375000 Penalty: 714.995544 Iteration 19Q: 3 clusters Score -141168.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 2362 members Entering Unmasked Estep Score: -141174.312500 Penalty: 714.995544 Iteration 20F: 3 clusters Score -141174.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 2361 members Entering Unmasked Estep Score: -141179.296875 Penalty: 714.995544 Iteration 21Q: 3 clusters Score -141179.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 2363 members Entering Unmasked Estep Score: -141184.015625 Penalty: 714.995544 Iteration 22Q: 3 clusters Score -141184 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 2361 members Entering Unmasked Estep Score: -141186.546875 Penalty: 714.995544 Iteration 23Q: 3 clusters Score -141186.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 2363 members Entering Unmasked Estep Score: -141188.125000 Penalty: 714.995544 Iteration 24Q: 3 clusters Score -141188.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 2364 members Entering Unmasked Estep Score: -141189.078125 Penalty: 714.995544 Iteration 25Q: 3 clusters Score -141189.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -141189.546875 Penalty: 714.995544 Iteration 26Q: 3 clusters Score -141189.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -141190.437500 Penalty: 714.995544 Iteration 27Q: 3 clusters Score -141190.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -141190.437500 Penalty: 714.995544 Iteration 28F: 3 clusters Score -141190.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (109 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Entering Unmasked Estep Score: -5388.230957 Penalty: 213.456345 Iteration 0F: 2 clusters Score -5388.231 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -5176.689941 Penalty: 426.912689 Iteration 0F: 3 clusters Score -5176.69 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -5209.810059 Penalty: 426.912689 Iteration 1F: 3 clusters Score -5209.81 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -5220.958008 Penalty: 426.912689 Iteration 2Q: 3 clusters Score -5220.958 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -5224.398438 Penalty: 426.912689 Iteration 3Q: 3 clusters Score -5224.398 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -5224.886230 Penalty: 426.912689 Iteration 4Q: 3 clusters Score -5224.886 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -5224.886230 Penalty: 426.912689 Iteration 5F: 3 clusters Score -5224.886 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (8792 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8792 members Entering Unmasked Estep Score: -479331.750000 Penalty: 413.212677 Iteration 0F: 2 clusters Score -479331.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4416 members Mstep: Class 2 contains 4376 members Entering Unmasked Estep Score: -473434.250000 Penalty: 826.425354 Iteration 0F: 3 clusters Score -473434.2 nChanged 4052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4728 members Mstep: Class 2 contains 4064 members Entering Unmasked Estep Score: -475746.812500 Penalty: 826.425354 Iteration 1F: 3 clusters Score -475746.8 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4868 members Mstep: Class 2 contains 3924 members Entering Unmasked Estep Score: -475901.093750 Penalty: 826.425354 Iteration 2Q: 3 clusters Score -475901.1 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5084 members Mstep: Class 2 contains 3708 members Entering Unmasked Estep Score: -476077.062500 Penalty: 826.425354 Iteration 3Q: 3 clusters Score -476077.1 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5360 members Mstep: Class 2 contains 3432 members Entering Unmasked Estep Score: -476312.875000 Penalty: 826.425354 Iteration 4F: 3 clusters Score -476312.9 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5701 members Mstep: Class 2 contains 3091 members Entering Unmasked Estep Score: -476649.781250 Penalty: 826.425354 Iteration 5F: 3 clusters Score -476649.8 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6093 members Mstep: Class 2 contains 2699 members Entering Unmasked Estep Score: -477150.625000 Penalty: 826.425354 Iteration 6F: 3 clusters Score -477150.6 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6389 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -477545.687500 Penalty: 826.425354 Iteration 7F: 3 clusters Score -477545.7 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6635 members Mstep: Class 2 contains 2157 members Entering Unmasked Estep Score: -477820.843750 Penalty: 826.425354 Iteration 8Q: 3 clusters Score -477820.8 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6853 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -477985.062500 Penalty: 826.425354 Iteration 9Q: 3 clusters Score -477985.1 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7023 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -478081.000000 Penalty: 826.425354 Iteration 10Q: 3 clusters Score -478081 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7209 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -478196.562500 Penalty: 826.425354 Iteration 11Q: 3 clusters Score -478196.6 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7396 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -478299.656250 Penalty: 826.425354 Iteration 12Q: 3 clusters Score -478299.7 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7558 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -478375.625000 Penalty: 826.425354 Iteration 13Q: 3 clusters Score -478375.6 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7694 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -478442.968750 Penalty: 826.425354 Iteration 14Q: 3 clusters Score -478443 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7850 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -478529.093750 Penalty: 826.425354 Iteration 15Q: 3 clusters Score -478529.1 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7986 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -478605.437500 Penalty: 826.425354 Iteration 16Q: 3 clusters Score -478605.4 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8113 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -478675.500000 Penalty: 826.425354 Iteration 17Q: 3 clusters Score -478675.5 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8239 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -478755.687500 Penalty: 826.425354 Iteration 18Q: 3 clusters Score -478755.7 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8326 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -478803.125000 Penalty: 826.425354 Iteration 19Q: 3 clusters Score -478803.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8387 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -478837.531250 Penalty: 826.425354 Iteration 20F: 3 clusters Score -478837.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8443 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -478871.906250 Penalty: 826.425354 Iteration 21Q: 3 clusters Score -478871.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8485 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -478893.218750 Penalty: 826.425354 Iteration 22Q: 3 clusters Score -478893.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8514 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -478902.593750 Penalty: 826.425354 Iteration 23Q: 3 clusters Score -478902.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8531 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -478911.437500 Penalty: 826.425354 Iteration 24Q: 3 clusters Score -478911.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8549 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -478920.437500 Penalty: 826.425354 Iteration 25Q: 3 clusters Score -478920.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8560 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -478926.062500 Penalty: 826.425354 Iteration 26Q: 3 clusters Score -478926.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8570 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -478929.875000 Penalty: 826.425354 Iteration 27Q: 3 clusters Score -478929.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8576 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -478934.156250 Penalty: 826.425354 Iteration 28Q: 3 clusters Score -478934.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8578 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -478937.781250 Penalty: 826.425354 Iteration 29Q: 3 clusters Score -478937.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8587 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -478941.000000 Penalty: 826.425354 Iteration 30Q: 3 clusters Score -478941 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8592 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -478942.906250 Penalty: 826.425354 Iteration 31Q: 3 clusters Score -478942.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8594 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -478942.875000 Penalty: 826.425354 Iteration 32Q: 3 clusters Score -478942.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8599 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -478944.562500 Penalty: 826.425354 Iteration 33Q: 3 clusters Score -478944.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8602 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -478944.750000 Penalty: 826.425354 Iteration 34Q: 3 clusters Score -478944.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8603 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -478946.062500 Penalty: 826.425354 Iteration 35Q: 3 clusters Score -478946.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8605 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -478947.312500 Penalty: 826.425354 Iteration 36Q: 3 clusters Score -478947.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8608 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -478950.000000 Penalty: 826.425354 Iteration 37Q: 3 clusters Score -478950 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8611 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -478951.750000 Penalty: 826.425354 Iteration 38Q: 3 clusters Score -478951.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8613 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -478953.000000 Penalty: 826.425354 Iteration 39Q: 3 clusters Score -478953 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8615 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -478954.125000 Penalty: 826.425354 Iteration 40F: 3 clusters Score -478954.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8616 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -478954.218750 Penalty: 826.425354 Iteration 41Q: 3 clusters Score -478954.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8618 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -478955.125000 Penalty: 826.425354 Iteration 42Q: 3 clusters Score -478955.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8620 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -478956.093750 Penalty: 826.425354 Iteration 43Q: 3 clusters Score -478956.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8621 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -478955.625000 Penalty: 826.425354 Iteration 44Q: 3 clusters Score -478955.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8622 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -478956.343750 Penalty: 826.425354 Iteration 45Q: 3 clusters Score -478956.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8623 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -478956.750000 Penalty: 826.425354 Iteration 46Q: 3 clusters Score -478956.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8623 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -478956.750000 Penalty: 826.425354 Iteration 47F: 3 clusters Score -478956.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (2615 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2615 members Entering Unmasked Estep Score: -140885.671875 Penalty: 358.040375 Iteration 0F: 2 clusters Score -140885.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -139034.890625 Penalty: 716.080750 Iteration 0F: 3 clusters Score -139034.9 nChanged 1144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -139679.640625 Penalty: 716.080750 Iteration 1F: 3 clusters Score -139679.6 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -139825.031250 Penalty: 716.080750 Iteration 2F: 3 clusters Score -139825 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -139994.875000 Penalty: 716.080750 Iteration 3F: 3 clusters Score -139994.9 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -140228.078125 Penalty: 716.080750 Iteration 4F: 3 clusters Score -140228.1 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -140506.828125 Penalty: 716.080750 Iteration 5F: 3 clusters Score -140506.8 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -140825.765625 Penalty: 716.080750 Iteration 6F: 3 clusters Score -140825.8 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -141108.218750 Penalty: 716.080750 Iteration 7F: 3 clusters Score -141108.2 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -141302.593750 Penalty: 716.080750 Iteration 8F: 3 clusters Score -141302.6 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -141417.218750 Penalty: 716.080750 Iteration 9Q: 3 clusters Score -141417.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -141464.250000 Penalty: 716.080750 Iteration 10Q: 3 clusters Score -141464.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -141493.562500 Penalty: 716.080750 Iteration 11Q: 3 clusters Score -141493.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -141509.093750 Penalty: 716.080750 Iteration 12Q: 3 clusters Score -141509.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -141514.703125 Penalty: 716.080750 Iteration 13Q: 3 clusters Score -141514.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -141516.203125 Penalty: 716.080750 Iteration 14Q: 3 clusters Score -141516.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -141517.500000 Penalty: 716.080750 Iteration 15Q: 3 clusters Score -141517.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -141517.921875 Penalty: 716.080750 Iteration 16Q: 3 clusters Score -141517.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -141518.046875 Penalty: 716.080750 Iteration 17Q: 3 clusters Score -141518 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -141518.250000 Penalty: 716.080750 Iteration 18Q: 3 clusters Score -141518.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -141518.281250 Penalty: 716.080750 Iteration 19Q: 3 clusters Score -141518.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -141518.281250 Penalty: 716.080750 Iteration 20F: 3 clusters Score -141518.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 2291 members Mstep: Class 1 contains 10497 members Mstep: Class 2 contains 216 members Mstep: Class 3 contains 241 members Mstep: Class 4 contains 1236 members Mstep: Class 5 contains 132 members Mstep: Class 6 contains 1878 members Mstep: Class 7 contains 633 members Mstep: Class 8 contains 452 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 97 members Mstep: Class 11 contains 523 members Mstep: Class 12 contains 472 members Mstep: Class 13 contains 2584 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 8792 members Mstep: Class 16 contains 988 members Mstep: Class 17 contains 1124 members Mstep: Class 18 contains 907 members Mstep: Class 19 contains 212 members Mstep: Class 20 contains 105086 members Mstep: Class 21 contains 4270 members Mstep: Class 22 contains 213 members Mstep: Class 23 contains 1627 members Entering Unmasked Estep Score: -7868485.500000 Penalty: 12435.456055 Splitting cluster 16 changes total score from -7867913.500000 to -7868485.500000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 17 (1124 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Entering Unmasked Estep Score: -59528.949219 Penalty: 319.621521 Iteration 0F: 2 clusters Score -59528.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -58662.351562 Penalty: 639.243042 Iteration 0F: 3 clusters Score -58662.35 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -58948.949219 Penalty: 639.243042 Iteration 1F: 3 clusters Score -58948.95 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -59008.402344 Penalty: 639.243042 Iteration 2F: 3 clusters Score -59008.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -59041.644531 Penalty: 639.243042 Iteration 3Q: 3 clusters Score -59041.64 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -59070.332031 Penalty: 639.243042 Iteration 4Q: 3 clusters Score -59070.33 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -59091.539062 Penalty: 639.243042 Iteration 5Q: 3 clusters Score -59091.54 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -59108.800781 Penalty: 639.243042 Iteration 6Q: 3 clusters Score -59108.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -59129.867188 Penalty: 639.243042 Iteration 7Q: 3 clusters Score -59129.87 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -59147.046875 Penalty: 639.243042 Iteration 8Q: 3 clusters Score -59147.05 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -59162.503906 Penalty: 639.243042 Iteration 9Q: 3 clusters Score -59162.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -59171.785156 Penalty: 639.243042 Iteration 10Q: 3 clusters Score -59171.79 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -59181.664062 Penalty: 639.243042 Iteration 11Q: 3 clusters Score -59181.66 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -59193.980469 Penalty: 639.243042 Iteration 12Q: 3 clusters Score -59193.98 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -59217.882812 Penalty: 639.243042 Iteration 13Q: 3 clusters Score -59217.88 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -59232.570312 Penalty: 639.243042 Iteration 14Q: 3 clusters Score -59232.57 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -59243.136719 Penalty: 639.243042 Iteration 15Q: 3 clusters Score -59243.14 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -59251.531250 Penalty: 639.243042 Iteration 16Q: 3 clusters Score -59251.53 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -59255.492188 Penalty: 639.243042 Iteration 17Q: 3 clusters Score -59255.49 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -59256.964844 Penalty: 639.243042 Iteration 18Q: 3 clusters Score -59256.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -59258.210938 Penalty: 639.243042 Iteration 19Q: 3 clusters Score -59258.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -59258.781250 Penalty: 639.243042 Iteration 20F: 3 clusters Score -59258.78 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -59260.066406 Penalty: 639.243042 Iteration 21Q: 3 clusters Score -59260.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -59261.199219 Penalty: 639.243042 Iteration 22Q: 3 clusters Score -59261.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -59261.550781 Penalty: 639.243042 Iteration 23Q: 3 clusters Score -59261.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -59262.222656 Penalty: 639.243042 Iteration 24Q: 3 clusters Score -59262.22 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -59262.222656 Penalty: 639.243042 Iteration 25F: 3 clusters Score -59262.22 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (907 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Entering Unmasked Estep Score: -47095.640625 Penalty: 309.861481 Iteration 0F: 2 clusters Score -47095.64 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -46331.800781 Penalty: 619.722961 Iteration 0F: 3 clusters Score -46331.8 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -46632.640625 Penalty: 619.722961 Iteration 1F: 3 clusters Score -46632.64 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -46749.226562 Penalty: 619.722961 Iteration 2F: 3 clusters Score -46749.23 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -46827.050781 Penalty: 619.722961 Iteration 3F: 3 clusters Score -46827.05 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -46871.523438 Penalty: 619.722961 Iteration 4F: 3 clusters Score -46871.52 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -46893.179688 Penalty: 619.722961 Iteration 5Q: 3 clusters Score -46893.18 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -46905.148438 Penalty: 619.722961 Iteration 6Q: 3 clusters Score -46905.15 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -46909.105469 Penalty: 619.722961 Iteration 7Q: 3 clusters Score -46909.11 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -46910.968750 Penalty: 619.722961 Iteration 8Q: 3 clusters Score -46910.97 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -46912.542969 Penalty: 619.722961 Iteration 9Q: 3 clusters Score -46912.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -46912.886719 Penalty: 619.722961 Iteration 10Q: 3 clusters Score -46912.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -46913.132812 Penalty: 619.722961 Iteration 11Q: 3 clusters Score -46913.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -46913.132812 Penalty: 619.722961 Iteration 12F: 3 clusters Score -46913.13 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (212 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Entering Unmasked Estep Score: -9809.475586 Penalty: 243.724686 Iteration 0F: 2 clusters Score -9809.476 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 100 members Entering Unmasked Estep Score: -9555.196289 Penalty: 487.449371 Iteration 0F: 3 clusters Score -9555.196 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -9685.674805 Penalty: 487.449371 Iteration 1F: 3 clusters Score -9685.675 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -9741.721680 Penalty: 487.449371 Iteration 2F: 3 clusters Score -9741.722 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -9795.402344 Penalty: 487.449371 Iteration 3F: 3 clusters Score -9795.402 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -9866.632812 Penalty: 487.449371 Iteration 4F: 3 clusters Score -9866.633 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -9969.472656 Penalty: 487.449371 Iteration 5Q: 3 clusters Score -9969.473 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -10106.880859 Penalty: 487.449371 Iteration 6Q: 3 clusters Score -10106.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -10106.880859 Penalty: 487.449371 Iteration 7F: 3 clusters Score -10106.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 2291 members Mstep: Class 1 contains 10497 members Mstep: Class 2 contains 216 members Mstep: Class 3 contains 241 members Mstep: Class 4 contains 1236 members Mstep: Class 5 contains 132 members Mstep: Class 6 contains 1878 members Mstep: Class 7 contains 633 members Mstep: Class 8 contains 452 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 97 members Mstep: Class 11 contains 523 members Mstep: Class 12 contains 472 members Mstep: Class 13 contains 2584 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 8792 members Mstep: Class 16 contains 988 members Mstep: Class 17 contains 1124 members Mstep: Class 18 contains 907 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 105086 members Mstep: Class 21 contains 4270 members Mstep: Class 22 contains 213 members Mstep: Class 23 contains 1627 members Mstep: Class 24 contains 70 members Entering Unmasked Estep Score: -7868486.000000 Penalty: 12976.127930 Splitting cluster 19 changes total score from -7867913.500000 to -7868486.000000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 21 (4270 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4270 members Entering Unmasked Estep Score: -240967.156250 Penalty: 380.351288 Iteration 0F: 2 clusters Score -240967.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -238070.546875 Penalty: 760.702576 Iteration 0F: 3 clusters Score -238070.5 nChanged 1910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 2484 members Entering Unmasked Estep Score: -239132.859375 Penalty: 760.702576 Iteration 1F: 3 clusters Score -239132.9 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 2644 members Entering Unmasked Estep Score: -239245.703125 Penalty: 760.702576 Iteration 2F: 3 clusters Score -239245.7 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 2851 members Entering Unmasked Estep Score: -239374.234375 Penalty: 760.702576 Iteration 3F: 3 clusters Score -239374.2 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 3076 members Entering Unmasked Estep Score: -239535.906250 Penalty: 760.702576 Iteration 4F: 3 clusters Score -239535.9 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 3332 members Entering Unmasked Estep Score: -239735.687500 Penalty: 760.702576 Iteration 5F: 3 clusters Score -239735.7 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 3609 members Entering Unmasked Estep Score: -239983.546875 Penalty: 760.702576 Iteration 6F: 3 clusters Score -239983.5 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 3860 members Entering Unmasked Estep Score: -240254.500000 Penalty: 760.702576 Iteration 7F: 3 clusters Score -240254.5 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 4032 members Entering Unmasked Estep Score: -240440.718750 Penalty: 760.702576 Iteration 8Q: 3 clusters Score -240440.7 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 4127 members Entering Unmasked Estep Score: -240535.421875 Penalty: 760.702576 Iteration 9Q: 3 clusters Score -240535.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 4163 members Entering Unmasked Estep Score: -240575.671875 Penalty: 760.702576 Iteration 10Q: 3 clusters Score -240575.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 4180 members Entering Unmasked Estep Score: -240597.015625 Penalty: 760.702576 Iteration 11Q: 3 clusters Score -240597 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 4191 members Entering Unmasked Estep Score: -240619.468750 Penalty: 760.702576 Iteration 12Q: 3 clusters Score -240619.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 4198 members Entering Unmasked Estep Score: -240626.328125 Penalty: 760.702576 Iteration 13Q: 3 clusters Score -240626.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 4200 members Entering Unmasked Estep Score: -240627.140625 Penalty: 760.702576 Iteration 14Q: 3 clusters Score -240627.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 4200 members Entering Unmasked Estep Score: -240629.140625 Penalty: 760.702576 Iteration 15Q: 3 clusters Score -240629.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 4200 members Entering Unmasked Estep Score: -240629.140625 Penalty: 760.702576 Iteration 16F: 3 clusters Score -240629.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 2291 members Mstep: Class 1 contains 10497 members Mstep: Class 2 contains 216 members Mstep: Class 3 contains 241 members Mstep: Class 4 contains 1236 members Mstep: Class 5 contains 132 members Mstep: Class 6 contains 1878 members Mstep: Class 7 contains 633 members Mstep: Class 8 contains 452 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 97 members Mstep: Class 11 contains 523 members Mstep: Class 12 contains 472 members Mstep: Class 13 contains 2584 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 8792 members Mstep: Class 16 contains 988 members Mstep: Class 17 contains 1124 members Mstep: Class 18 contains 907 members Mstep: Class 19 contains 142 members Mstep: Class 21 contains 4270 members Entering Unmasked Estep ConsiderDeletion Score: -7868701.500000 Penalty: 12976.127930 Iteration 79Q: 25 clusters Score -7868702 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 2291 members Mstep: Class 1 contains 10506 members Mstep: Class 2 contains 218 members Mstep: Class 3 contains 241 members Mstep: Class 4 contains 1346 members Mstep: Class 5 contains 122 members Mstep: Class 6 contains 1883 members Mstep: Class 7 contains 633 members Mstep: Class 8 contains 451 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 96 members Mstep: Class 11 contains 523 members Mstep: Class 12 contains 476 members Mstep: Class 13 contains 2587 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 8847 members Mstep: Class 16 contains 999 members Mstep: Class 17 contains 1096 members Mstep: Class 18 contains 912 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 104939 members Mstep: Class 21 contains 4262 members Mstep: Class 22 contains 211 members Mstep: Class 23 contains 1620 members Mstep: Class 24 contains 70 members Entering Unmasked Estep ConsiderDeletion Score: -7868897.000000 Penalty: 12976.127930 Iteration 80F: 25 clusters Score -7868897 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 2285 members Mstep: Class 1 contains 10515 members Mstep: Class 2 contains 217 members Mstep: Class 3 contains 246 members Mstep: Class 4 contains 1395 members Mstep: Class 5 contains 119 members Mstep: Class 6 contains 1890 members Mstep: Class 7 contains 633 members Mstep: Class 8 contains 447 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 97 members Mstep: Class 11 contains 521 members Mstep: Class 12 contains 477 members Mstep: Class 13 contains 2566 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 8862 members Mstep: Class 16 contains 1001 members Mstep: Class 17 contains 1063 members Mstep: Class 18 contains 918 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 104932 members Mstep: Class 21 contains 4222 members Mstep: Class 22 contains 210 members Mstep: Class 23 contains 1643 members Mstep: Class 24 contains 70 members Entering Unmasked Estep ConsiderDeletion Score: -7869010.500000 Penalty: 12976.127930 Iteration 81Q: 25 clusters Score -7869010 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 2285 members Mstep: Class 1 contains 10517 members Mstep: Class 2 contains 216 members Mstep: Class 3 contains 240 members Mstep: Class 4 contains 1433 members Mstep: Class 5 contains 118 members Mstep: Class 6 contains 1897 members Mstep: Class 7 contains 639 members Mstep: Class 8 contains 447 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 98 members Mstep: Class 11 contains 521 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2549 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 8888 members Mstep: Class 16 contains 1002 members Mstep: Class 17 contains 1037 members Mstep: Class 18 contains 920 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 104916 members Mstep: Class 21 contains 4190 members Mstep: Class 22 contains 208 members Mstep: Class 23 contains 1660 members Mstep: Class 24 contains 70 members Entering Unmasked Estep ConsiderDeletion Score: -7869053.000000 Penalty: 12976.127930 Iteration 82Q: 25 clusters Score -7869053 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 2285 members Mstep: Class 1 contains 10540 members Mstep: Class 2 contains 216 members Mstep: Class 3 contains 237 members Mstep: Class 4 contains 1464 members Mstep: Class 5 contains 118 members Mstep: Class 6 contains 1898 members Mstep: Class 7 contains 642 members Mstep: Class 8 contains 447 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 100 members Mstep: Class 11 contains 524 members Mstep: Class 12 contains 479 members Mstep: Class 13 contains 2536 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 8918 members Mstep: Class 16 contains 1003 members Mstep: Class 17 contains 1005 members Mstep: Class 18 contains 924 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 104876 members Mstep: Class 21 contains 4170 members Mstep: Class 22 contains 205 members Mstep: Class 23 contains 1672 members Mstep: Class 24 contains 70 members Entering Unmasked Estep ConsiderDeletion Score: -7869097.500000 Penalty: 12976.127930 Iteration 83Q: 25 clusters Score -7869098 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 2285 members Mstep: Class 1 contains 10557 members Mstep: Class 2 contains 215 members Mstep: Class 3 contains 234 members Mstep: Class 4 contains 1487 members Mstep: Class 5 contains 117 members Mstep: Class 6 contains 1901 members Mstep: Class 7 contains 645 members Mstep: Class 8 contains 446 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 104 members Mstep: Class 11 contains 524 members Mstep: Class 12 contains 480 members Mstep: Class 13 contains 2532 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 8941 members Mstep: Class 16 contains 1003 members Mstep: Class 17 contains 969 members Mstep: Class 18 contains 935 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 104851 members Mstep: Class 21 contains 4155 members Mstep: Class 22 contains 200 members Mstep: Class 23 contains 1678 members Mstep: Class 24 contains 70 members Entering Unmasked Estep ConsiderDeletion Score: -7869138.000000 Penalty: 12976.127930 Iteration 84Q: 25 clusters Score -7869138 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 2285 members Mstep: Class 1 contains 10578 members Mstep: Class 2 contains 215 members Mstep: Class 3 contains 232 members Mstep: Class 4 contains 1508 members Mstep: Class 5 contains 117 members Mstep: Class 6 contains 1905 members Mstep: Class 7 contains 647 members Mstep: Class 8 contains 444 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 109 members Mstep: Class 11 contains 524 members Mstep: Class 12 contains 480 members Mstep: Class 13 contains 2531 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 8967 members Mstep: Class 16 contains 1003 members Mstep: Class 17 contains 946 members Mstep: Class 18 contains 941 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 104816 members Mstep: Class 21 contains 4137 members Mstep: Class 22 contains 195 members Mstep: Class 23 contains 1679 members Mstep: Class 24 contains 70 members Entering Unmasked Estep ConsiderDeletion Score: -7869161.500000 Penalty: 12976.127930 Iteration 85Q: 25 clusters Score -7869162 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 2285 members Mstep: Class 1 contains 10587 members Mstep: Class 2 contains 215 members Mstep: Class 3 contains 229 members Mstep: Class 4 contains 1522 members Mstep: Class 5 contains 117 members Mstep: Class 6 contains 1913 members Mstep: Class 7 contains 650 members Mstep: Class 8 contains 441 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 112 members Mstep: Class 11 contains 524 members Mstep: Class 12 contains 480 members Mstep: Class 13 contains 2530 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 9006 members Mstep: Class 16 contains 1003 members Mstep: Class 17 contains 917 members Mstep: Class 18 contains 946 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 104794 members Mstep: Class 21 contains 4116 members Mstep: Class 22 contains 192 members Mstep: Class 23 contains 1680 members Mstep: Class 24 contains 70 members Entering Unmasked Estep ConsiderDeletion Score: -7869207.000000 Penalty: 12976.127930 Iteration 86Q: 25 clusters Score -7869207 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 2285 members Mstep: Class 1 contains 10608 members Mstep: Class 2 contains 215 members Mstep: Class 3 contains 229 members Mstep: Class 4 contains 1534 members Mstep: Class 5 contains 117 members Mstep: Class 6 contains 1919 members Mstep: Class 7 contains 650 members Mstep: Class 8 contains 441 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 114 members Mstep: Class 11 contains 524 members Mstep: Class 12 contains 480 members Mstep: Class 13 contains 2529 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 9045 members Mstep: Class 16 contains 1003 members Mstep: Class 17 contains 890 members Mstep: Class 18 contains 953 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 104760 members Mstep: Class 21 contains 4092 members Mstep: Class 22 contains 190 members Mstep: Class 23 contains 1681 members Mstep: Class 24 contains 70 members Entering Unmasked Estep ConsiderDeletion Score: -7869210.500000 Penalty: 12976.127930 Iteration 87Q: 25 clusters Score -7869210 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 2285 members Mstep: Class 1 contains 10621 members Mstep: Class 2 contains 215 members Mstep: Class 3 contains 229 members Mstep: Class 4 contains 1543 members Mstep: Class 5 contains 117 members Mstep: Class 6 contains 1925 members Mstep: Class 7 contains 650 members Mstep: Class 8 contains 440 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 118 members Mstep: Class 11 contains 523 members Mstep: Class 12 contains 480 members Mstep: Class 13 contains 2529 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 9088 members Mstep: Class 16 contains 1003 members Mstep: Class 17 contains 871 members Mstep: Class 18 contains 954 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 104730 members Mstep: Class 21 contains 4071 members Mstep: Class 22 contains 186 members Mstep: Class 23 contains 1681 members Mstep: Class 24 contains 70 members Entering Unmasked Estep ConsiderDeletion Score: -7869230.500000 Penalty: 12976.127930 Iteration 88Q: 25 clusters Score -7869230 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 2285 members Mstep: Class 1 contains 10639 members Mstep: Class 2 contains 215 members Mstep: Class 3 contains 229 members Mstep: Class 4 contains 1546 members Mstep: Class 5 contains 117 members Mstep: Class 6 contains 1926 members Mstep: Class 7 contains 650 members Mstep: Class 8 contains 439 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 121 members Mstep: Class 11 contains 524 members Mstep: Class 12 contains 480 members Mstep: Class 13 contains 2529 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 9128 members Mstep: Class 16 contains 1003 members Mstep: Class 17 contains 850 members Mstep: Class 18 contains 955 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 104707 members Mstep: Class 21 contains 4052 members Mstep: Class 22 contains 183 members Mstep: Class 23 contains 1681 members Mstep: Class 24 contains 70 members Entering Unmasked Estep ConsiderDeletion Score: -7869237.500000 Penalty: 12976.127930 Iteration 89Q: 25 clusters Score -7869238 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 2285 members Mstep: Class 1 contains 10672 members Mstep: Class 2 contains 215 members Mstep: Class 3 contains 229 members Mstep: Class 4 contains 1552 members Mstep: Class 5 contains 117 members Mstep: Class 6 contains 1929 members Mstep: Class 7 contains 650 members Mstep: Class 8 contains 439 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 123 members Mstep: Class 11 contains 525 members Mstep: Class 12 contains 479 members Mstep: Class 13 contains 2529 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 9153 members Mstep: Class 16 contains 1003 members Mstep: Class 17 contains 840 members Mstep: Class 18 contains 959 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 104666 members Mstep: Class 21 contains 4031 members Mstep: Class 22 contains 182 members Mstep: Class 23 contains 1681 members Mstep: Class 24 contains 70 members Entering Unmasked Estep ConsiderDeletion Score: -7869255.000000 Penalty: 12976.127930 Iteration 90Q: 25 clusters Score -7869255 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 2285 members Mstep: Class 1 contains 10703 members Mstep: Class 2 contains 215 members Mstep: Class 3 contains 229 members Mstep: Class 4 contains 1557 members Mstep: Class 5 contains 117 members Mstep: Class 6 contains 1931 members Mstep: Class 7 contains 650 members Mstep: Class 8 contains 439 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 525 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2529 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 9180 members Mstep: Class 16 contains 1003 members Mstep: Class 17 contains 821 members Mstep: Class 18 contains 961 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 104631 members Mstep: Class 21 contains 4018 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1681 members Mstep: Class 24 contains 70 members Entering Unmasked Estep ConsiderDeletion Score: -7869271.500000 Penalty: 12976.127930 Iteration 91Q: 25 clusters Score -7869272 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 2285 members Mstep: Class 1 contains 10721 members Mstep: Class 2 contains 215 members Mstep: Class 3 contains 229 members Mstep: Class 4 contains 1562 members Mstep: Class 5 contains 117 members Mstep: Class 6 contains 1932 members Mstep: Class 7 contains 650 members Mstep: Class 8 contains 439 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 525 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2529 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 9212 members Mstep: Class 16 contains 1003 members Mstep: Class 17 contains 806 members Mstep: Class 18 contains 963 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 104600 members Mstep: Class 21 contains 4006 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1681 members Mstep: Class 24 contains 70 members Entering Unmasked Estep ConsiderDeletion Score: -7869306.500000 Penalty: 12976.127930 Iteration 92Q: 25 clusters Score -7869306 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 2285 members Mstep: Class 1 contains 10728 members Mstep: Class 2 contains 215 members Mstep: Class 3 contains 229 members Mstep: Class 4 contains 1566 members Mstep: Class 5 contains 117 members Mstep: Class 6 contains 1932 members Mstep: Class 7 contains 650 members Mstep: Class 8 contains 439 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 525 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2529 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 9254 members Mstep: Class 16 contains 1003 members Mstep: Class 17 contains 796 members Mstep: Class 18 contains 962 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 104572 members Mstep: Class 21 contains 3992 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1681 members Mstep: Class 24 contains 70 members Entering Unmasked Estep ConsiderDeletion Score: -7869304.500000 Penalty: 12976.127930 Iteration 93Q: 25 clusters Score -7869304 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 2285 members Mstep: Class 1 contains 10739 members Mstep: Class 2 contains 215 members Mstep: Class 3 contains 229 members Mstep: Class 4 contains 1568 members Mstep: Class 5 contains 117 members Mstep: Class 6 contains 1933 members Mstep: Class 7 contains 650 members Mstep: Class 8 contains 439 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 526 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2529 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 9273 members Mstep: Class 16 contains 1003 members Mstep: Class 17 contains 791 members Mstep: Class 18 contains 961 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 104555 members Mstep: Class 21 contains 3981 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1681 members Mstep: Class 24 contains 70 members Entering Unmasked Estep ConsiderDeletion Score: -7869308.000000 Penalty: 12976.127930 Iteration 94Q: 25 clusters Score -7869308 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 2285 members Mstep: Class 1 contains 10752 members Mstep: Class 2 contains 215 members Mstep: Class 3 contains 229 members Mstep: Class 4 contains 1569 members Mstep: Class 5 contains 117 members Mstep: Class 6 contains 1934 members Mstep: Class 7 contains 650 members Mstep: Class 8 contains 439 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 526 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2529 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 9290 members Mstep: Class 16 contains 1003 members Mstep: Class 17 contains 784 members Mstep: Class 18 contains 960 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 104538 members Mstep: Class 21 contains 3974 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1681 members Mstep: Class 24 contains 70 members Entering Unmasked Estep ConsiderDeletion Score: -7869305.000000 Penalty: 12976.127930 Iteration 95Q: 25 clusters Score -7869305 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 2285 members Mstep: Class 1 contains 10761 members Mstep: Class 2 contains 215 members Mstep: Class 3 contains 229 members Mstep: Class 4 contains 1572 members Mstep: Class 5 contains 117 members Mstep: Class 6 contains 1934 members Mstep: Class 7 contains 650 members Mstep: Class 8 contains 439 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 526 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2529 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 9307 members Mstep: Class 16 contains 1003 members Mstep: Class 17 contains 776 members Mstep: Class 18 contains 962 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 104520 members Mstep: Class 21 contains 3969 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1681 members Mstep: Class 24 contains 70 members Entering Unmasked Estep ConsiderDeletion Score: -7869318.000000 Penalty: 12976.127930 Iteration 96Q: 25 clusters Score -7869318 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 2285 members Mstep: Class 1 contains 10771 members Mstep: Class 2 contains 215 members Mstep: Class 3 contains 229 members Mstep: Class 4 contains 1573 members Mstep: Class 5 contains 117 members Mstep: Class 6 contains 1934 members Mstep: Class 7 contains 650 members Mstep: Class 8 contains 439 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 526 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2529 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 9331 members Mstep: Class 16 contains 1003 members Mstep: Class 17 contains 767 members Mstep: Class 18 contains 962 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 104498 members Mstep: Class 21 contains 3965 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1681 members Mstep: Class 24 contains 70 members Entering Unmasked Estep ConsiderDeletion Score: -7869316.000000 Penalty: 12976.127930 Iteration 97Q: 25 clusters Score -7869316 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 2285 members Mstep: Class 1 contains 10777 members Mstep: Class 2 contains 215 members Mstep: Class 3 contains 229 members Mstep: Class 4 contains 1575 members Mstep: Class 5 contains 117 members Mstep: Class 6 contains 1934 members Mstep: Class 7 contains 650 members Mstep: Class 8 contains 439 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 527 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2529 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 9354 members Mstep: Class 16 contains 1003 members Mstep: Class 17 contains 750 members Mstep: Class 18 contains 962 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 104484 members Mstep: Class 21 contains 3964 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1681 members Mstep: Class 24 contains 70 members Entering Unmasked Estep ConsiderDeletion Score: -7869340.500000 Penalty: 12976.127930 Iteration 98Q: 25 clusters Score -7869340 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 2285 members Mstep: Class 1 contains 10784 members Mstep: Class 2 contains 215 members Mstep: Class 3 contains 229 members Mstep: Class 4 contains 1578 members Mstep: Class 5 contains 117 members Mstep: Class 6 contains 1934 members Mstep: Class 7 contains 650 members Mstep: Class 8 contains 439 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 527 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2529 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 9375 members Mstep: Class 16 contains 1003 members Mstep: Class 17 contains 737 members Mstep: Class 18 contains 962 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 104466 members Mstep: Class 21 contains 3964 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1681 members Mstep: Class 24 contains 70 members Entering Unmasked Estep ConsiderDeletion Score: -7869346.000000 Penalty: 12976.127930 Iteration 99Q: 25 clusters Score -7869346 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 2285 members Mstep: Class 1 contains 10791 members Mstep: Class 2 contains 215 members Mstep: Class 3 contains 229 members Mstep: Class 4 contains 1581 members Mstep: Class 5 contains 117 members Mstep: Class 6 contains 1935 members Mstep: Class 7 contains 650 members Mstep: Class 8 contains 439 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 527 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2529 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 9395 members Mstep: Class 16 contains 1003 members Mstep: Class 17 contains 731 members Mstep: Class 18 contains 963 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 104449 members Mstep: Class 21 contains 3955 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1681 members Mstep: Class 24 contains 70 members Entering Unmasked Estep ConsiderDeletion Score: -7869386.000000 Penalty: 12976.127930 Iteration 100F: 25 clusters Score -7869386 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 2283 members Mstep: Class 1 contains 10796 members Mstep: Class 2 contains 215 members Mstep: Class 3 contains 231 members Mstep: Class 4 contains 1584 members Mstep: Class 5 contains 117 members Mstep: Class 6 contains 1936 members Mstep: Class 7 contains 650 members Mstep: Class 8 contains 439 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 527 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2529 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 9417 members Mstep: Class 16 contains 1003 members Mstep: Class 17 contains 723 members Mstep: Class 18 contains 963 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 104437 members Mstep: Class 21 contains 3944 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1681 members Mstep: Class 24 contains 70 members Entering Unmasked Estep ConsiderDeletion Score: -7869403.500000 Penalty: 12976.127930 Iteration 101Q: 25 clusters Score -7869404 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 2282 members Mstep: Class 1 contains 10801 members Mstep: Class 2 contains 215 members Mstep: Class 3 contains 231 members Mstep: Class 4 contains 1583 members Mstep: Class 5 contains 117 members Mstep: Class 6 contains 1937 members Mstep: Class 7 contains 651 members Mstep: Class 8 contains 439 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 527 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2529 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 9433 members Mstep: Class 16 contains 1003 members Mstep: Class 17 contains 715 members Mstep: Class 18 contains 963 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 104436 members Mstep: Class 21 contains 3932 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1681 members Mstep: Class 24 contains 70 members Entering Unmasked Estep ConsiderDeletion Score: -7869432.000000 Penalty: 12976.127930 Iteration 102Q: 25 clusters Score -7869432 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 2282 members Mstep: Class 1 contains 10803 members Mstep: Class 2 contains 215 members Mstep: Class 3 contains 230 members Mstep: Class 4 contains 1583 members Mstep: Class 5 contains 117 members Mstep: Class 6 contains 1937 members Mstep: Class 7 contains 652 members Mstep: Class 8 contains 439 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 526 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2529 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 9454 members Mstep: Class 16 contains 1003 members Mstep: Class 17 contains 707 members Mstep: Class 18 contains 963 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 104433 members Mstep: Class 21 contains 3921 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1681 members Mstep: Class 24 contains 70 members Entering Unmasked Estep ConsiderDeletion Score: -7869435.500000 Penalty: 12976.127930 Iteration 103Q: 25 clusters Score -7869436 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 2282 members Mstep: Class 1 contains 10804 members Mstep: Class 2 contains 215 members Mstep: Class 3 contains 230 members Mstep: Class 4 contains 1583 members Mstep: Class 5 contains 117 members Mstep: Class 6 contains 1937 members Mstep: Class 7 contains 652 members Mstep: Class 8 contains 439 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 525 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2529 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 9465 members Mstep: Class 16 contains 1003 members Mstep: Class 17 contains 700 members Mstep: Class 18 contains 963 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 104435 members Mstep: Class 21 contains 3915 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1681 members Mstep: Class 24 contains 70 members Entering Unmasked Estep ConsiderDeletion Score: -7869434.000000 Penalty: 12976.127930 Iteration 104Q: 25 clusters Score -7869434 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 2282 members Mstep: Class 1 contains 10804 members Mstep: Class 2 contains 215 members Mstep: Class 3 contains 230 members Mstep: Class 4 contains 1583 members Mstep: Class 5 contains 117 members Mstep: Class 6 contains 1937 members Mstep: Class 7 contains 652 members Mstep: Class 8 contains 439 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 524 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2529 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 9479 members Mstep: Class 16 contains 1003 members Mstep: Class 17 contains 696 members Mstep: Class 18 contains 963 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 104433 members Mstep: Class 21 contains 3908 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1681 members Mstep: Class 24 contains 70 members Entering Unmasked Estep ConsiderDeletion Score: -7869422.000000 Penalty: 12976.127930 Iteration 105Q: 25 clusters Score -7869422 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 2282 members Mstep: Class 1 contains 10805 members Mstep: Class 2 contains 215 members Mstep: Class 3 contains 230 members Mstep: Class 4 contains 1583 members Mstep: Class 5 contains 117 members Mstep: Class 6 contains 1937 members Mstep: Class 7 contains 652 members Mstep: Class 8 contains 439 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 524 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2529 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 9488 members Mstep: Class 16 contains 1003 members Mstep: Class 17 contains 689 members Mstep: Class 18 contains 963 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 104433 members Mstep: Class 21 contains 3905 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1681 members Mstep: Class 24 contains 70 members Entering Unmasked Estep ConsiderDeletion Score: -7869416.500000 Penalty: 12976.127930 Iteration 106Q: 25 clusters Score -7869416 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 2282 members Mstep: Class 1 contains 10806 members Mstep: Class 2 contains 215 members Mstep: Class 3 contains 230 members Mstep: Class 4 contains 1583 members Mstep: Class 5 contains 117 members Mstep: Class 6 contains 1937 members Mstep: Class 7 contains 652 members Mstep: Class 8 contains 439 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 524 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2529 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 9500 members Mstep: Class 16 contains 1003 members Mstep: Class 17 contains 683 members Mstep: Class 18 contains 963 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 104432 members Mstep: Class 21 contains 3899 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1681 members Mstep: Class 24 contains 70 members Entering Unmasked Estep ConsiderDeletion Score: -7869418.000000 Penalty: 12976.127930 Iteration 107Q: 25 clusters Score -7869418 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 2282 members Mstep: Class 1 contains 10807 members Mstep: Class 2 contains 215 members Mstep: Class 3 contains 230 members Mstep: Class 4 contains 1583 members Mstep: Class 5 contains 117 members Mstep: Class 6 contains 1937 members Mstep: Class 7 contains 652 members Mstep: Class 8 contains 439 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 524 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2529 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 9510 members Mstep: Class 16 contains 1003 members Mstep: Class 17 contains 678 members Mstep: Class 18 contains 962 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 104430 members Mstep: Class 21 contains 3896 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1681 members Mstep: Class 24 contains 70 members Entering Unmasked Estep ConsiderDeletion Score: -7869428.500000 Penalty: 12976.127930 Iteration 108Q: 25 clusters Score -7869428 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 2282 members Mstep: Class 1 contains 10807 members Mstep: Class 2 contains 215 members Mstep: Class 3 contains 230 members Mstep: Class 4 contains 1583 members Mstep: Class 5 contains 117 members Mstep: Class 6 contains 1937 members Mstep: Class 7 contains 652 members Mstep: Class 8 contains 439 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 524 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2529 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 9520 members Mstep: Class 16 contains 1003 members Mstep: Class 17 contains 674 members Mstep: Class 18 contains 962 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 104426 members Mstep: Class 21 contains 3894 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1681 members Mstep: Class 24 contains 70 members Entering Unmasked Estep ConsiderDeletion Score: -7869425.500000 Penalty: 12976.127930 Iteration 109Q: 25 clusters Score -7869426 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 2282 members Mstep: Class 1 contains 10807 members Mstep: Class 2 contains 215 members Mstep: Class 3 contains 230 members Mstep: Class 4 contains 1583 members Mstep: Class 5 contains 117 members Mstep: Class 6 contains 1937 members Mstep: Class 7 contains 652 members Mstep: Class 8 contains 439 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 524 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2529 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 9532 members Mstep: Class 16 contains 1003 members Mstep: Class 17 contains 673 members Mstep: Class 18 contains 961 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 104426 members Mstep: Class 21 contains 3884 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1681 members Mstep: Class 24 contains 70 members Entering Unmasked Estep ConsiderDeletion Score: -7869435.000000 Penalty: 12976.127930 Iteration 110Q: 25 clusters Score -7869435 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 2282 members Mstep: Class 1 contains 10807 members Mstep: Class 2 contains 215 members Mstep: Class 3 contains 230 members Mstep: Class 4 contains 1583 members Mstep: Class 5 contains 117 members Mstep: Class 6 contains 1937 members Mstep: Class 7 contains 652 members Mstep: Class 8 contains 439 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 524 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2529 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 9536 members Mstep: Class 16 contains 1003 members Mstep: Class 17 contains 674 members Mstep: Class 18 contains 961 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 104428 members Mstep: Class 21 contains 3877 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1681 members Mstep: Class 24 contains 70 members Entering Unmasked Estep ConsiderDeletion Score: -7869438.000000 Penalty: 12976.127930 Iteration 111Q: 25 clusters Score -7869438 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 2282 members Mstep: Class 1 contains 10807 members Mstep: Class 2 contains 215 members Mstep: Class 3 contains 230 members Mstep: Class 4 contains 1583 members Mstep: Class 5 contains 117 members Mstep: Class 6 contains 1937 members Mstep: Class 7 contains 652 members Mstep: Class 8 contains 439 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 524 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2529 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 9540 members Mstep: Class 16 contains 1003 members Mstep: Class 17 contains 671 members Mstep: Class 18 contains 961 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 104434 members Mstep: Class 21 contains 3870 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1681 members Mstep: Class 24 contains 70 members Entering Unmasked Estep ConsiderDeletion Score: -7869442.000000 Penalty: 12976.127930 Iteration 112Q: 25 clusters Score -7869442 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 2282 members Mstep: Class 1 contains 10807 members Mstep: Class 2 contains 215 members Mstep: Class 3 contains 230 members Mstep: Class 4 contains 1583 members Mstep: Class 5 contains 117 members Mstep: Class 6 contains 1937 members Mstep: Class 7 contains 652 members Mstep: Class 8 contains 439 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 523 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2529 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 9542 members Mstep: Class 16 contains 1003 members Mstep: Class 17 contains 669 members Mstep: Class 18 contains 961 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 104435 members Mstep: Class 21 contains 3870 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1681 members Mstep: Class 24 contains 70 members Entering Unmasked Estep ConsiderDeletion Score: -7869440.500000 Penalty: 12976.127930 Iteration 113Q: 25 clusters Score -7869440 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 2282 members Mstep: Class 1 contains 10807 members Mstep: Class 2 contains 215 members Mstep: Class 3 contains 230 members Mstep: Class 4 contains 1583 members Mstep: Class 5 contains 117 members Mstep: Class 6 contains 1937 members Mstep: Class 7 contains 652 members Mstep: Class 8 contains 439 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 522 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2529 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 9547 members Mstep: Class 16 contains 1003 members Mstep: Class 17 contains 666 members Mstep: Class 18 contains 961 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 104435 members Mstep: Class 21 contains 3869 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1681 members Mstep: Class 24 contains 70 members Entering Unmasked Estep ConsiderDeletion Score: -7869439.000000 Penalty: 12976.127930 Iteration 114Q: 25 clusters Score -7869439 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 2282 members Mstep: Class 1 contains 10807 members Mstep: Class 2 contains 215 members Mstep: Class 3 contains 230 members Mstep: Class 4 contains 1583 members Mstep: Class 5 contains 117 members Mstep: Class 6 contains 1937 members Mstep: Class 7 contains 652 members Mstep: Class 8 contains 439 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 522 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2529 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 9554 members Mstep: Class 16 contains 1003 members Mstep: Class 17 contains 664 members Mstep: Class 18 contains 961 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 104433 members Mstep: Class 21 contains 3866 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1681 members Mstep: Class 24 contains 70 members Entering Unmasked Estep ConsiderDeletion Score: -7869443.000000 Penalty: 12976.127930 Iteration 115Q: 25 clusters Score -7869443 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 2282 members Mstep: Class 1 contains 10807 members Mstep: Class 2 contains 215 members Mstep: Class 3 contains 230 members Mstep: Class 4 contains 1583 members Mstep: Class 5 contains 117 members Mstep: Class 6 contains 1937 members Mstep: Class 7 contains 652 members Mstep: Class 8 contains 439 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 521 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2529 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 9560 members Mstep: Class 16 contains 1003 members Mstep: Class 17 contains 663 members Mstep: Class 18 contains 961 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 104435 members Mstep: Class 21 contains 3860 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1681 members Mstep: Class 24 contains 70 members Entering Unmasked Estep ConsiderDeletion Score: -7869443.500000 Penalty: 12976.127930 Iteration 116Q: 25 clusters Score -7869444 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 2282 members Mstep: Class 1 contains 10807 members Mstep: Class 2 contains 215 members Mstep: Class 3 contains 230 members Mstep: Class 4 contains 1583 members Mstep: Class 5 contains 117 members Mstep: Class 6 contains 1937 members Mstep: Class 7 contains 652 members Mstep: Class 8 contains 439 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 521 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2529 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 9566 members Mstep: Class 16 contains 1003 members Mstep: Class 17 contains 663 members Mstep: Class 18 contains 961 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 104437 members Mstep: Class 21 contains 3852 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1681 members Mstep: Class 24 contains 70 members Entering Unmasked Estep ConsiderDeletion Score: -7869444.500000 Penalty: 12976.127930 Iteration 117Q: 25 clusters Score -7869444 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 2282 members Mstep: Class 1 contains 10807 members Mstep: Class 2 contains 215 members Mstep: Class 3 contains 230 members Mstep: Class 4 contains 1583 members Mstep: Class 5 contains 117 members Mstep: Class 6 contains 1937 members Mstep: Class 7 contains 652 members Mstep: Class 8 contains 439 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 521 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2529 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 9576 members Mstep: Class 16 contains 1003 members Mstep: Class 17 contains 663 members Mstep: Class 18 contains 961 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 104435 members Mstep: Class 21 contains 3844 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1681 members Mstep: Class 24 contains 70 members Entering Unmasked Estep ConsiderDeletion Score: -7869443.000000 Penalty: 12976.127930 Iteration 118Q: 25 clusters Score -7869443 nChanged 13 Entering ConstructFrom: Score: -7869443.000000 Penalty: 12976.127930 Entering ConstructFrom: Trying to split cluster 1 (10807 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10807 members Entering Unmasked Estep Score: -658278.062500 Penalty: 422.601715 Iteration 0F: 2 clusters Score -658278.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5420 members Mstep: Class 2 contains 5387 members Entering Unmasked Estep Score: -651070.875000 Penalty: 845.203430 Iteration 0F: 3 clusters Score -651070.9 nChanged 5045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5353 members Mstep: Class 2 contains 5454 members Entering Unmasked Estep Score: -654202.500000 Penalty: 845.203430 Iteration 1F: 3 clusters Score -654202.5 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5313 members Mstep: Class 2 contains 5494 members Entering Unmasked Estep Score: -654495.937500 Penalty: 845.203430 Iteration 2F: 3 clusters Score -654495.9 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5263 members Mstep: Class 2 contains 5544 members Entering Unmasked Estep Score: -654835.812500 Penalty: 845.203430 Iteration 3F: 3 clusters Score -654835.8 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5214 members Mstep: Class 2 contains 5593 members Entering Unmasked Estep Score: -655285.000000 Penalty: 845.203430 Iteration 4F: 3 clusters Score -655285 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5160 members Mstep: Class 2 contains 5647 members Entering Unmasked Estep Score: -655799.312500 Penalty: 845.203430 Iteration 5F: 3 clusters Score -655799.3 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5128 members Mstep: Class 2 contains 5679 members Entering Unmasked Estep Score: -656150.812500 Penalty: 845.203430 Iteration 6F: 3 clusters Score -656150.8 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5087 members Mstep: Class 2 contains 5720 members Entering Unmasked Estep Score: -656315.062500 Penalty: 845.203430 Iteration 7Q: 3 clusters Score -656315.1 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5033 members Mstep: Class 2 contains 5774 members Entering Unmasked Estep Score: -656385.750000 Penalty: 845.203430 Iteration 8Q: 3 clusters Score -656385.8 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4985 members Mstep: Class 2 contains 5822 members Entering Unmasked Estep Score: -656430.687500 Penalty: 845.203430 Iteration 9Q: 3 clusters Score -656430.7 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4925 members Mstep: Class 2 contains 5882 members Entering Unmasked Estep Score: -656468.250000 Penalty: 845.203430 Iteration 10Q: 3 clusters Score -656468.2 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4883 members Mstep: Class 2 contains 5924 members Entering Unmasked Estep Score: -656499.000000 Penalty: 845.203430 Iteration 11Q: 3 clusters Score -656499 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4845 members Mstep: Class 2 contains 5962 members Entering Unmasked Estep Score: -656519.437500 Penalty: 845.203430 Iteration 12Q: 3 clusters Score -656519.4 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4809 members Mstep: Class 2 contains 5998 members Entering Unmasked Estep Score: -656531.125000 Penalty: 845.203430 Iteration 13Q: 3 clusters Score -656531.1 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4773 members Mstep: Class 2 contains 6034 members Entering Unmasked Estep Score: -656545.875000 Penalty: 845.203430 Iteration 14Q: 3 clusters Score -656545.9 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4728 members Mstep: Class 2 contains 6079 members Entering Unmasked Estep Score: -656566.062500 Penalty: 845.203430 Iteration 15Q: 3 clusters Score -656566.1 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4682 members Mstep: Class 2 contains 6125 members Entering Unmasked Estep Score: -656585.875000 Penalty: 845.203430 Iteration 16Q: 3 clusters Score -656585.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4643 members Mstep: Class 2 contains 6164 members Entering Unmasked Estep Score: -656603.312500 Penalty: 845.203430 Iteration 17Q: 3 clusters Score -656603.3 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4609 members Mstep: Class 2 contains 6198 members Entering Unmasked Estep Score: -656618.375000 Penalty: 845.203430 Iteration 18Q: 3 clusters Score -656618.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4562 members Mstep: Class 2 contains 6245 members Entering Unmasked Estep Score: -656633.125000 Penalty: 845.203430 Iteration 19Q: 3 clusters Score -656633.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4511 members Mstep: Class 2 contains 6296 members Entering Unmasked Estep Score: -656652.625000 Penalty: 845.203430 Iteration 20F: 3 clusters Score -656652.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4468 members Mstep: Class 2 contains 6339 members Entering Unmasked Estep Score: -656670.312500 Penalty: 845.203430 Iteration 21Q: 3 clusters Score -656670.3 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4412 members Mstep: Class 2 contains 6395 members Entering Unmasked Estep Score: -656688.750000 Penalty: 845.203430 Iteration 22Q: 3 clusters Score -656688.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4337 members Mstep: Class 2 contains 6470 members Entering Unmasked Estep Score: -656709.187500 Penalty: 845.203430 Iteration 23Q: 3 clusters Score -656709.2 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4255 members Mstep: Class 2 contains 6552 members Entering Unmasked Estep Score: -656732.625000 Penalty: 845.203430 Iteration 24Q: 3 clusters Score -656732.6 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4177 members Mstep: Class 2 contains 6630 members Entering Unmasked Estep Score: -656751.750000 Penalty: 845.203430 Iteration 25Q: 3 clusters Score -656751.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4105 members Mstep: Class 2 contains 6702 members Entering Unmasked Estep Score: -656770.687500 Penalty: 845.203430 Iteration 26Q: 3 clusters Score -656770.7 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4025 members Mstep: Class 2 contains 6782 members Entering Unmasked Estep Score: -656786.687500 Penalty: 845.203430 Iteration 27Q: 3 clusters Score -656786.7 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3939 members Mstep: Class 2 contains 6868 members Entering Unmasked Estep Score: -656804.687500 Penalty: 845.203430 Iteration 28Q: 3 clusters Score -656804.7 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3854 members Mstep: Class 2 contains 6953 members Entering Unmasked Estep Score: -656822.750000 Penalty: 845.203430 Iteration 29Q: 3 clusters Score -656822.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3773 members Mstep: Class 2 contains 7034 members Entering Unmasked Estep Score: -656838.250000 Penalty: 845.203430 Iteration 30Q: 3 clusters Score -656838.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3694 members Mstep: Class 2 contains 7113 members Entering Unmasked Estep Score: -656853.687500 Penalty: 845.203430 Iteration 31Q: 3 clusters Score -656853.7 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3622 members Mstep: Class 2 contains 7185 members Entering Unmasked Estep Score: -656864.312500 Penalty: 845.203430 Iteration 32Q: 3 clusters Score -656864.3 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3551 members Mstep: Class 2 contains 7256 members Entering Unmasked Estep Score: -656873.750000 Penalty: 845.203430 Iteration 33Q: 3 clusters Score -656873.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3475 members Mstep: Class 2 contains 7332 members Entering Unmasked Estep Score: -656890.312500 Penalty: 845.203430 Iteration 34Q: 3 clusters Score -656890.3 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3401 members Mstep: Class 2 contains 7406 members Entering Unmasked Estep Score: -656907.000000 Penalty: 845.203430 Iteration 35Q: 3 clusters Score -656907 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3325 members Mstep: Class 2 contains 7482 members Entering Unmasked Estep Score: -656922.437500 Penalty: 845.203430 Iteration 36Q: 3 clusters Score -656922.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3248 members Mstep: Class 2 contains 7559 members Entering Unmasked Estep Score: -656938.750000 Penalty: 845.203430 Iteration 37Q: 3 clusters Score -656938.8 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3171 members Mstep: Class 2 contains 7636 members Entering Unmasked Estep Score: -656954.875000 Penalty: 845.203430 Iteration 38Q: 3 clusters Score -656954.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3090 members Mstep: Class 2 contains 7717 members Entering Unmasked Estep Score: -656969.437500 Penalty: 845.203430 Iteration 39Q: 3 clusters Score -656969.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3017 members Mstep: Class 2 contains 7790 members Entering Unmasked Estep Score: -656981.687500 Penalty: 845.203430 Iteration 40F: 3 clusters Score -656981.7 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2945 members Mstep: Class 2 contains 7862 members Entering Unmasked Estep Score: -656994.187500 Penalty: 845.203430 Iteration 41Q: 3 clusters Score -656994.2 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2864 members Mstep: Class 2 contains 7943 members Entering Unmasked Estep Score: -657007.562500 Penalty: 845.203430 Iteration 42Q: 3 clusters Score -657007.6 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2780 members Mstep: Class 2 contains 8027 members Entering Unmasked Estep Score: -657027.750000 Penalty: 845.203430 Iteration 43Q: 3 clusters Score -657027.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2691 members Mstep: Class 2 contains 8116 members Entering Unmasked Estep Score: -657044.375000 Penalty: 845.203430 Iteration 44Q: 3 clusters Score -657044.4 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2598 members Mstep: Class 2 contains 8209 members Entering Unmasked Estep Score: -657065.187500 Penalty: 845.203430 Iteration 45Q: 3 clusters Score -657065.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 8296 members Entering Unmasked Estep Score: -657085.125000 Penalty: 845.203430 Iteration 46Q: 3 clusters Score -657085.1 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2434 members Mstep: Class 2 contains 8373 members Entering Unmasked Estep Score: -657104.062500 Penalty: 845.203430 Iteration 47Q: 3 clusters Score -657104.1 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2344 members Mstep: Class 2 contains 8463 members Entering Unmasked Estep Score: -657124.937500 Penalty: 845.203430 Iteration 48Q: 3 clusters Score -657124.9 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 8543 members Entering Unmasked Estep Score: -657143.625000 Penalty: 845.203430 Iteration 49Q: 3 clusters Score -657143.6 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2176 members Mstep: Class 2 contains 8631 members Entering Unmasked Estep Score: -657164.687500 Penalty: 845.203430 Iteration 50Q: 3 clusters Score -657164.7 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 8712 members Entering Unmasked Estep Score: -657188.062500 Penalty: 845.203430 Iteration 51Q: 3 clusters Score -657188.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 8789 members Entering Unmasked Estep Score: -657206.437500 Penalty: 845.203430 Iteration 52Q: 3 clusters Score -657206.4 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 8873 members Entering Unmasked Estep Score: -657225.625000 Penalty: 845.203430 Iteration 53Q: 3 clusters Score -657225.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 8946 members Entering Unmasked Estep Score: -657244.000000 Penalty: 845.203430 Iteration 54Q: 3 clusters Score -657244 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 9015 members Entering Unmasked Estep Score: -657258.687500 Penalty: 845.203430 Iteration 55Q: 3 clusters Score -657258.7 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 9090 members Entering Unmasked Estep Score: -657281.000000 Penalty: 845.203430 Iteration 56Q: 3 clusters Score -657281 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 9178 members Entering Unmasked Estep Score: -657306.687500 Penalty: 845.203430 Iteration 57Q: 3 clusters Score -657306.7 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 9268 members Entering Unmasked Estep Score: -657335.062500 Penalty: 845.203430 Iteration 58Q: 3 clusters Score -657335.1 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 9363 members Entering Unmasked Estep Score: -657369.687500 Penalty: 845.203430 Iteration 59Q: 3 clusters Score -657369.7 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 9464 members Entering Unmasked Estep Score: -657409.437500 Penalty: 845.203430 Iteration 60F: 3 clusters Score -657409.4 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 9570 members Entering Unmasked Estep Score: -657456.125000 Penalty: 845.203430 Iteration 61Q: 3 clusters Score -657456.1 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 9679 members Entering Unmasked Estep Score: -657507.125000 Penalty: 845.203430 Iteration 62Q: 3 clusters Score -657507.1 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 9780 members Entering Unmasked Estep Score: -657550.875000 Penalty: 845.203430 Iteration 63Q: 3 clusters Score -657550.9 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 9878 members Entering Unmasked Estep Score: -657600.500000 Penalty: 845.203430 Iteration 64Q: 3 clusters Score -657600.5 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 9967 members Entering Unmasked Estep Score: -657637.500000 Penalty: 845.203430 Iteration 65Q: 3 clusters Score -657637.5 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 10047 members Entering Unmasked Estep Score: -657667.625000 Penalty: 845.203430 Iteration 66Q: 3 clusters Score -657667.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 10121 members Entering Unmasked Estep Score: -657693.812500 Penalty: 845.203430 Iteration 67Q: 3 clusters Score -657693.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 10178 members Entering Unmasked Estep Score: -657718.500000 Penalty: 845.203430 Iteration 68Q: 3 clusters Score -657718.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 10227 members Entering Unmasked Estep Score: -657738.000000 Penalty: 845.203430 Iteration 69Q: 3 clusters Score -657738 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 10268 members Entering Unmasked Estep Score: -657750.750000 Penalty: 845.203430 Iteration 70Q: 3 clusters Score -657750.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 10300 members Entering Unmasked Estep Score: -657761.375000 Penalty: 845.203430 Iteration 71Q: 3 clusters Score -657761.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 10343 members Entering Unmasked Estep Score: -657780.000000 Penalty: 845.203430 Iteration 72Q: 3 clusters Score -657780 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 10386 members Entering Unmasked Estep Score: -657800.062500 Penalty: 845.203430 Iteration 73Q: 3 clusters Score -657800.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 10417 members Entering Unmasked Estep Score: -657813.875000 Penalty: 845.203430 Iteration 74Q: 3 clusters Score -657813.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 10442 members Entering Unmasked Estep Score: -657827.625000 Penalty: 845.203430 Iteration 75Q: 3 clusters Score -657827.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 10462 members Entering Unmasked Estep Score: -657837.000000 Penalty: 845.203430 Iteration 76Q: 3 clusters Score -657837 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 10488 members Entering Unmasked Estep Score: -657851.062500 Penalty: 845.203430 Iteration 77Q: 3 clusters Score -657851.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 10511 members Entering Unmasked Estep Score: -657858.125000 Penalty: 845.203430 Iteration 78Q: 3 clusters Score -657858.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 10533 members Entering Unmasked Estep Score: -657867.812500 Penalty: 845.203430 Iteration 79Q: 3 clusters Score -657867.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 10551 members Entering Unmasked Estep Score: -657877.750000 Penalty: 845.203430 Iteration 80F: 3 clusters Score -657877.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 10559 members Entering Unmasked Estep Score: -657884.000000 Penalty: 845.203430 Iteration 81Q: 3 clusters Score -657884 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 10568 members Entering Unmasked Estep Score: -657891.812500 Penalty: 845.203430 Iteration 82Q: 3 clusters Score -657891.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 10578 members Entering Unmasked Estep Score: -657895.375000 Penalty: 845.203430 Iteration 83Q: 3 clusters Score -657895.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 10588 members Entering Unmasked Estep Score: -657901.687500 Penalty: 845.203430 Iteration 84Q: 3 clusters Score -657901.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 10592 members Entering Unmasked Estep Score: -657901.187500 Penalty: 845.203430 Iteration 85Q: 3 clusters Score -657901.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 10595 members Entering Unmasked Estep Score: -657903.187500 Penalty: 845.203430 Iteration 86Q: 3 clusters Score -657903.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 10600 members Entering Unmasked Estep Score: -657907.562500 Penalty: 845.203430 Iteration 87Q: 3 clusters Score -657907.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 10604 members Entering Unmasked Estep Score: -657909.562500 Penalty: 845.203430 Iteration 88Q: 3 clusters Score -657909.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 10605 members Entering Unmasked Estep Score: -657909.812500 Penalty: 845.203430 Iteration 89Q: 3 clusters Score -657909.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 10606 members Entering Unmasked Estep Score: -657909.687500 Penalty: 845.203430 Iteration 90Q: 3 clusters Score -657909.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 10609 members Entering Unmasked Estep Score: -657911.625000 Penalty: 845.203430 Iteration 91Q: 3 clusters Score -657911.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 10609 members Entering Unmasked Estep Score: -657911.625000 Penalty: 845.203430 Iteration 92F: 3 clusters Score -657911.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (215 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Entering Unmasked Estep Score: -11038.004883 Penalty: 244.364029 Iteration 0F: 2 clusters Score -11038 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 109 members Entering Unmasked Estep Score: -10734.599609 Penalty: 488.728058 Iteration 0F: 3 clusters Score -10734.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -10779.448242 Penalty: 488.728058 Iteration 1F: 3 clusters Score -10779.45 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -10804.724609 Penalty: 488.728058 Iteration 2F: 3 clusters Score -10804.72 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -10811.496094 Penalty: 488.728058 Iteration 3Q: 3 clusters Score -10811.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -10812.069336 Penalty: 488.728058 Iteration 4Q: 3 clusters Score -10812.07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -10812.069336 Penalty: 488.728058 Iteration 5F: 3 clusters Score -10812.07 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (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: -10117.632812 Penalty: 247.432617 Iteration 0F: 2 clusters Score -10117.63 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 119 members Entering Unmasked Estep Score: -9830.951172 Penalty: 494.865234 Iteration 0F: 3 clusters Score -9830.951 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -10045.206055 Penalty: 494.865234 Iteration 1F: 3 clusters Score -10045.21 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -10135.696289 Penalty: 494.865234 Iteration 2F: 3 clusters Score -10135.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -10159.679688 Penalty: 494.865234 Iteration 3F: 3 clusters Score -10159.68 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -10168.608398 Penalty: 494.865234 Iteration 4Q: 3 clusters Score -10168.61 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -10174.747070 Penalty: 494.865234 Iteration 5Q: 3 clusters Score -10174.75 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -10179.442383 Penalty: 494.865234 Iteration 6Q: 3 clusters Score -10179.44 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -10183.376953 Penalty: 494.865234 Iteration 7Q: 3 clusters Score -10183.38 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -10192.312500 Penalty: 494.865234 Iteration 8Q: 3 clusters Score -10192.31 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -10198.791016 Penalty: 494.865234 Iteration 9Q: 3 clusters Score -10198.79 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -10204.836914 Penalty: 494.865234 Iteration 10Q: 3 clusters Score -10204.84 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 43 members Entering Unmasked Estep Score: -10209.038086 Penalty: 494.865234 Iteration 11Q: 3 clusters Score -10209.04 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 43 members Entering Unmasked Estep Score: -10209.038086 Penalty: 494.865234 Iteration 12F: 3 clusters Score -10209.04 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 2282 members Mstep: Class 1 contains 10807 members Mstep: Class 2 contains 215 members Mstep: Class 3 contains 187 members Mstep: Class 4 contains 1583 members Mstep: Class 5 contains 117 members Mstep: Class 6 contains 1937 members Mstep: Class 7 contains 652 members Mstep: Class 8 contains 439 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 520 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2529 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 9582 members Mstep: Class 16 contains 1003 members Mstep: Class 17 contains 663 members Mstep: Class 18 contains 961 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 104437 members Mstep: Class 21 contains 3837 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1681 members Mstep: Class 24 contains 70 members Mstep: Class 25 contains 43 members Entering Unmasked Estep Score: -7869242.000000 Penalty: 13516.799805 Splitting cluster 3 changes total score from -7869443.000000 to -7869242.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 4 (1583 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Entering Unmasked Estep Score: -96231.914062 Penalty: 335.201996 Iteration 0F: 2 clusters Score -96231.91 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -95052.656250 Penalty: 670.403992 Iteration 0F: 3 clusters Score -95052.66 nChanged 661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -95463.921875 Penalty: 670.403992 Iteration 1F: 3 clusters Score -95463.92 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -95529.078125 Penalty: 670.403992 Iteration 2F: 3 clusters Score -95529.08 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -95589.265625 Penalty: 670.403992 Iteration 3F: 3 clusters Score -95589.27 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -95648.835938 Penalty: 670.403992 Iteration 4Q: 3 clusters Score -95648.84 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -95718.570312 Penalty: 670.403992 Iteration 5Q: 3 clusters Score -95718.57 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -95778.484375 Penalty: 670.403992 Iteration 6Q: 3 clusters Score -95778.48 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -95825.492188 Penalty: 670.403992 Iteration 7Q: 3 clusters Score -95825.49 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -95856.687500 Penalty: 670.403992 Iteration 8Q: 3 clusters Score -95856.69 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -95882.390625 Penalty: 670.403992 Iteration 9Q: 3 clusters Score -95882.39 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -95904.734375 Penalty: 670.403992 Iteration 10Q: 3 clusters Score -95904.73 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -95915.570312 Penalty: 670.403992 Iteration 11Q: 3 clusters Score -95915.57 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -95936.031250 Penalty: 670.403992 Iteration 12Q: 3 clusters Score -95936.03 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -95956.617188 Penalty: 670.403992 Iteration 13Q: 3 clusters Score -95956.62 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -95962.117188 Penalty: 670.403992 Iteration 14Q: 3 clusters Score -95962.12 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -95968.476562 Penalty: 670.403992 Iteration 15Q: 3 clusters Score -95968.48 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -95971.226562 Penalty: 670.403992 Iteration 16Q: 3 clusters Score -95971.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -95972.460938 Penalty: 670.403992 Iteration 17Q: 3 clusters Score -95972.46 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -95974.234375 Penalty: 670.403992 Iteration 18Q: 3 clusters Score -95974.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -95974.796875 Penalty: 670.403992 Iteration 19Q: 3 clusters Score -95974.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -95974.796875 Penalty: 670.403992 Iteration 20F: 3 clusters Score -95974.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (117 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Entering Unmasked Estep Score: -5160.114746 Penalty: 216.678925 Iteration 0F: 2 clusters Score -5160.115 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -4943.868164 Penalty: 433.357849 Iteration 0F: 3 clusters Score -4943.868 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -4985.500488 Penalty: 433.357849 Iteration 1F: 3 clusters Score -4985.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -5008.857422 Penalty: 433.357849 Iteration 2F: 3 clusters Score -5008.857 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -5021.966309 Penalty: 433.357849 Iteration 3Q: 3 clusters Score -5021.966 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -5048.374512 Penalty: 433.357849 Iteration 4Q: 3 clusters Score -5048.375 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -5056.826660 Penalty: 433.357849 Iteration 5Q: 3 clusters Score -5056.827 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -5056.826660 Penalty: 433.357849 Iteration 6F: 3 clusters Score -5056.827 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1937 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Entering Unmasked Estep Score: -118671.257812 Penalty: 344.384766 Iteration 0F: 2 clusters Score -118671.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -117251.367188 Penalty: 688.769531 Iteration 0F: 3 clusters Score -117251.4 nChanged 842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -117706.304688 Penalty: 688.769531 Iteration 1F: 3 clusters Score -117706.3 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -117748.296875 Penalty: 688.769531 Iteration 2F: 3 clusters Score -117748.3 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -117786.859375 Penalty: 688.769531 Iteration 3Q: 3 clusters Score -117786.9 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -117814.757812 Penalty: 688.769531 Iteration 4Q: 3 clusters Score -117814.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -117841.726562 Penalty: 688.769531 Iteration 5Q: 3 clusters Score -117841.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -117858.968750 Penalty: 688.769531 Iteration 6Q: 3 clusters Score -117859 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -117876.273438 Penalty: 688.769531 Iteration 7Q: 3 clusters Score -117876.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -117890.578125 Penalty: 688.769531 Iteration 8Q: 3 clusters Score -117890.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -117904.484375 Penalty: 688.769531 Iteration 9Q: 3 clusters Score -117904.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -117914.265625 Penalty: 688.769531 Iteration 10Q: 3 clusters Score -117914.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -117922.695312 Penalty: 688.769531 Iteration 11Q: 3 clusters Score -117922.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -117934.445312 Penalty: 688.769531 Iteration 12Q: 3 clusters Score -117934.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -117948.609375 Penalty: 688.769531 Iteration 13Q: 3 clusters Score -117948.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -117964.476562 Penalty: 688.769531 Iteration 14Q: 3 clusters Score -117964.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -117975.617188 Penalty: 688.769531 Iteration 15Q: 3 clusters Score -117975.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -117991.054688 Penalty: 688.769531 Iteration 16Q: 3 clusters Score -117991.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -118008.984375 Penalty: 688.769531 Iteration 17Q: 3 clusters Score -118009 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -118034.093750 Penalty: 688.769531 Iteration 18Q: 3 clusters Score -118034.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -118054.335938 Penalty: 688.769531 Iteration 19Q: 3 clusters Score -118054.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -118080.117188 Penalty: 688.769531 Iteration 20F: 3 clusters Score -118080.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -118105.742188 Penalty: 688.769531 Iteration 21Q: 3 clusters Score -118105.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -118124.703125 Penalty: 688.769531 Iteration 22Q: 3 clusters Score -118124.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -118136.953125 Penalty: 688.769531 Iteration 23Q: 3 clusters Score -118137 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -118155.531250 Penalty: 688.769531 Iteration 24Q: 3 clusters Score -118155.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -118178.531250 Penalty: 688.769531 Iteration 25Q: 3 clusters Score -118178.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -118198.687500 Penalty: 688.769531 Iteration 26Q: 3 clusters Score -118198.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -118212.328125 Penalty: 688.769531 Iteration 27Q: 3 clusters Score -118212.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -118226.414062 Penalty: 688.769531 Iteration 28Q: 3 clusters Score -118226.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -118239.406250 Penalty: 688.769531 Iteration 29Q: 3 clusters Score -118239.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -118247.695312 Penalty: 688.769531 Iteration 30Q: 3 clusters Score -118247.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -118262.414062 Penalty: 688.769531 Iteration 31Q: 3 clusters Score -118262.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -118275.539062 Penalty: 688.769531 Iteration 32Q: 3 clusters Score -118275.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -118281.242188 Penalty: 688.769531 Iteration 33Q: 3 clusters Score -118281.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -118288.031250 Penalty: 688.769531 Iteration 34Q: 3 clusters Score -118288 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -118295.742188 Penalty: 688.769531 Iteration 35Q: 3 clusters Score -118295.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -118304.226562 Penalty: 688.769531 Iteration 36Q: 3 clusters Score -118304.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -118307.328125 Penalty: 688.769531 Iteration 37Q: 3 clusters Score -118307.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -118308.867188 Penalty: 688.769531 Iteration 38Q: 3 clusters Score -118308.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -118310.164062 Penalty: 688.769531 Iteration 39Q: 3 clusters Score -118310.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -118313.992188 Penalty: 688.769531 Iteration 40F: 3 clusters Score -118314 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -118316.562500 Penalty: 688.769531 Iteration 41Q: 3 clusters Score -118316.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -118320.257812 Penalty: 688.769531 Iteration 42Q: 3 clusters Score -118320.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -118326.617188 Penalty: 688.769531 Iteration 43Q: 3 clusters Score -118326.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -118334.882812 Penalty: 688.769531 Iteration 44Q: 3 clusters Score -118334.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -118343.164062 Penalty: 688.769531 Iteration 45Q: 3 clusters Score -118343.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -118346.101562 Penalty: 688.769531 Iteration 46Q: 3 clusters Score -118346.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -118347.429688 Penalty: 688.769531 Iteration 47Q: 3 clusters Score -118347.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -118347.429688 Penalty: 688.769531 Iteration 48F: 3 clusters Score -118347.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (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: -33123.312500 Penalty: 294.842010 Iteration 0F: 2 clusters Score -33123.31 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 320 members Entering Unmasked Estep Score: -32565.222656 Penalty: 589.684021 Iteration 0F: 3 clusters Score -32565.22 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -32860.488281 Penalty: 589.684021 Iteration 1F: 3 clusters Score -32860.49 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -33041.312500 Penalty: 589.684021 Iteration 2F: 3 clusters Score -33041.31 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -33189.382812 Penalty: 589.684021 Iteration 3F: 3 clusters Score -33189.38 nChanged 47 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: -33278.484375 Penalty: 589.684021 Iteration 4F: 3 clusters Score -33278.48 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -33322.574219 Penalty: 589.684021 Iteration 5Q: 3 clusters Score -33322.57 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -33341.218750 Penalty: 589.684021 Iteration 6Q: 3 clusters Score -33341.22 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -33359.792969 Penalty: 589.684021 Iteration 7Q: 3 clusters Score -33359.79 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -33380.867188 Penalty: 589.684021 Iteration 8Q: 3 clusters Score -33380.87 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -33397.929688 Penalty: 589.684021 Iteration 9Q: 3 clusters Score -33397.93 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -33401.992188 Penalty: 589.684021 Iteration 10Q: 3 clusters Score -33401.99 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -33402.574219 Penalty: 589.684021 Iteration 11Q: 3 clusters Score -33402.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -33402.742188 Penalty: 589.684021 Iteration 12Q: 3 clusters Score -33402.74 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -33402.742188 Penalty: 589.684021 Iteration 13F: 3 clusters Score -33402.74 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 2282 members Mstep: Class 1 contains 10807 members Mstep: Class 2 contains 215 members Mstep: Class 3 contains 230 members Mstep: Class 4 contains 1583 members Mstep: Class 5 contains 117 members Mstep: Class 6 contains 1937 members Mstep: Class 7 contains 393 members Mstep: Class 8 contains 439 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 520 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2529 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 9582 members Mstep: Class 16 contains 1003 members Mstep: Class 17 contains 663 members Mstep: Class 18 contains 961 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 104437 members Mstep: Class 21 contains 3837 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1681 members Mstep: Class 24 contains 70 members Mstep: Class 25 contains 259 members Entering Unmasked Estep Score: -7869475.000000 Penalty: 13516.799805 Splitting cluster 7 changes total score from -7869443.000000 to -7869475.000000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 8 (439 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Entering Unmasked Estep Score: -25428.355469 Penalty: 276.844727 Iteration 0F: 2 clusters Score -25428.36 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 233 members Entering Unmasked Estep Score: -24975.876953 Penalty: 553.689453 Iteration 0F: 3 clusters Score -24975.88 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -25082.794922 Penalty: 553.689453 Iteration 1F: 3 clusters Score -25082.79 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -25103.328125 Penalty: 553.689453 Iteration 2F: 3 clusters Score -25103.33 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -25115.826172 Penalty: 553.689453 Iteration 3Q: 3 clusters Score -25115.83 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -25121.734375 Penalty: 553.689453 Iteration 4Q: 3 clusters Score -25121.73 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -25128.167969 Penalty: 553.689453 Iteration 5Q: 3 clusters Score -25128.17 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -25130.718750 Penalty: 553.689453 Iteration 6Q: 3 clusters Score -25130.72 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -25135.015625 Penalty: 553.689453 Iteration 7Q: 3 clusters Score -25135.02 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -25143.101562 Penalty: 553.689453 Iteration 8Q: 3 clusters Score -25143.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -25146.130859 Penalty: 553.689453 Iteration 9Q: 3 clusters Score -25146.13 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -25149.578125 Penalty: 553.689453 Iteration 10Q: 3 clusters Score -25149.58 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -25151.158203 Penalty: 553.689453 Iteration 11Q: 3 clusters Score -25151.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -25152.486328 Penalty: 553.689453 Iteration 12Q: 3 clusters Score -25152.49 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -25153.669922 Penalty: 553.689453 Iteration 13Q: 3 clusters Score -25153.67 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -25154.558594 Penalty: 553.689453 Iteration 14Q: 3 clusters Score -25154.56 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -25155.316406 Penalty: 553.689453 Iteration 15Q: 3 clusters Score -25155.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -25155.939453 Penalty: 553.689453 Iteration 16Q: 3 clusters Score -25155.94 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -25156.583984 Penalty: 553.689453 Iteration 17Q: 3 clusters Score -25156.58 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -25156.804688 Penalty: 553.689453 Iteration 18Q: 3 clusters Score -25156.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -25156.804688 Penalty: 553.689453 Iteration 19F: 3 clusters Score -25156.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (190 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Entering Unmasked Estep Score: -9049.143555 Penalty: 238.739594 Iteration 0F: 2 clusters Score -9049.144 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -8784.273438 Penalty: 477.479187 Iteration 0F: 3 clusters Score -8784.273 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -8844.949219 Penalty: 477.479187 Iteration 1F: 3 clusters Score -8844.949 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -8860.226562 Penalty: 477.479187 Iteration 2F: 3 clusters Score -8860.227 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -8865.489258 Penalty: 477.479187 Iteration 3Q: 3 clusters Score -8865.489 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -8866.043945 Penalty: 477.479187 Iteration 4Q: 3 clusters Score -8866.044 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -8866.580078 Penalty: 477.479187 Iteration 5Q: 3 clusters Score -8866.58 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -8866.580078 Penalty: 477.479187 Iteration 6F: 3 clusters Score -8866.58 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (126 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Entering Unmasked Estep Score: -5659.060547 Penalty: 220.050827 Iteration 0F: 2 clusters Score -5659.061 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -5434.328613 Penalty: 440.101654 Iteration 0F: 3 clusters Score -5434.329 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -5473.972656 Penalty: 440.101654 Iteration 1F: 3 clusters Score -5473.973 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -5505.445801 Penalty: 440.101654 Iteration 2F: 3 clusters Score -5505.446 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -5524.653320 Penalty: 440.101654 Iteration 3F: 3 clusters Score -5524.653 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -5530.701172 Penalty: 440.101654 Iteration 4Q: 3 clusters Score -5530.701 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -5533.266113 Penalty: 440.101654 Iteration 5Q: 3 clusters Score -5533.266 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -5533.266113 Penalty: 440.101654 Iteration 6F: 3 clusters Score -5533.266 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (520 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Entering Unmasked Estep Score: -26202.695312 Penalty: 284.549225 Iteration 0F: 2 clusters Score -26202.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -25708.269531 Penalty: 569.098450 Iteration 0F: 3 clusters Score -25708.27 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -25830.634766 Penalty: 569.098450 Iteration 1F: 3 clusters Score -25830.63 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -25872.613281 Penalty: 569.098450 Iteration 2F: 3 clusters Score -25872.61 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -25899.613281 Penalty: 569.098450 Iteration 3F: 3 clusters Score -25899.61 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -25923.666016 Penalty: 569.098450 Iteration 4Q: 3 clusters Score -25923.67 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -25933.292969 Penalty: 569.098450 Iteration 5Q: 3 clusters Score -25933.29 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -25936.466797 Penalty: 569.098450 Iteration 6Q: 3 clusters Score -25936.47 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -25939.970703 Penalty: 569.098450 Iteration 7Q: 3 clusters Score -25939.97 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -25946.734375 Penalty: 569.098450 Iteration 8Q: 3 clusters Score -25946.73 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -25953.927734 Penalty: 569.098450 Iteration 9Q: 3 clusters Score -25953.93 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -25955.648438 Penalty: 569.098450 Iteration 10Q: 3 clusters Score -25955.65 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -25957.183594 Penalty: 569.098450 Iteration 11Q: 3 clusters Score -25957.18 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -25958.679688 Penalty: 569.098450 Iteration 12Q: 3 clusters Score -25958.68 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -25959.744141 Penalty: 569.098450 Iteration 13Q: 3 clusters Score -25959.74 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -25963.248047 Penalty: 569.098450 Iteration 14Q: 3 clusters Score -25963.25 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -25965.472656 Penalty: 569.098450 Iteration 15Q: 3 clusters Score -25965.47 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -25966.302734 Penalty: 569.098450 Iteration 16Q: 3 clusters Score -25966.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -25966.302734 Penalty: 569.098450 Iteration 17F: 3 clusters Score -25966.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (478 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Entering Unmasked Estep Score: -24504.554688 Penalty: 280.717285 Iteration 0F: 2 clusters Score -24504.55 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -24054.263672 Penalty: 561.434570 Iteration 0F: 3 clusters Score -24054.26 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -24164.824219 Penalty: 561.434570 Iteration 1F: 3 clusters Score -24164.82 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -24189.025391 Penalty: 561.434570 Iteration 2F: 3 clusters Score -24189.03 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -24198.023438 Penalty: 561.434570 Iteration 3Q: 3 clusters Score -24198.02 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -24203.023438 Penalty: 561.434570 Iteration 4Q: 3 clusters Score -24203.02 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -24206.876953 Penalty: 561.434570 Iteration 5Q: 3 clusters Score -24206.88 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -24209.080078 Penalty: 561.434570 Iteration 6Q: 3 clusters Score -24209.08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -24209.728516 Penalty: 561.434570 Iteration 7Q: 3 clusters Score -24209.73 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -24210.265625 Penalty: 561.434570 Iteration 8Q: 3 clusters Score -24210.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -24210.433594 Penalty: 561.434570 Iteration 9Q: 3 clusters Score -24210.43 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -24210.433594 Penalty: 561.434570 Iteration 10F: 3 clusters Score -24210.43 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2529 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Entering Unmasked Estep Score: -138382.375000 Penalty: 356.518860 Iteration 0F: 2 clusters Score -138382.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -136581.484375 Penalty: 713.037720 Iteration 0F: 3 clusters Score -136581.5 nChanged 1107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -137173.500000 Penalty: 713.037720 Iteration 1F: 3 clusters Score -137173.5 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -137254.500000 Penalty: 713.037720 Iteration 2F: 3 clusters Score -137254.5 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -137334.515625 Penalty: 713.037720 Iteration 3F: 3 clusters Score -137334.5 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -137430.250000 Penalty: 713.037720 Iteration 4F: 3 clusters Score -137430.2 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -137543.546875 Penalty: 713.037720 Iteration 5F: 3 clusters Score -137543.5 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -137689.531250 Penalty: 713.037720 Iteration 6F: 3 clusters Score -137689.5 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -137801.656250 Penalty: 713.037720 Iteration 7Q: 3 clusters Score -137801.7 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -137883.437500 Penalty: 713.037720 Iteration 8Q: 3 clusters Score -137883.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 2284 members Entering Unmasked Estep Score: -137942.562500 Penalty: 713.037720 Iteration 9Q: 3 clusters Score -137942.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -137988.078125 Penalty: 713.037720 Iteration 10Q: 3 clusters Score -137988.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -138019.046875 Penalty: 713.037720 Iteration 11Q: 3 clusters Score -138019 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -138034.781250 Penalty: 713.037720 Iteration 12Q: 3 clusters Score -138034.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -138044.265625 Penalty: 713.037720 Iteration 13Q: 3 clusters Score -138044.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 2387 members Entering Unmasked Estep Score: -138055.625000 Penalty: 713.037720 Iteration 14Q: 3 clusters Score -138055.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 2394 members Entering Unmasked Estep Score: -138062.953125 Penalty: 713.037720 Iteration 15Q: 3 clusters Score -138063 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -138070.812500 Penalty: 713.037720 Iteration 16Q: 3 clusters Score -138070.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 2406 members Entering Unmasked Estep Score: -138075.671875 Penalty: 713.037720 Iteration 17Q: 3 clusters Score -138075.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 2406 members Entering Unmasked Estep Score: -138076.187500 Penalty: 713.037720 Iteration 18Q: 3 clusters Score -138076.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 2405 members Entering Unmasked Estep Score: -138076.421875 Penalty: 713.037720 Iteration 19Q: 3 clusters Score -138076.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -138076.640625 Penalty: 713.037720 Iteration 20F: 3 clusters Score -138076.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (109 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Entering Unmasked Estep Score: -5388.230957 Penalty: 213.456345 Iteration 0F: 2 clusters Score -5388.231 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -5178.396484 Penalty: 426.912689 Iteration 0F: 3 clusters Score -5178.396 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -5199.112305 Penalty: 426.912689 Iteration 1F: 3 clusters Score -5199.112 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -5202.729980 Penalty: 426.912689 Iteration 2Q: 3 clusters Score -5202.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -5203.898926 Penalty: 426.912689 Iteration 3Q: 3 clusters Score -5203.899 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -5208.356445 Penalty: 426.912689 Iteration 4Q: 3 clusters Score -5208.356 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -5213.029297 Penalty: 426.912689 Iteration 5Q: 3 clusters Score -5213.029 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -5214.793945 Penalty: 426.912689 Iteration 6Q: 3 clusters Score -5214.794 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -5214.793945 Penalty: 426.912689 Iteration 7F: 3 clusters Score -5214.794 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (9582 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9582 members Entering Unmasked Estep Score: -520909.750000 Penalty: 417.127686 Iteration 0F: 2 clusters Score -520909.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4710 members Mstep: Class 2 contains 4872 members Entering Unmasked Estep Score: -514461.875000 Penalty: 834.255371 Iteration 0F: 3 clusters Score -514461.9 nChanged 4489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3789 members Mstep: Class 2 contains 5793 members Entering Unmasked Estep Score: -517114.625000 Penalty: 834.255371 Iteration 1F: 3 clusters Score -517114.6 nChanged 715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3220 members Mstep: Class 2 contains 6362 members Entering Unmasked Estep Score: -517561.937500 Penalty: 834.255371 Iteration 2F: 3 clusters Score -517561.9 nChanged 832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2492 members Mstep: Class 2 contains 7090 members Entering Unmasked Estep Score: -518189.718750 Penalty: 834.255371 Iteration 3F: 3 clusters Score -518189.7 nChanged 823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 7869 members Entering Unmasked Estep Score: -518908.968750 Penalty: 834.255371 Iteration 4F: 3 clusters Score -518909 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 8530 members Entering Unmasked Estep Score: -519545.531250 Penalty: 834.255371 Iteration 5F: 3 clusters Score -519545.5 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 9010 members Entering Unmasked Estep Score: -520054.906250 Penalty: 834.255371 Iteration 6F: 3 clusters Score -520054.9 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 9266 members Entering Unmasked Estep Score: -520356.687500 Penalty: 834.255371 Iteration 7Q: 3 clusters Score -520356.7 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 9353 members Entering Unmasked Estep Score: -520475.718750 Penalty: 834.255371 Iteration 8Q: 3 clusters Score -520475.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 9379 members Entering Unmasked Estep Score: -520523.562500 Penalty: 834.255371 Iteration 9Q: 3 clusters Score -520523.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 9394 members Entering Unmasked Estep Score: -520546.593750 Penalty: 834.255371 Iteration 10Q: 3 clusters Score -520546.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 9404 members Entering Unmasked Estep Score: -520563.187500 Penalty: 834.255371 Iteration 11Q: 3 clusters Score -520563.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 9412 members Entering Unmasked Estep Score: -520573.593750 Penalty: 834.255371 Iteration 12Q: 3 clusters Score -520573.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 9415 members Entering Unmasked Estep Score: -520578.593750 Penalty: 834.255371 Iteration 13Q: 3 clusters Score -520578.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 9418 members Entering Unmasked Estep Score: -520587.375000 Penalty: 834.255371 Iteration 14Q: 3 clusters Score -520587.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 9418 members Entering Unmasked Estep Score: -520592.781250 Penalty: 834.255371 Iteration 15Q: 3 clusters Score -520592.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 9418 members Entering Unmasked Estep Score: -520594.062500 Penalty: 834.255371 Iteration 16Q: 3 clusters Score -520594.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 9418 members Entering Unmasked Estep Score: -520594.593750 Penalty: 834.255371 Iteration 17Q: 3 clusters Score -520594.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 9419 members Entering Unmasked Estep Score: -520594.687500 Penalty: 834.255371 Iteration 18Q: 3 clusters Score -520594.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 9419 members Entering Unmasked Estep Score: -520594.687500 Penalty: 834.255371 Iteration 19F: 3 clusters Score -520594.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1003 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Entering Unmasked Estep Score: -55196.433594 Penalty: 314.439178 Iteration 0F: 2 clusters Score -55196.43 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -54375.261719 Penalty: 628.878357 Iteration 0F: 3 clusters Score -54375.26 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -54609.593750 Penalty: 628.878357 Iteration 1F: 3 clusters Score -54609.59 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -54654.046875 Penalty: 628.878357 Iteration 2F: 3 clusters Score -54654.05 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -54683.675781 Penalty: 628.878357 Iteration 3Q: 3 clusters Score -54683.68 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -54708.199219 Penalty: 628.878357 Iteration 4Q: 3 clusters Score -54708.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -54725.382812 Penalty: 628.878357 Iteration 5Q: 3 clusters Score -54725.38 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -54737.832031 Penalty: 628.878357 Iteration 6Q: 3 clusters Score -54737.83 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -54747.941406 Penalty: 628.878357 Iteration 7Q: 3 clusters Score -54747.94 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -54760.445312 Penalty: 628.878357 Iteration 8Q: 3 clusters Score -54760.45 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -54775.144531 Penalty: 628.878357 Iteration 9Q: 3 clusters Score -54775.14 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -54784.695312 Penalty: 628.878357 Iteration 10Q: 3 clusters Score -54784.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -54792.621094 Penalty: 628.878357 Iteration 11Q: 3 clusters Score -54792.62 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -54797.570312 Penalty: 628.878357 Iteration 12Q: 3 clusters Score -54797.57 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -54804.046875 Penalty: 628.878357 Iteration 13Q: 3 clusters Score -54804.05 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -54814.410156 Penalty: 628.878357 Iteration 14Q: 3 clusters Score -54814.41 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -54823.085938 Penalty: 628.878357 Iteration 15Q: 3 clusters Score -54823.09 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -54833.992188 Penalty: 628.878357 Iteration 16Q: 3 clusters Score -54833.99 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -54849.996094 Penalty: 628.878357 Iteration 17Q: 3 clusters Score -54850 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -54864.093750 Penalty: 628.878357 Iteration 18Q: 3 clusters Score -54864.09 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -54874.718750 Penalty: 628.878357 Iteration 19Q: 3 clusters Score -54874.72 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -54883.937500 Penalty: 628.878357 Iteration 20F: 3 clusters Score -54883.94 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -54891.382812 Penalty: 628.878357 Iteration 21Q: 3 clusters Score -54891.38 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -54896.660156 Penalty: 628.878357 Iteration 22Q: 3 clusters Score -54896.66 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -54898.578125 Penalty: 628.878357 Iteration 23Q: 3 clusters Score -54898.58 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -54900.273438 Penalty: 628.878357 Iteration 24Q: 3 clusters Score -54900.27 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -54903.902344 Penalty: 628.878357 Iteration 25Q: 3 clusters Score -54903.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -54912.636719 Penalty: 628.878357 Iteration 26Q: 3 clusters Score -54912.64 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -54923.546875 Penalty: 628.878357 Iteration 27Q: 3 clusters Score -54923.55 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -54929.800781 Penalty: 628.878357 Iteration 28Q: 3 clusters Score -54929.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -54930.847656 Penalty: 628.878357 Iteration 29Q: 3 clusters Score -54930.85 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -54931.664062 Penalty: 628.878357 Iteration 30Q: 3 clusters Score -54931.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -54933.523438 Penalty: 628.878357 Iteration 31Q: 3 clusters Score -54933.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -54934.007812 Penalty: 628.878357 Iteration 32Q: 3 clusters Score -54934.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -54934.945312 Penalty: 628.878357 Iteration 33Q: 3 clusters Score -54934.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -54937.496094 Penalty: 628.878357 Iteration 34Q: 3 clusters Score -54937.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -54937.496094 Penalty: 628.878357 Iteration 35F: 3 clusters Score -54937.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (663 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Entering Unmasked Estep Score: -35293.054688 Penalty: 295.603271 Iteration 0F: 2 clusters Score -35293.05 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -34677.019531 Penalty: 591.206543 Iteration 0F: 3 clusters Score -34677.02 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -34871.277344 Penalty: 591.206543 Iteration 1F: 3 clusters Score -34871.28 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -34965.980469 Penalty: 591.206543 Iteration 2F: 3 clusters Score -34965.98 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -35029.585938 Penalty: 591.206543 Iteration 3F: 3 clusters Score -35029.59 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -35068.992188 Penalty: 591.206543 Iteration 4F: 3 clusters Score -35068.99 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -35090.503906 Penalty: 591.206543 Iteration 5Q: 3 clusters Score -35090.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -35100.667969 Penalty: 591.206543 Iteration 6Q: 3 clusters Score -35100.67 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -35104.527344 Penalty: 591.206543 Iteration 7Q: 3 clusters Score -35104.53 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -35106.089844 Penalty: 591.206543 Iteration 8Q: 3 clusters Score -35106.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -35106.917969 Penalty: 591.206543 Iteration 9Q: 3 clusters Score -35106.92 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -35109.500000 Penalty: 591.206543 Iteration 10Q: 3 clusters Score -35109.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -35109.769531 Penalty: 591.206543 Iteration 11Q: 3 clusters Score -35109.77 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -35109.769531 Penalty: 591.206543 Iteration 12F: 3 clusters Score -35109.77 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (961 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Entering Unmasked Estep Score: -49981.156250 Penalty: 312.492828 Iteration 0F: 2 clusters Score -49981.16 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -49193.554688 Penalty: 624.985657 Iteration 0F: 3 clusters Score -49193.55 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -49430.472656 Penalty: 624.985657 Iteration 1F: 3 clusters Score -49430.47 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -49476.949219 Penalty: 624.985657 Iteration 2F: 3 clusters Score -49476.95 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -49507.894531 Penalty: 624.985657 Iteration 3F: 3 clusters Score -49507.89 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -49528.804688 Penalty: 624.985657 Iteration 4Q: 3 clusters Score -49528.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -49546.261719 Penalty: 624.985657 Iteration 5Q: 3 clusters Score -49546.26 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -49574.191406 Penalty: 624.985657 Iteration 6Q: 3 clusters Score -49574.19 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -49602.031250 Penalty: 624.985657 Iteration 7Q: 3 clusters Score -49602.03 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -49621.593750 Penalty: 624.985657 Iteration 8Q: 3 clusters Score -49621.59 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -49630.644531 Penalty: 624.985657 Iteration 9Q: 3 clusters Score -49630.64 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -49639.300781 Penalty: 624.985657 Iteration 10Q: 3 clusters Score -49639.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -49653.132812 Penalty: 624.985657 Iteration 11Q: 3 clusters Score -49653.13 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -49665.187500 Penalty: 624.985657 Iteration 12Q: 3 clusters Score -49665.19 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -49670.992188 Penalty: 624.985657 Iteration 13Q: 3 clusters Score -49670.99 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -49676.988281 Penalty: 624.985657 Iteration 14Q: 3 clusters Score -49676.99 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -49684.929688 Penalty: 624.985657 Iteration 15Q: 3 clusters Score -49684.93 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -49696.722656 Penalty: 624.985657 Iteration 16Q: 3 clusters Score -49696.72 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -49705.414062 Penalty: 624.985657 Iteration 17Q: 3 clusters Score -49705.41 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -49713.566406 Penalty: 624.985657 Iteration 18Q: 3 clusters Score -49713.57 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -49720.769531 Penalty: 624.985657 Iteration 19Q: 3 clusters Score -49720.77 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -49727.812500 Penalty: 624.985657 Iteration 20F: 3 clusters Score -49727.81 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -49739.105469 Penalty: 624.985657 Iteration 21Q: 3 clusters Score -49739.11 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -49747.464844 Penalty: 624.985657 Iteration 22Q: 3 clusters Score -49747.46 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -49757.460938 Penalty: 624.985657 Iteration 23Q: 3 clusters Score -49757.46 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -49766.687500 Penalty: 624.985657 Iteration 24Q: 3 clusters Score -49766.69 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -49784.617188 Penalty: 624.985657 Iteration 25Q: 3 clusters Score -49784.62 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -49800.726562 Penalty: 624.985657 Iteration 26Q: 3 clusters Score -49800.73 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -49813.835938 Penalty: 624.985657 Iteration 27Q: 3 clusters Score -49813.84 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -49822.078125 Penalty: 624.985657 Iteration 28Q: 3 clusters Score -49822.08 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -49829.660156 Penalty: 624.985657 Iteration 29Q: 3 clusters Score -49829.66 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -49834.035156 Penalty: 624.985657 Iteration 30Q: 3 clusters Score -49834.04 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -49836.558594 Penalty: 624.985657 Iteration 31Q: 3 clusters Score -49836.56 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -49838.746094 Penalty: 624.985657 Iteration 32Q: 3 clusters Score -49838.75 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -49843.089844 Penalty: 624.985657 Iteration 33Q: 3 clusters Score -49843.09 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -49845.003906 Penalty: 624.985657 Iteration 34Q: 3 clusters Score -49845 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -49845.878906 Penalty: 624.985657 Iteration 35Q: 3 clusters Score -49845.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -49846.140625 Penalty: 624.985657 Iteration 36Q: 3 clusters Score -49846.14 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -49847.027344 Penalty: 624.985657 Iteration 37F: 3 clusters Score -49847.03 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -49847.503906 Penalty: 624.985657 Iteration 38Q: 3 clusters Score -49847.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -49849.433594 Penalty: 624.985657 Iteration 39Q: 3 clusters Score -49849.43 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -49851.074219 Penalty: 624.985657 Iteration 40F: 3 clusters Score -49851.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -49852.519531 Penalty: 624.985657 Iteration 41Q: 3 clusters Score -49852.52 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -49854.234375 Penalty: 624.985657 Iteration 42Q: 3 clusters Score -49854.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -49855.203125 Penalty: 624.985657 Iteration 43Q: 3 clusters Score -49855.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -49855.929688 Penalty: 624.985657 Iteration 44Q: 3 clusters Score -49855.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -49856.496094 Penalty: 624.985657 Iteration 45Q: 3 clusters Score -49856.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -49856.496094 Penalty: 624.985657 Iteration 46F: 3 clusters Score -49856.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (142 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Entering Unmasked Estep Score: -7006.900391 Penalty: 225.490143 Iteration 0F: 2 clusters Score -7006.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -6748.737793 Penalty: 450.980286 Iteration 0F: 3 clusters Score -6748.738 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -6794.450195 Penalty: 450.980286 Iteration 1F: 3 clusters Score -6794.45 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -6805.216309 Penalty: 450.980286 Iteration 2F: 3 clusters Score -6805.216 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -6808.531738 Penalty: 450.980286 Iteration 3Q: 3 clusters Score -6808.532 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -6817.457031 Penalty: 450.980286 Iteration 4Q: 3 clusters Score -6817.457 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -6817.457031 Penalty: 450.980286 Iteration 5F: 3 clusters Score -6817.457 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (104437 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104437 members Entering Unmasked Estep Score: -5898232.000000 Penalty: 525.813416 Iteration 0F: 2 clusters Score -5898232 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52269 members Mstep: Class 2 contains 52168 members Entering Unmasked Estep Score: -5827730.500000 Penalty: 1051.626831 Iteration 0F: 3 clusters Score -5827730 nChanged 51086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53763 members Mstep: Class 2 contains 50674 members Entering Unmasked Estep Score: -5859936.000000 Penalty: 1051.626831 Iteration 1F: 3 clusters Score -5859936 nChanged 5385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54306 members Mstep: Class 2 contains 50131 members Entering Unmasked Estep Score: -5862266.500000 Penalty: 1051.626831 Iteration 2F: 3 clusters Score -5862266 nChanged 5636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55210 members Mstep: Class 2 contains 49227 members Entering Unmasked Estep Score: -5865253.500000 Penalty: 1051.626831 Iteration 3F: 3 clusters Score -5865254 nChanged 6088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56476 members Mstep: Class 2 contains 47961 members Entering Unmasked Estep Score: -5868999.000000 Penalty: 1051.626831 Iteration 4F: 3 clusters Score -5868999 nChanged 6344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58260 members Mstep: Class 2 contains 46177 members Entering Unmasked Estep Score: -5873397.000000 Penalty: 1051.626831 Iteration 5F: 3 clusters Score -5873397 nChanged 6092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60336 members Mstep: Class 2 contains 44101 members Entering Unmasked Estep Score: -5877325.000000 Penalty: 1051.626831 Iteration 6F: 3 clusters Score -5877325 nChanged 5256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62358 members Mstep: Class 2 contains 42079 members Entering Unmasked Estep Score: -5880015.500000 Penalty: 1051.626831 Iteration 7F: 3 clusters Score -5880016 nChanged 3912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64228 members Mstep: Class 2 contains 40209 members Entering Unmasked Estep Score: -5881466.500000 Penalty: 1051.626831 Iteration 8Q: 3 clusters Score -5881466 nChanged 2730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65960 members Mstep: Class 2 contains 38477 members Entering Unmasked Estep Score: -5882318.500000 Penalty: 1051.626831 Iteration 9Q: 3 clusters Score -5882318 nChanged 2097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67647 members Mstep: Class 2 contains 36790 members Entering Unmasked Estep Score: -5882947.500000 Penalty: 1051.626831 Iteration 10Q: 3 clusters Score -5882948 nChanged 1948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69425 members Mstep: Class 2 contains 35012 members Entering Unmasked Estep Score: -5883591.500000 Penalty: 1051.626831 Iteration 11Q: 3 clusters Score -5883592 nChanged 2018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71337 members Mstep: Class 2 contains 33100 members Entering Unmasked Estep Score: -5884246.000000 Penalty: 1051.626831 Iteration 12Q: 3 clusters Score -5884246 nChanged 2076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73355 members Mstep: Class 2 contains 31082 members Entering Unmasked Estep Score: -5884975.500000 Penalty: 1051.626831 Iteration 13Q: 3 clusters Score -5884976 nChanged 2202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75501 members Mstep: Class 2 contains 28936 members Entering Unmasked Estep Score: -5885917.500000 Penalty: 1051.626831 Iteration 14Q: 3 clusters Score -5885918 nChanged 2332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77765 members Mstep: Class 2 contains 26672 members Entering Unmasked Estep Score: -5887064.500000 Penalty: 1051.626831 Iteration 15Q: 3 clusters Score -5887064 nChanged 2401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80094 members Mstep: Class 2 contains 24343 members Entering Unmasked Estep Score: -5888320.500000 Penalty: 1051.626831 Iteration 16Q: 3 clusters Score -5888320 nChanged 2441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82475 members Mstep: Class 2 contains 21962 members Entering Unmasked Estep Score: -5889719.500000 Penalty: 1051.626831 Iteration 17Q: 3 clusters Score -5889720 nChanged 2369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84766 members Mstep: Class 2 contains 19671 members Entering Unmasked Estep Score: -5891084.500000 Penalty: 1051.626831 Iteration 18Q: 3 clusters Score -5891084 nChanged 2284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86984 members Mstep: Class 2 contains 17453 members Entering Unmasked Estep Score: -5892588.500000 Penalty: 1051.626831 Iteration 19Q: 3 clusters Score -5892588 nChanged 2164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89064 members Mstep: Class 2 contains 15373 members Entering Unmasked Estep Score: -5894066.000000 Penalty: 1051.626831 Iteration 20F: 3 clusters Score -5894066 nChanged 1946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90898 members Mstep: Class 2 contains 13539 members Entering Unmasked Estep Score: -5895414.500000 Penalty: 1051.626831 Iteration 21Q: 3 clusters Score -5895414 nChanged 1685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92505 members Mstep: Class 2 contains 11932 members Entering Unmasked Estep Score: -5896535.000000 Penalty: 1051.626831 Iteration 22Q: 3 clusters Score -5896535 nChanged 1394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93803 members Mstep: Class 2 contains 10634 members Entering Unmasked Estep Score: -5897373.000000 Penalty: 1051.626831 Iteration 23Q: 3 clusters Score -5897373 nChanged 1192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94903 members Mstep: Class 2 contains 9534 members Entering Unmasked Estep Score: -5898045.500000 Penalty: 1051.626831 Iteration 24Q: 3 clusters Score -5898046 nChanged 971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95800 members Mstep: Class 2 contains 8637 members Entering Unmasked Estep Score: -5898482.000000 Penalty: 1051.626831 Iteration 25Q: 3 clusters Score -5898482 nChanged 794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96540 members Mstep: Class 2 contains 7897 members Entering Unmasked Estep Score: -5898765.000000 Penalty: 1051.626831 Iteration 26Q: 3 clusters Score -5898765 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97155 members Mstep: Class 2 contains 7282 members Entering Unmasked Estep Score: -5898989.000000 Penalty: 1051.626831 Iteration 27Q: 3 clusters Score -5898989 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97648 members Mstep: Class 2 contains 6789 members Entering Unmasked Estep Score: -5899169.500000 Penalty: 1051.626831 Iteration 28Q: 3 clusters Score -5899170 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98069 members Mstep: Class 2 contains 6368 members Entering Unmasked Estep Score: -5899260.500000 Penalty: 1051.626831 Iteration 29Q: 3 clusters Score -5899260 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98413 members Mstep: Class 2 contains 6024 members Entering Unmasked Estep Score: -5899336.000000 Penalty: 1051.626831 Iteration 30Q: 3 clusters Score -5899336 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98677 members Mstep: Class 2 contains 5760 members Entering Unmasked Estep Score: -5899363.000000 Penalty: 1051.626831 Iteration 31Q: 3 clusters Score -5899363 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98895 members Mstep: Class 2 contains 5542 members Entering Unmasked Estep Score: -5899384.500000 Penalty: 1051.626831 Iteration 32Q: 3 clusters Score -5899384 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99075 members Mstep: Class 2 contains 5362 members Entering Unmasked Estep Score: -5899419.500000 Penalty: 1051.626831 Iteration 33Q: 3 clusters Score -5899420 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99246 members Mstep: Class 2 contains 5191 members Entering Unmasked Estep Score: -5899432.500000 Penalty: 1051.626831 Iteration 34Q: 3 clusters Score -5899432 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99407 members Mstep: Class 2 contains 5030 members Entering Unmasked Estep Score: -5899423.500000 Penalty: 1051.626831 Iteration 35Q: 3 clusters Score -5899424 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99546 members Mstep: Class 2 contains 4891 members Entering Unmasked Estep Score: -5899444.500000 Penalty: 1051.626831 Iteration 36Q: 3 clusters Score -5899444 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99663 members Mstep: Class 2 contains 4774 members Entering Unmasked Estep Score: -5899458.000000 Penalty: 1051.626831 Iteration 37Q: 3 clusters Score -5899458 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99769 members Mstep: Class 2 contains 4668 members Entering Unmasked Estep Score: -5899472.500000 Penalty: 1051.626831 Iteration 38Q: 3 clusters Score -5899472 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99856 members Mstep: Class 2 contains 4581 members Entering Unmasked Estep Score: -5899476.500000 Penalty: 1051.626831 Iteration 39Q: 3 clusters Score -5899476 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99931 members Mstep: Class 2 contains 4506 members Entering Unmasked Estep Score: -5899483.500000 Penalty: 1051.626831 Iteration 40F: 3 clusters Score -5899484 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99996 members Mstep: Class 2 contains 4441 members Entering Unmasked Estep Score: -5899486.000000 Penalty: 1051.626831 Iteration 41Q: 3 clusters Score -5899486 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100057 members Mstep: Class 2 contains 4380 members Entering Unmasked Estep Score: -5899499.000000 Penalty: 1051.626831 Iteration 42Q: 3 clusters Score -5899499 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100108 members Mstep: Class 2 contains 4329 members Entering Unmasked Estep Score: -5899496.500000 Penalty: 1051.626831 Iteration 43Q: 3 clusters Score -5899496 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100152 members Mstep: Class 2 contains 4285 members Entering Unmasked Estep Score: -5899507.000000 Penalty: 1051.626831 Iteration 44Q: 3 clusters Score -5899507 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100182 members Mstep: Class 2 contains 4255 members Entering Unmasked Estep Score: -5899510.500000 Penalty: 1051.626831 Iteration 45Q: 3 clusters Score -5899510 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100210 members Mstep: Class 2 contains 4227 members Entering Unmasked Estep Score: -5899518.500000 Penalty: 1051.626831 Iteration 46Q: 3 clusters Score -5899518 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100230 members Mstep: Class 2 contains 4207 members Entering Unmasked Estep Score: -5899511.500000 Penalty: 1051.626831 Iteration 47Q: 3 clusters Score -5899512 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100246 members Mstep: Class 2 contains 4191 members Entering Unmasked Estep Score: -5899504.500000 Penalty: 1051.626831 Iteration 48Q: 3 clusters Score -5899504 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100257 members Mstep: Class 2 contains 4180 members Entering Unmasked Estep Score: -5899506.500000 Penalty: 1051.626831 Iteration 49Q: 3 clusters Score -5899506 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100271 members Mstep: Class 2 contains 4166 members Entering Unmasked Estep Score: -5899505.000000 Penalty: 1051.626831 Iteration 50Q: 3 clusters Score -5899505 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100284 members Mstep: Class 2 contains 4153 members Entering Unmasked Estep Score: -5899507.500000 Penalty: 1051.626831 Iteration 51Q: 3 clusters Score -5899508 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100293 members Mstep: Class 2 contains 4144 members Entering Unmasked Estep Score: -5899507.000000 Penalty: 1051.626831 Iteration 52Q: 3 clusters Score -5899507 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100297 members Mstep: Class 2 contains 4140 members Entering Unmasked Estep Score: -5899506.500000 Penalty: 1051.626831 Iteration 53Q: 3 clusters Score -5899506 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100299 members Mstep: Class 2 contains 4138 members Entering Unmasked Estep Score: -5899510.500000 Penalty: 1051.626831 Iteration 54Q: 3 clusters Score -5899510 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100301 members Mstep: Class 2 contains 4136 members Entering Unmasked Estep Score: -5899505.000000 Penalty: 1051.626831 Iteration 55Q: 3 clusters Score -5899505 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100304 members Mstep: Class 2 contains 4133 members Entering Unmasked Estep Score: -5899504.500000 Penalty: 1051.626831 Iteration 56Q: 3 clusters Score -5899504 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100307 members Mstep: Class 2 contains 4130 members Entering Unmasked Estep Score: -5899501.000000 Penalty: 1051.626831 Iteration 57Q: 3 clusters Score -5899501 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100311 members Mstep: Class 2 contains 4126 members Entering Unmasked Estep Score: -5899504.000000 Penalty: 1051.626831 Iteration 58Q: 3 clusters Score -5899504 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100312 members Mstep: Class 2 contains 4125 members Entering Unmasked Estep Score: -5899503.000000 Penalty: 1051.626831 Iteration 59Q: 3 clusters Score -5899503 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100316 members Mstep: Class 2 contains 4121 members Entering Unmasked Estep Score: -5899505.500000 Penalty: 1051.626831 Iteration 60F: 3 clusters Score -5899506 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100320 members Mstep: Class 2 contains 4117 members Entering Unmasked Estep Score: -5899502.500000 Penalty: 1051.626831 Iteration 61Q: 3 clusters Score -5899502 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100327 members Mstep: Class 2 contains 4110 members Entering Unmasked Estep Score: -5899504.000000 Penalty: 1051.626831 Iteration 62Q: 3 clusters Score -5899504 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100336 members Mstep: Class 2 contains 4101 members Entering Unmasked Estep Score: -5899507.500000 Penalty: 1051.626831 Iteration 63Q: 3 clusters Score -5899508 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100345 members Mstep: Class 2 contains 4092 members Entering Unmasked Estep Score: -5899506.500000 Penalty: 1051.626831 Iteration 64Q: 3 clusters Score -5899506 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100358 members Mstep: Class 2 contains 4079 members Entering Unmasked Estep Score: -5899503.500000 Penalty: 1051.626831 Iteration 65Q: 3 clusters Score -5899504 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100368 members Mstep: Class 2 contains 4069 members Entering Unmasked Estep Score: -5899511.000000 Penalty: 1051.626831 Iteration 66Q: 3 clusters Score -5899511 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100378 members Mstep: Class 2 contains 4059 members Entering Unmasked Estep Score: -5899503.500000 Penalty: 1051.626831 Iteration 67Q: 3 clusters Score -5899504 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100385 members Mstep: Class 2 contains 4052 members Entering Unmasked Estep Score: -5899507.000000 Penalty: 1051.626831 Iteration 68Q: 3 clusters Score -5899507 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100395 members Mstep: Class 2 contains 4042 members Entering Unmasked Estep Score: -5899502.500000 Penalty: 1051.626831 Iteration 69Q: 3 clusters Score -5899502 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100408 members Mstep: Class 2 contains 4029 members Entering Unmasked Estep Score: -5899511.000000 Penalty: 1051.626831 Iteration 70Q: 3 clusters Score -5899511 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100426 members Mstep: Class 2 contains 4011 members Entering Unmasked Estep Score: -5899510.500000 Penalty: 1051.626831 Iteration 71Q: 3 clusters Score -5899510 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100440 members Mstep: Class 2 contains 3997 members Entering Unmasked Estep Score: -5899506.000000 Penalty: 1051.626831 Iteration 72Q: 3 clusters Score -5899506 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100453 members Mstep: Class 2 contains 3984 members Entering Unmasked Estep Score: -5899496.500000 Penalty: 1051.626831 Iteration 73Q: 3 clusters Score -5899496 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100468 members Mstep: Class 2 contains 3969 members Entering Unmasked Estep Score: -5899498.500000 Penalty: 1051.626831 Iteration 74Q: 3 clusters Score -5899498 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100478 members Mstep: Class 2 contains 3959 members Entering Unmasked Estep Score: -5899508.500000 Penalty: 1051.626831 Iteration 75Q: 3 clusters Score -5899508 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100487 members Mstep: Class 2 contains 3950 members Entering Unmasked Estep Score: -5899506.500000 Penalty: 1051.626831 Iteration 76Q: 3 clusters Score -5899506 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100499 members Mstep: Class 2 contains 3938 members Entering Unmasked Estep Score: -5899507.000000 Penalty: 1051.626831 Iteration 77Q: 3 clusters Score -5899507 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100513 members Mstep: Class 2 contains 3924 members Entering Unmasked Estep Score: -5899503.500000 Penalty: 1051.626831 Iteration 78Q: 3 clusters Score -5899504 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100530 members Mstep: Class 2 contains 3907 members Entering Unmasked Estep Score: -5899504.500000 Penalty: 1051.626831 Iteration 79Q: 3 clusters Score -5899504 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100543 members Mstep: Class 2 contains 3894 members Entering Unmasked Estep Score: -5899511.000000 Penalty: 1051.626831 Iteration 80F: 3 clusters Score -5899511 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100555 members Mstep: Class 2 contains 3882 members Entering Unmasked Estep Score: -5899503.500000 Penalty: 1051.626831 Iteration 81Q: 3 clusters Score -5899504 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100560 members Mstep: Class 2 contains 3877 members Entering Unmasked Estep Score: -5899507.000000 Penalty: 1051.626831 Iteration 82Q: 3 clusters Score -5899507 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100564 members Mstep: Class 2 contains 3873 members Entering Unmasked Estep Score: -5899511.500000 Penalty: 1051.626831 Iteration 83Q: 3 clusters Score -5899512 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100566 members Mstep: Class 2 contains 3871 members Entering Unmasked Estep Score: -5899508.500000 Penalty: 1051.626831 Iteration 84Q: 3 clusters Score -5899508 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100569 members Mstep: Class 2 contains 3868 members Entering Unmasked Estep Score: -5899508.000000 Penalty: 1051.626831 Iteration 85Q: 3 clusters Score -5899508 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100570 members Mstep: Class 2 contains 3867 members Entering Unmasked Estep Score: -5899507.000000 Penalty: 1051.626831 Iteration 86Q: 3 clusters Score -5899507 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100572 members Mstep: Class 2 contains 3865 members Entering Unmasked Estep Score: -5899508.000000 Penalty: 1051.626831 Iteration 87Q: 3 clusters Score -5899508 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100574 members Mstep: Class 2 contains 3863 members Entering Unmasked Estep Score: -5899507.000000 Penalty: 1051.626831 Iteration 88Q: 3 clusters Score -5899507 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100576 members Mstep: Class 2 contains 3861 members Entering Unmasked Estep Score: -5899509.500000 Penalty: 1051.626831 Iteration 89Q: 3 clusters Score -5899510 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100578 members Mstep: Class 2 contains 3859 members Entering Unmasked Estep Score: -5899510.000000 Penalty: 1051.626831 Iteration 90Q: 3 clusters Score -5899510 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100579 members Mstep: Class 2 contains 3858 members Entering Unmasked Estep Score: -5899508.000000 Penalty: 1051.626831 Iteration 91Q: 3 clusters Score -5899508 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100579 members Mstep: Class 2 contains 3858 members Entering Unmasked Estep Score: -5899508.000000 Penalty: 1051.626831 Iteration 92F: 3 clusters Score -5899508 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 2282 members Mstep: Class 1 contains 10807 members Mstep: Class 2 contains 215 members Mstep: Class 3 contains 230 members Mstep: Class 4 contains 1583 members Mstep: Class 5 contains 117 members Mstep: Class 6 contains 1937 members Mstep: Class 7 contains 393 members Mstep: Class 8 contains 439 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 520 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2529 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 9582 members Mstep: Class 16 contains 1003 members Mstep: Class 17 contains 663 members Mstep: Class 18 contains 961 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 100579 members Mstep: Class 21 contains 3837 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1681 members Mstep: Class 24 contains 70 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 3858 members Entering Unmasked Estep Score: -7870815.000000 Penalty: 14057.471680 Splitting cluster 20 changes total score from -7869443.000000 to -7870815.000000 So it's getting split into cluster 26. Entering ConstructFrom: Trying to split cluster 21 (3837 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3837 members Entering Unmasked Estep Score: -216537.593750 Penalty: 375.486298 Iteration 0F: 2 clusters Score -216537.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -213918.343750 Penalty: 750.972595 Iteration 0F: 3 clusters Score -213918.3 nChanged 1711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 2261 members Entering Unmasked Estep Score: -214912.781250 Penalty: 750.972595 Iteration 1F: 3 clusters Score -214912.8 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -215010.828125 Penalty: 750.972595 Iteration 2F: 3 clusters Score -215010.8 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 2557 members Entering Unmasked Estep Score: -215116.203125 Penalty: 750.972595 Iteration 3F: 3 clusters Score -215116.2 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 2764 members Entering Unmasked Estep Score: -215279.890625 Penalty: 750.972595 Iteration 4F: 3 clusters Score -215279.9 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 3010 members Entering Unmasked Estep Score: -215501.375000 Penalty: 750.972595 Iteration 5F: 3 clusters Score -215501.4 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 3250 members Entering Unmasked Estep Score: -215742.015625 Penalty: 750.972595 Iteration 6F: 3 clusters Score -215742 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 3432 members Entering Unmasked Estep Score: -215918.234375 Penalty: 750.972595 Iteration 7Q: 3 clusters Score -215918.2 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 3556 members Entering Unmasked Estep Score: -216054.687500 Penalty: 750.972595 Iteration 8Q: 3 clusters Score -216054.7 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 3630 members Entering Unmasked Estep Score: -216138.015625 Penalty: 750.972595 Iteration 9Q: 3 clusters Score -216138 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 3662 members Entering Unmasked Estep Score: -216173.781250 Penalty: 750.972595 Iteration 10Q: 3 clusters Score -216173.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 3682 members Entering Unmasked Estep Score: -216190.703125 Penalty: 750.972595 Iteration 11Q: 3 clusters Score -216190.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 3691 members Entering Unmasked Estep Score: -216195.031250 Penalty: 750.972595 Iteration 12Q: 3 clusters Score -216195 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 3696 members Entering Unmasked Estep Score: -216197.218750 Penalty: 750.972595 Iteration 13Q: 3 clusters Score -216197.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 3695 members Entering Unmasked Estep Score: -216198.046875 Penalty: 750.972595 Iteration 14Q: 3 clusters Score -216198 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 3695 members Entering Unmasked Estep Score: -216198.046875 Penalty: 750.972595 Iteration 15F: 3 clusters Score -216198 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (180 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Entering Unmasked Estep Score: -9064.123047 Penalty: 236.279541 Iteration 0F: 2 clusters Score -9064.123 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -8787.228516 Penalty: 472.559082 Iteration 0F: 3 clusters Score -8787.229 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -8848.197266 Penalty: 472.559082 Iteration 1F: 3 clusters Score -8848.197 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -8856.263672 Penalty: 472.559082 Iteration 2Q: 3 clusters Score -8856.264 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -8857.064453 Penalty: 472.559082 Iteration 3Q: 3 clusters Score -8857.064 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -8857.064453 Penalty: 472.559082 Iteration 4F: 3 clusters Score -8857.064 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (1681 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Entering Unmasked Estep Score: -91751.937500 Penalty: 337.935059 Iteration 0F: 2 clusters Score -91751.94 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -90512.554688 Penalty: 675.870117 Iteration 0F: 3 clusters Score -90512.55 nChanged 683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -90905.687500 Penalty: 675.870117 Iteration 1F: 3 clusters Score -90905.69 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -90957.718750 Penalty: 675.870117 Iteration 2F: 3 clusters Score -90957.72 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -90990.835938 Penalty: 675.870117 Iteration 3Q: 3 clusters Score -90990.84 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -91022.281250 Penalty: 675.870117 Iteration 4Q: 3 clusters Score -91022.28 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -91047.476562 Penalty: 675.870117 Iteration 5Q: 3 clusters Score -91047.48 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -91071.515625 Penalty: 675.870117 Iteration 6Q: 3 clusters Score -91071.52 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -91109.468750 Penalty: 675.870117 Iteration 7Q: 3 clusters Score -91109.47 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -91156.492188 Penalty: 675.870117 Iteration 8Q: 3 clusters Score -91156.49 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -91214.625000 Penalty: 675.870117 Iteration 9Q: 3 clusters Score -91214.62 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -91263.804688 Penalty: 675.870117 Iteration 10Q: 3 clusters Score -91263.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -91284.062500 Penalty: 675.870117 Iteration 11Q: 3 clusters Score -91284.06 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -91299.585938 Penalty: 675.870117 Iteration 12Q: 3 clusters Score -91299.59 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -91311.796875 Penalty: 675.870117 Iteration 13Q: 3 clusters Score -91311.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -91324.640625 Penalty: 675.870117 Iteration 14Q: 3 clusters Score -91324.64 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -91340.429688 Penalty: 675.870117 Iteration 15Q: 3 clusters Score -91340.43 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -91358.617188 Penalty: 675.870117 Iteration 16Q: 3 clusters Score -91358.62 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -91378.648438 Penalty: 675.870117 Iteration 17Q: 3 clusters Score -91378.65 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -91400.304688 Penalty: 675.870117 Iteration 18Q: 3 clusters Score -91400.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -91415.703125 Penalty: 675.870117 Iteration 19Q: 3 clusters Score -91415.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -91438.179688 Penalty: 675.870117 Iteration 20F: 3 clusters Score -91438.18 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -91450.773438 Penalty: 675.870117 Iteration 21Q: 3 clusters Score -91450.77 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -91462.773438 Penalty: 675.870117 Iteration 22Q: 3 clusters Score -91462.77 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -91476.328125 Penalty: 675.870117 Iteration 23Q: 3 clusters Score -91476.33 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -91498.695312 Penalty: 675.870117 Iteration 24Q: 3 clusters Score -91498.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -91530.109375 Penalty: 675.870117 Iteration 25Q: 3 clusters Score -91530.11 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -91581.140625 Penalty: 675.870117 Iteration 26Q: 3 clusters Score -91581.14 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -91665.945312 Penalty: 675.870117 Iteration 27Q: 3 clusters Score -91665.95 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -91726.632812 Penalty: 675.870117 Iteration 28Q: 3 clusters Score -91726.63 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -91760.671875 Penalty: 675.870117 Iteration 29Q: 3 clusters Score -91760.67 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -91775.695312 Penalty: 675.870117 Iteration 30Q: 3 clusters Score -91775.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -91783.789062 Penalty: 675.870117 Iteration 31Q: 3 clusters Score -91783.79 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -91788.460938 Penalty: 675.870117 Iteration 32Q: 3 clusters Score -91788.46 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -91792.351562 Penalty: 675.870117 Iteration 33Q: 3 clusters Score -91792.35 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -91796.046875 Penalty: 675.870117 Iteration 34Q: 3 clusters Score -91796.05 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -91797.929688 Penalty: 675.870117 Iteration 35Q: 3 clusters Score -91797.93 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -91799.906250 Penalty: 675.870117 Iteration 36Q: 3 clusters Score -91799.91 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -91801.992188 Penalty: 675.870117 Iteration 37Q: 3 clusters Score -91801.99 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -91803.671875 Penalty: 675.870117 Iteration 38Q: 3 clusters Score -91803.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -91803.734375 Penalty: 675.870117 Iteration 39Q: 3 clusters Score -91803.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -91803.734375 Penalty: 675.870117 Iteration 40F: 3 clusters Score -91803.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 2282 members Mstep: Class 1 contains 10807 members Mstep: Class 2 contains 215 members Mstep: Class 3 contains 230 members Mstep: Class 4 contains 1583 members Mstep: Class 5 contains 117 members Mstep: Class 6 contains 1937 members Mstep: Class 7 contains 393 members Mstep: Class 8 contains 439 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 520 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2529 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 9582 members Mstep: Class 16 contains 1003 members Mstep: Class 17 contains 663 members Mstep: Class 18 contains 961 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 100579 members Mstep: Class 21 contains 3837 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1266 members Mstep: Class 24 contains 70 members Mstep: Class 25 contains 259 members Mstep: Class 26 contains 3858 members Mstep: Class 27 contains 415 members Entering Unmasked Estep Score: -7870673.000000 Penalty: 14598.144531 Splitting cluster 23 changes total score from -7869443.000000 to -7870673.000000 So it's getting split into cluster 27. Entering ConstructFrom: Trying to split cluster 24 (70 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Entering Unmasked Estep Score: -3302.113281 Penalty: 193.306534 Iteration 0F: 2 clusters Score -3302.113 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41 members Mstep: Class 2 contains 29 members Entering Unmasked Estep Score: -3129.888184 Penalty: 386.613068 Iteration 0F: 3 clusters Score -3129.888 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39 members Mstep: Class 2 contains 31 members Entering Unmasked Estep Score: -3148.075684 Penalty: 386.613068 Iteration 1F: 3 clusters Score -3148.076 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 2282 members Mstep: Class 1 contains 10807 members Mstep: Class 2 contains 215 members Mstep: Class 3 contains 230 members Mstep: Class 4 contains 1583 members Mstep: Class 5 contains 117 members Mstep: Class 6 contains 1937 members Mstep: Class 7 contains 393 members Mstep: Class 8 contains 439 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 520 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2529 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 9582 members Mstep: Class 16 contains 1003 members Mstep: Class 17 contains 663 members Mstep: Class 18 contains 961 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 100579 members Mstep: Class 21 contains 3837 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1266 members Mstep: Class 24 contains 70 members Entering Unmasked Estep ConsiderDeletion Score: -7870747.500000 Penalty: 14598.144531 Iteration 119Q: 28 clusters Score -7870748 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 2282 members Mstep: Class 1 contains 11007 members Mstep: Class 2 contains 216 members Mstep: Class 3 contains 230 members Mstep: Class 4 contains 1583 members Mstep: Class 5 contains 116 members Mstep: Class 6 contains 1941 members Mstep: Class 7 contains 396 members Mstep: Class 8 contains 439 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 518 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2533 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 9451 members Mstep: Class 16 contains 987 members Mstep: Class 17 contains 662 members Mstep: Class 18 contains 961 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 100601 members Mstep: Class 21 contains 3748 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1282 members Mstep: Class 24 contains 70 members Mstep: Class 25 contains 256 members Mstep: Class 26 contains 3855 members Mstep: Class 27 contains 411 members Entering Unmasked Estep ConsiderDeletion Score: -7870896.500000 Penalty: 14598.144531 Iteration 120F: 28 clusters Score -7870896 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 2280 members Mstep: Class 1 contains 11107 members Mstep: Class 2 contains 216 members Mstep: Class 3 contains 230 members Mstep: Class 4 contains 1584 members Mstep: Class 5 contains 116 members Mstep: Class 6 contains 1943 members Mstep: Class 7 contains 396 members Mstep: Class 8 contains 438 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 514 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2509 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 9359 members Mstep: Class 16 contains 976 members Mstep: Class 17 contains 663 members Mstep: Class 18 contains 959 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 100623 members Mstep: Class 21 contains 3662 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1294 members Mstep: Class 24 contains 70 members Mstep: Class 25 contains 258 members Mstep: Class 26 contains 3914 members Mstep: Class 27 contains 434 members Entering Unmasked Estep ConsiderDeletion Score: -7871031.500000 Penalty: 14598.144531 Iteration 121Q: 28 clusters Score -7871032 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 2280 members Mstep: Class 1 contains 11224 members Mstep: Class 2 contains 216 members Mstep: Class 3 contains 227 members Mstep: Class 4 contains 1586 members Mstep: Class 5 contains 117 members Mstep: Class 6 contains 1945 members Mstep: Class 7 contains 397 members Mstep: Class 8 contains 438 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 513 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2492 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 9291 members Mstep: Class 16 contains 970 members Mstep: Class 17 contains 660 members Mstep: Class 18 contains 956 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 100623 members Mstep: Class 21 contains 3590 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1301 members Mstep: Class 24 contains 70 members Mstep: Class 25 contains 260 members Mstep: Class 26 contains 3940 members Mstep: Class 27 contains 449 members Entering Unmasked Estep ConsiderDeletion Score: -7871100.500000 Penalty: 14598.144531 Iteration 122Q: 28 clusters Score -7871100 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 2280 members Mstep: Class 1 contains 11343 members Mstep: Class 2 contains 216 members Mstep: Class 3 contains 226 members Mstep: Class 4 contains 1592 members Mstep: Class 5 contains 118 members Mstep: Class 6 contains 1942 members Mstep: Class 7 contains 397 members Mstep: Class 8 contains 438 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 509 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2480 members Mstep: Class 14 contains 109 members Mstep: Class 15 contains 9234 members Mstep: Class 16 contains 965 members Mstep: Class 17 contains 655 members Mstep: Class 18 contains 955 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 100609 members Mstep: Class 21 contains 3520 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1305 members Mstep: Class 24 contains 70 members Mstep: Class 25 contains 261 members Mstep: Class 26 contains 3969 members Mstep: Class 27 contains 461 members Entering Unmasked Estep ConsiderDeletion Score: -7871134.500000 Penalty: 14598.144531 Iteration 123Q: 28 clusters Score -7871134 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 2280 members Mstep: Class 1 contains 11443 members Mstep: Class 2 contains 216 members Mstep: Class 3 contains 226 members Mstep: Class 4 contains 1599 members Mstep: Class 5 contains 119 members Mstep: Class 6 contains 1939 members Mstep: Class 7 contains 397 members Mstep: Class 8 contains 437 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 509 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2474 members Mstep: Class 14 contains 110 members Mstep: Class 15 contains 9194 members Mstep: Class 16 contains 961 members Mstep: Class 17 contains 649 members Mstep: Class 18 contains 957 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 100598 members Mstep: Class 21 contains 3452 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1311 members Mstep: Class 24 contains 70 members Mstep: Class 25 contains 261 members Mstep: Class 26 contains 3989 members Mstep: Class 27 contains 463 members Entering Unmasked Estep ConsiderDeletion Score: -7871171.000000 Penalty: 14598.144531 Iteration 124Q: 28 clusters Score -7871171 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 2280 members Mstep: Class 1 contains 11531 members Mstep: Class 2 contains 217 members Mstep: Class 3 contains 226 members Mstep: Class 4 contains 1602 members Mstep: Class 5 contains 119 members Mstep: Class 6 contains 1937 members Mstep: Class 7 contains 397 members Mstep: Class 8 contains 437 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 509 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2466 members Mstep: Class 14 contains 110 members Mstep: Class 15 contains 9176 members Mstep: Class 16 contains 955 members Mstep: Class 17 contains 640 members Mstep: Class 18 contains 956 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 100570 members Mstep: Class 21 contains 3404 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1318 members Mstep: Class 24 contains 70 members Mstep: Class 25 contains 261 members Mstep: Class 26 contains 4004 members Mstep: Class 27 contains 469 members Entering Unmasked Estep ConsiderDeletion Score: -7871194.000000 Penalty: 14598.144531 Iteration 125Q: 28 clusters Score -7871194 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 2280 members Mstep: Class 1 contains 11605 members Mstep: Class 2 contains 217 members Mstep: Class 3 contains 226 members Mstep: Class 4 contains 1605 members Mstep: Class 5 contains 119 members Mstep: Class 6 contains 1932 members Mstep: Class 7 contains 397 members Mstep: Class 8 contains 437 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 508 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2459 members Mstep: Class 14 contains 110 members Mstep: Class 15 contains 9158 members Mstep: Class 16 contains 950 members Mstep: Class 17 contains 634 members Mstep: Class 18 contains 956 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 100556 members Mstep: Class 21 contains 3356 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1324 members Mstep: Class 24 contains 70 members Mstep: Class 25 contains 261 members Mstep: Class 26 contains 4019 members Mstep: Class 27 contains 475 members Entering Unmasked Estep ConsiderDeletion Score: -7871179.000000 Penalty: 14598.144531 Iteration 126Q: 28 clusters Score -7871179 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 2280 members Mstep: Class 1 contains 11663 members Mstep: Class 2 contains 217 members Mstep: Class 3 contains 226 members Mstep: Class 4 contains 1612 members Mstep: Class 5 contains 119 members Mstep: Class 6 contains 1928 members Mstep: Class 7 contains 397 members Mstep: Class 8 contains 437 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 508 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2454 members Mstep: Class 14 contains 110 members Mstep: Class 15 contains 9136 members Mstep: Class 16 contains 949 members Mstep: Class 17 contains 629 members Mstep: Class 18 contains 955 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 100539 members Mstep: Class 21 contains 3318 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1324 members Mstep: Class 24 contains 70 members Mstep: Class 25 contains 261 members Mstep: Class 26 contains 4041 members Mstep: Class 27 contains 481 members Entering Unmasked Estep ConsiderDeletion Score: -7871217.500000 Penalty: 14598.144531 Iteration 127Q: 28 clusters Score -7871218 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 2280 members Mstep: Class 1 contains 11721 members Mstep: Class 2 contains 217 members Mstep: Class 3 contains 226 members Mstep: Class 4 contains 1614 members Mstep: Class 5 contains 119 members Mstep: Class 6 contains 1926 members Mstep: Class 7 contains 397 members Mstep: Class 8 contains 437 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2446 members Mstep: Class 14 contains 110 members Mstep: Class 15 contains 9110 members Mstep: Class 16 contains 949 members Mstep: Class 17 contains 627 members Mstep: Class 18 contains 954 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 100519 members Mstep: Class 21 contains 3284 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1324 members Mstep: Class 24 contains 70 members Mstep: Class 25 contains 261 members Mstep: Class 26 contains 4068 members Mstep: Class 27 contains 489 members Entering Unmasked Estep ConsiderDeletion Score: -7871219.500000 Penalty: 14598.144531 Iteration 128Q: 28 clusters Score -7871220 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 2280 members Mstep: Class 1 contains 11772 members Mstep: Class 2 contains 216 members Mstep: Class 3 contains 226 members Mstep: Class 4 contains 1616 members Mstep: Class 5 contains 119 members Mstep: Class 6 contains 1923 members Mstep: Class 7 contains 397 members Mstep: Class 8 contains 437 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2441 members Mstep: Class 14 contains 110 members Mstep: Class 15 contains 9092 members Mstep: Class 16 contains 949 members Mstep: Class 17 contains 628 members Mstep: Class 18 contains 953 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 100498 members Mstep: Class 21 contains 3251 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1325 members Mstep: Class 24 contains 70 members Mstep: Class 25 contains 261 members Mstep: Class 26 contains 4090 members Mstep: Class 27 contains 494 members Entering Unmasked Estep ConsiderDeletion Score: -7871211.000000 Penalty: 14598.144531 Iteration 129Q: 28 clusters Score -7871211 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 2280 members Mstep: Class 1 contains 11821 members Mstep: Class 2 contains 216 members Mstep: Class 3 contains 226 members Mstep: Class 4 contains 1615 members Mstep: Class 5 contains 119 members Mstep: Class 6 contains 1919 members Mstep: Class 7 contains 397 members Mstep: Class 8 contains 437 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2438 members Mstep: Class 14 contains 110 members Mstep: Class 15 contains 9076 members Mstep: Class 16 contains 949 members Mstep: Class 17 contains 626 members Mstep: Class 18 contains 953 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 100469 members Mstep: Class 21 contains 3225 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1325 members Mstep: Class 24 contains 70 members Mstep: Class 25 contains 261 members Mstep: Class 26 contains 4119 members Mstep: Class 27 contains 497 members Entering Unmasked Estep ConsiderDeletion Score: -7871222.500000 Penalty: 14598.144531 Iteration 130Q: 28 clusters Score -7871222 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 2280 members Mstep: Class 1 contains 11870 members Mstep: Class 2 contains 216 members Mstep: Class 3 contains 226 members Mstep: Class 4 contains 1618 members Mstep: Class 5 contains 119 members Mstep: Class 6 contains 1916 members Mstep: Class 7 contains 397 members Mstep: Class 8 contains 437 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 505 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2435 members Mstep: Class 14 contains 110 members Mstep: Class 15 contains 9062 members Mstep: Class 16 contains 949 members Mstep: Class 17 contains 626 members Mstep: Class 18 contains 953 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 100424 members Mstep: Class 21 contains 3200 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1325 members Mstep: Class 24 contains 70 members Mstep: Class 25 contains 261 members Mstep: Class 26 contains 4155 members Mstep: Class 27 contains 500 members Entering Unmasked Estep ConsiderDeletion Score: -7871220.500000 Penalty: 14598.144531 Iteration 131Q: 28 clusters Score -7871220 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 2280 members Mstep: Class 1 contains 11913 members Mstep: Class 2 contains 216 members Mstep: Class 3 contains 226 members Mstep: Class 4 contains 1620 members Mstep: Class 5 contains 119 members Mstep: Class 6 contains 1916 members Mstep: Class 7 contains 397 members Mstep: Class 8 contains 437 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 504 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2431 members Mstep: Class 14 contains 110 members Mstep: Class 15 contains 9054 members Mstep: Class 16 contains 949 members Mstep: Class 17 contains 625 members Mstep: Class 18 contains 952 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 100380 members Mstep: Class 21 contains 3171 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1325 members Mstep: Class 24 contains 70 members Mstep: Class 25 contains 261 members Mstep: Class 26 contains 4194 members Mstep: Class 27 contains 504 members Entering Unmasked Estep ConsiderDeletion Score: -7871232.500000 Penalty: 14598.144531 Iteration 132Q: 28 clusters Score -7871232 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 2280 members Mstep: Class 1 contains 11955 members Mstep: Class 2 contains 216 members Mstep: Class 3 contains 226 members Mstep: Class 4 contains 1622 members Mstep: Class 5 contains 119 members Mstep: Class 6 contains 1914 members Mstep: Class 7 contains 397 members Mstep: Class 8 contains 437 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 504 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2429 members Mstep: Class 14 contains 110 members Mstep: Class 15 contains 9047 members Mstep: Class 16 contains 949 members Mstep: Class 17 contains 625 members Mstep: Class 18 contains 951 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 100341 members Mstep: Class 21 contains 3142 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1325 members Mstep: Class 24 contains 70 members Mstep: Class 25 contains 261 members Mstep: Class 26 contains 4228 members Mstep: Class 27 contains 506 members Entering Unmasked Estep ConsiderDeletion Score: -7871247.000000 Penalty: 14598.144531 Iteration 133Q: 28 clusters Score -7871247 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 2280 members Mstep: Class 1 contains 11995 members Mstep: Class 2 contains 216 members Mstep: Class 3 contains 226 members Mstep: Class 4 contains 1623 members Mstep: Class 5 contains 119 members Mstep: Class 6 contains 1908 members Mstep: Class 7 contains 397 members Mstep: Class 8 contains 437 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 504 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2429 members Mstep: Class 14 contains 110 members Mstep: Class 15 contains 9045 members Mstep: Class 16 contains 949 members Mstep: Class 17 contains 624 members Mstep: Class 18 contains 951 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 100302 members Mstep: Class 21 contains 3115 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1325 members Mstep: Class 24 contains 70 members Mstep: Class 25 contains 261 members Mstep: Class 26 contains 4262 members Mstep: Class 27 contains 506 members Entering Unmasked Estep ConsiderDeletion Score: -7871255.000000 Penalty: 14598.144531 Iteration 134Q: 28 clusters Score -7871255 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 2280 members Mstep: Class 1 contains 12040 members Mstep: Class 2 contains 216 members Mstep: Class 3 contains 226 members Mstep: Class 4 contains 1623 members Mstep: Class 5 contains 119 members Mstep: Class 6 contains 1906 members Mstep: Class 7 contains 397 members Mstep: Class 8 contains 437 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 504 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2429 members Mstep: Class 14 contains 110 members Mstep: Class 15 contains 9039 members Mstep: Class 16 contains 949 members Mstep: Class 17 contains 621 members Mstep: Class 18 contains 952 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 100260 members Mstep: Class 21 contains 3096 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1325 members Mstep: Class 24 contains 70 members Mstep: Class 25 contains 261 members Mstep: Class 26 contains 4288 members Mstep: Class 27 contains 506 members Entering Unmasked Estep ConsiderDeletion Score: -7871240.500000 Penalty: 14598.144531 Iteration 135Q: 28 clusters Score -7871240 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 2280 members Mstep: Class 1 contains 12076 members Mstep: Class 2 contains 216 members Mstep: Class 3 contains 226 members Mstep: Class 4 contains 1623 members Mstep: Class 5 contains 119 members Mstep: Class 6 contains 1901 members Mstep: Class 7 contains 397 members Mstep: Class 8 contains 437 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 504 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2429 members Mstep: Class 14 contains 110 members Mstep: Class 15 contains 9034 members Mstep: Class 16 contains 949 members Mstep: Class 17 contains 619 members Mstep: Class 18 contains 951 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 100226 members Mstep: Class 21 contains 3082 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1325 members Mstep: Class 24 contains 70 members Mstep: Class 25 contains 261 members Mstep: Class 26 contains 4313 members Mstep: Class 27 contains 506 members Entering Unmasked Estep ConsiderDeletion Score: -7871237.500000 Penalty: 14598.144531 Iteration 136Q: 28 clusters Score -7871238 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 2280 members Mstep: Class 1 contains 12112 members Mstep: Class 2 contains 216 members Mstep: Class 3 contains 226 members Mstep: Class 4 contains 1623 members Mstep: Class 5 contains 119 members Mstep: Class 6 contains 1895 members Mstep: Class 7 contains 397 members Mstep: Class 8 contains 437 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 504 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2429 members Mstep: Class 14 contains 110 members Mstep: Class 15 contains 9028 members Mstep: Class 16 contains 949 members Mstep: Class 17 contains 619 members Mstep: Class 18 contains 951 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 100190 members Mstep: Class 21 contains 3067 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1325 members Mstep: Class 24 contains 70 members Mstep: Class 25 contains 261 members Mstep: Class 26 contains 4340 members Mstep: Class 27 contains 506 members Entering Unmasked Estep ConsiderDeletion Score: -7871255.500000 Penalty: 14598.144531 Iteration 137Q: 28 clusters Score -7871256 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 2280 members Mstep: Class 1 contains 12163 members Mstep: Class 2 contains 216 members Mstep: Class 3 contains 226 members Mstep: Class 4 contains 1624 members Mstep: Class 5 contains 119 members Mstep: Class 6 contains 1889 members Mstep: Class 7 contains 397 members Mstep: Class 8 contains 437 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 504 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2429 members Mstep: Class 14 contains 110 members Mstep: Class 15 contains 9020 members Mstep: Class 16 contains 949 members Mstep: Class 17 contains 619 members Mstep: Class 18 contains 951 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 100145 members Mstep: Class 21 contains 3051 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1325 members Mstep: Class 24 contains 70 members Mstep: Class 25 contains 261 members Mstep: Class 26 contains 4363 members Mstep: Class 27 contains 506 members Entering Unmasked Estep ConsiderDeletion Score: -7871267.000000 Penalty: 14598.144531 Iteration 138Q: 28 clusters Score -7871267 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 2280 members Mstep: Class 1 contains 12212 members Mstep: Class 2 contains 216 members Mstep: Class 3 contains 226 members Mstep: Class 4 contains 1624 members Mstep: Class 5 contains 119 members Mstep: Class 6 contains 1881 members Mstep: Class 7 contains 397 members Mstep: Class 8 contains 437 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 504 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2429 members Mstep: Class 14 contains 110 members Mstep: Class 15 contains 9019 members Mstep: Class 16 contains 949 members Mstep: Class 17 contains 618 members Mstep: Class 18 contains 952 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 100098 members Mstep: Class 21 contains 3039 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1325 members Mstep: Class 24 contains 70 members Mstep: Class 25 contains 261 members Mstep: Class 26 contains 4382 members Mstep: Class 27 contains 506 members Entering Unmasked Estep ConsiderDeletion Score: -7871280.500000 Penalty: 14598.144531 Iteration 139Q: 28 clusters Score -7871280 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 2280 members Mstep: Class 1 contains 12264 members Mstep: Class 2 contains 216 members Mstep: Class 3 contains 226 members Mstep: Class 4 contains 1624 members Mstep: Class 5 contains 119 members Mstep: Class 6 contains 1876 members Mstep: Class 7 contains 397 members Mstep: Class 8 contains 437 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 503 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2429 members Mstep: Class 14 contains 110 members Mstep: Class 15 contains 9017 members Mstep: Class 16 contains 949 members Mstep: Class 17 contains 617 members Mstep: Class 18 contains 952 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 100045 members Mstep: Class 21 contains 3031 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1325 members Mstep: Class 24 contains 70 members Mstep: Class 25 contains 261 members Mstep: Class 26 contains 4400 members Mstep: Class 27 contains 506 members Entering Unmasked Estep ConsiderDeletion Score: -7871281.500000 Penalty: 14598.144531 Iteration 140F: 28 clusters Score -7871282 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 2280 members Mstep: Class 1 contains 12319 members Mstep: Class 2 contains 216 members Mstep: Class 3 contains 226 members Mstep: Class 4 contains 1623 members Mstep: Class 5 contains 119 members Mstep: Class 6 contains 1873 members Mstep: Class 7 contains 397 members Mstep: Class 8 contains 437 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 502 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2429 members Mstep: Class 14 contains 110 members Mstep: Class 15 contains 9016 members Mstep: Class 16 contains 949 members Mstep: Class 17 contains 617 members Mstep: Class 18 contains 952 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 99984 members Mstep: Class 21 contains 3025 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1325 members Mstep: Class 24 contains 70 members Mstep: Class 25 contains 261 members Mstep: Class 26 contains 4418 members Mstep: Class 27 contains 506 members Entering Unmasked Estep ConsiderDeletion Score: -7871283.500000 Penalty: 14598.144531 Iteration 141Q: 28 clusters Score -7871284 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 2280 members Mstep: Class 1 contains 12365 members Mstep: Class 2 contains 216 members Mstep: Class 3 contains 226 members Mstep: Class 4 contains 1624 members Mstep: Class 5 contains 119 members Mstep: Class 6 contains 1868 members Mstep: Class 7 contains 397 members Mstep: Class 8 contains 437 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 501 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2429 members Mstep: Class 14 contains 110 members Mstep: Class 15 contains 9014 members Mstep: Class 16 contains 949 members Mstep: Class 17 contains 617 members Mstep: Class 18 contains 953 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 99929 members Mstep: Class 21 contains 3022 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1325 members Mstep: Class 24 contains 70 members Mstep: Class 25 contains 261 members Mstep: Class 26 contains 4436 members Mstep: Class 27 contains 506 members Entering Unmasked Estep ConsiderDeletion Score: -7871286.500000 Penalty: 14598.144531 Iteration 142Q: 28 clusters Score -7871286 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 2280 members Mstep: Class 1 contains 12401 members Mstep: Class 2 contains 216 members Mstep: Class 3 contains 226 members Mstep: Class 4 contains 1624 members Mstep: Class 5 contains 119 members Mstep: Class 6 contains 1865 members Mstep: Class 7 contains 397 members Mstep: Class 8 contains 437 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 500 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2429 members Mstep: Class 14 contains 110 members Mstep: Class 15 contains 9014 members Mstep: Class 16 contains 949 members Mstep: Class 17 contains 617 members Mstep: Class 18 contains 952 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 99889 members Mstep: Class 21 contains 3020 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1325 members Mstep: Class 24 contains 70 members Mstep: Class 25 contains 261 members Mstep: Class 26 contains 4447 members Mstep: Class 27 contains 506 members Entering Unmasked Estep ConsiderDeletion Score: -7871286.500000 Penalty: 14598.144531 Iteration 143Q: 28 clusters Score -7871286 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 2280 members Mstep: Class 1 contains 12436 members Mstep: Class 2 contains 216 members Mstep: Class 3 contains 226 members Mstep: Class 4 contains 1623 members Mstep: Class 5 contains 119 members Mstep: Class 6 contains 1861 members Mstep: Class 7 contains 397 members Mstep: Class 8 contains 437 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 500 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2429 members Mstep: Class 14 contains 110 members Mstep: Class 15 contains 9015 members Mstep: Class 16 contains 949 members Mstep: Class 17 contains 616 members Mstep: Class 18 contains 952 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 99854 members Mstep: Class 21 contains 3019 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1325 members Mstep: Class 24 contains 70 members Mstep: Class 25 contains 261 members Mstep: Class 26 contains 4453 members Mstep: Class 27 contains 506 members Entering Unmasked Estep ConsiderDeletion Score: -7871293.500000 Penalty: 14598.144531 Iteration 144Q: 28 clusters Score -7871294 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 2280 members Mstep: Class 1 contains 12468 members Mstep: Class 2 contains 216 members Mstep: Class 3 contains 226 members Mstep: Class 4 contains 1623 members Mstep: Class 5 contains 119 members Mstep: Class 6 contains 1857 members Mstep: Class 7 contains 397 members Mstep: Class 8 contains 437 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 500 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2429 members Mstep: Class 14 contains 110 members Mstep: Class 15 contains 9015 members Mstep: Class 16 contains 949 members Mstep: Class 17 contains 616 members Mstep: Class 18 contains 952 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 99824 members Mstep: Class 21 contains 3017 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1325 members Mstep: Class 24 contains 70 members Mstep: Class 25 contains 261 members Mstep: Class 26 contains 4457 members Mstep: Class 27 contains 506 members Entering Unmasked Estep ConsiderDeletion Score: -7871289.000000 Penalty: 14598.144531 Iteration 145Q: 28 clusters Score -7871289 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 2280 members Mstep: Class 1 contains 12495 members Mstep: Class 2 contains 216 members Mstep: Class 3 contains 226 members Mstep: Class 4 contains 1623 members Mstep: Class 5 contains 119 members Mstep: Class 6 contains 1850 members Mstep: Class 7 contains 397 members Mstep: Class 8 contains 437 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 500 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2429 members Mstep: Class 14 contains 110 members Mstep: Class 15 contains 9014 members Mstep: Class 16 contains 949 members Mstep: Class 17 contains 616 members Mstep: Class 18 contains 952 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 99799 members Mstep: Class 21 contains 3017 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1325 members Mstep: Class 24 contains 70 members Mstep: Class 25 contains 261 members Mstep: Class 26 contains 4463 members Mstep: Class 27 contains 506 members Entering Unmasked Estep ConsiderDeletion Score: -7871290.000000 Penalty: 14598.144531 Iteration 146Q: 28 clusters Score -7871290 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 2280 members Mstep: Class 1 contains 12520 members Mstep: Class 2 contains 216 members Mstep: Class 3 contains 226 members Mstep: Class 4 contains 1623 members Mstep: Class 5 contains 119 members Mstep: Class 6 contains 1847 members Mstep: Class 7 contains 397 members Mstep: Class 8 contains 437 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 500 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2429 members Mstep: Class 14 contains 110 members Mstep: Class 15 contains 9014 members Mstep: Class 16 contains 949 members Mstep: Class 17 contains 616 members Mstep: Class 18 contains 952 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 99771 members Mstep: Class 21 contains 3017 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1325 members Mstep: Class 24 contains 70 members Mstep: Class 25 contains 261 members Mstep: Class 26 contains 4469 members Mstep: Class 27 contains 506 members Entering Unmasked Estep ConsiderDeletion Score: -7871281.000000 Penalty: 14598.144531 Iteration 147Q: 28 clusters Score -7871281 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 2280 members Mstep: Class 1 contains 12540 members Mstep: Class 2 contains 216 members Mstep: Class 3 contains 226 members Mstep: Class 4 contains 1622 members Mstep: Class 5 contains 119 members Mstep: Class 6 contains 1847 members Mstep: Class 7 contains 397 members Mstep: Class 8 contains 437 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 500 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2429 members Mstep: Class 14 contains 110 members Mstep: Class 15 contains 9014 members Mstep: Class 16 contains 949 members Mstep: Class 17 contains 616 members Mstep: Class 18 contains 952 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 99747 members Mstep: Class 21 contains 3017 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1325 members Mstep: Class 24 contains 70 members Mstep: Class 25 contains 261 members Mstep: Class 26 contains 4474 members Mstep: Class 27 contains 506 members Entering Unmasked Estep ConsiderDeletion Score: -7871275.500000 Penalty: 14598.144531 Iteration 148Q: 28 clusters Score -7871276 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 2280 members Mstep: Class 1 contains 12561 members Mstep: Class 2 contains 216 members Mstep: Class 3 contains 226 members Mstep: Class 4 contains 1622 members Mstep: Class 5 contains 119 members Mstep: Class 6 contains 1849 members Mstep: Class 7 contains 397 members Mstep: Class 8 contains 436 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 500 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2429 members Mstep: Class 14 contains 110 members Mstep: Class 15 contains 9014 members Mstep: Class 16 contains 949 members Mstep: Class 17 contains 616 members Mstep: Class 18 contains 952 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 99721 members Mstep: Class 21 contains 3017 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1325 members Mstep: Class 24 contains 70 members Mstep: Class 25 contains 261 members Mstep: Class 26 contains 4478 members Mstep: Class 27 contains 506 members Entering Unmasked Estep ConsiderDeletion Score: -7871275.500000 Penalty: 14598.144531 Iteration 149Q: 28 clusters Score -7871276 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 2280 members Mstep: Class 1 contains 12589 members Mstep: Class 2 contains 216 members Mstep: Class 3 contains 226 members Mstep: Class 4 contains 1622 members Mstep: Class 5 contains 119 members Mstep: Class 6 contains 1848 members Mstep: Class 7 contains 397 members Mstep: Class 8 contains 436 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 500 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2429 members Mstep: Class 14 contains 110 members Mstep: Class 15 contains 9014 members Mstep: Class 16 contains 949 members Mstep: Class 17 contains 616 members Mstep: Class 18 contains 952 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 99691 members Mstep: Class 21 contains 3016 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1325 members Mstep: Class 24 contains 70 members Mstep: Class 25 contains 261 members Mstep: Class 26 contains 4482 members Mstep: Class 27 contains 506 members Entering Unmasked Estep ConsiderDeletion Score: -7871275.000000 Penalty: 14598.144531 Iteration 150Q: 28 clusters Score -7871275 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 2280 members Mstep: Class 1 contains 12619 members Mstep: Class 2 contains 216 members Mstep: Class 3 contains 226 members Mstep: Class 4 contains 1622 members Mstep: Class 5 contains 119 members Mstep: Class 6 contains 1845 members Mstep: Class 7 contains 397 members Mstep: Class 8 contains 436 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 500 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2429 members Mstep: Class 14 contains 110 members Mstep: Class 15 contains 9012 members Mstep: Class 16 contains 949 members Mstep: Class 17 contains 616 members Mstep: Class 18 contains 952 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 99665 members Mstep: Class 21 contains 3014 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1325 members Mstep: Class 24 contains 70 members Mstep: Class 25 contains 261 members Mstep: Class 26 contains 4485 members Mstep: Class 27 contains 506 members Entering Unmasked Estep ConsiderDeletion Score: -7871284.500000 Penalty: 14598.144531 Iteration 151Q: 28 clusters Score -7871284 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 2280 members Mstep: Class 1 contains 12635 members Mstep: Class 2 contains 216 members Mstep: Class 3 contains 226 members Mstep: Class 4 contains 1622 members Mstep: Class 5 contains 119 members Mstep: Class 6 contains 1846 members Mstep: Class 7 contains 397 members Mstep: Class 8 contains 436 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 500 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2429 members Mstep: Class 14 contains 110 members Mstep: Class 15 contains 9011 members Mstep: Class 16 contains 949 members Mstep: Class 17 contains 616 members Mstep: Class 18 contains 952 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 99646 members Mstep: Class 21 contains 3010 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1325 members Mstep: Class 24 contains 70 members Mstep: Class 25 contains 261 members Mstep: Class 26 contains 4492 members Mstep: Class 27 contains 506 members Entering Unmasked Estep ConsiderDeletion Score: -7871294.500000 Penalty: 14598.144531 Iteration 152Q: 28 clusters Score -7871294 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 2280 members Mstep: Class 1 contains 12643 members Mstep: Class 2 contains 216 members Mstep: Class 3 contains 226 members Mstep: Class 4 contains 1623 members Mstep: Class 5 contains 119 members Mstep: Class 6 contains 1846 members Mstep: Class 7 contains 397 members Mstep: Class 8 contains 436 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 500 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2429 members Mstep: Class 14 contains 110 members Mstep: Class 15 contains 9008 members Mstep: Class 16 contains 949 members Mstep: Class 17 contains 616 members Mstep: Class 18 contains 952 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 99636 members Mstep: Class 21 contains 3008 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1325 members Mstep: Class 24 contains 70 members Mstep: Class 25 contains 261 members Mstep: Class 26 contains 4498 members Mstep: Class 27 contains 506 members Entering Unmasked Estep ConsiderDeletion Score: -7871293.000000 Penalty: 14598.144531 Iteration 153Q: 28 clusters Score -7871293 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 2280 members Mstep: Class 1 contains 12646 members Mstep: Class 2 contains 216 members Mstep: Class 3 contains 226 members Mstep: Class 4 contains 1624 members Mstep: Class 5 contains 119 members Mstep: Class 6 contains 1846 members Mstep: Class 7 contains 397 members Mstep: Class 8 contains 436 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 499 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2429 members Mstep: Class 14 contains 110 members Mstep: Class 15 contains 9005 members Mstep: Class 16 contains 949 members Mstep: Class 17 contains 616 members Mstep: Class 18 contains 952 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 99635 members Mstep: Class 21 contains 3006 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1325 members Mstep: Class 24 contains 70 members Mstep: Class 25 contains 261 members Mstep: Class 26 contains 4501 members Mstep: Class 27 contains 506 members Entering Unmasked Estep ConsiderDeletion Score: -7871291.000000 Penalty: 14598.144531 Iteration 154Q: 28 clusters Score -7871291 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 2280 members Mstep: Class 1 contains 12651 members Mstep: Class 2 contains 216 members Mstep: Class 3 contains 226 members Mstep: Class 4 contains 1625 members Mstep: Class 5 contains 119 members Mstep: Class 6 contains 1846 members Mstep: Class 7 contains 397 members Mstep: Class 8 contains 436 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 499 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2429 members Mstep: Class 14 contains 110 members Mstep: Class 15 contains 9003 members Mstep: Class 16 contains 949 members Mstep: Class 17 contains 616 members Mstep: Class 18 contains 952 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 99630 members Mstep: Class 21 contains 3005 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1325 members Mstep: Class 24 contains 70 members Mstep: Class 25 contains 261 members Mstep: Class 26 contains 4503 members Mstep: Class 27 contains 506 members Entering Unmasked Estep ConsiderDeletion Score: -7871289.500000 Penalty: 14598.144531 Iteration 155Q: 28 clusters Score -7871290 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 2280 members Mstep: Class 1 contains 12659 members Mstep: Class 2 contains 216 members Mstep: Class 3 contains 226 members Mstep: Class 4 contains 1626 members Mstep: Class 5 contains 119 members Mstep: Class 6 contains 1845 members Mstep: Class 7 contains 397 members Mstep: Class 8 contains 436 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 499 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2429 members Mstep: Class 14 contains 110 members Mstep: Class 15 contains 9002 members Mstep: Class 16 contains 949 members Mstep: Class 17 contains 616 members Mstep: Class 18 contains 952 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 99625 members Mstep: Class 21 contains 3001 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1325 members Mstep: Class 24 contains 70 members Mstep: Class 25 contains 261 members Mstep: Class 26 contains 4505 members Mstep: Class 27 contains 506 members Entering Unmasked Estep ConsiderDeletion Score: -7871293.000000 Penalty: 14598.144531 Iteration 156Q: 28 clusters Score -7871293 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 2280 members Mstep: Class 1 contains 12664 members Mstep: Class 2 contains 216 members Mstep: Class 3 contains 226 members Mstep: Class 4 contains 1626 members Mstep: Class 5 contains 119 members Mstep: Class 6 contains 1842 members Mstep: Class 7 contains 397 members Mstep: Class 8 contains 436 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 499 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2429 members Mstep: Class 14 contains 110 members Mstep: Class 15 contains 9001 members Mstep: Class 16 contains 949 members Mstep: Class 17 contains 616 members Mstep: Class 18 contains 952 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 99623 members Mstep: Class 21 contains 3002 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1325 members Mstep: Class 24 contains 70 members Mstep: Class 25 contains 261 members Mstep: Class 26 contains 4505 members Mstep: Class 27 contains 506 members Entering Unmasked Estep ConsiderDeletion Score: -7871289.500000 Penalty: 14598.144531 Iteration 157Q: 28 clusters Score -7871290 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 2280 members Mstep: Class 1 contains 12666 members Mstep: Class 2 contains 216 members Mstep: Class 3 contains 226 members Mstep: Class 4 contains 1626 members Mstep: Class 5 contains 119 members Mstep: Class 6 contains 1843 members Mstep: Class 7 contains 397 members Mstep: Class 8 contains 435 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 499 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2429 members Mstep: Class 14 contains 110 members Mstep: Class 15 contains 9000 members Mstep: Class 16 contains 949 members Mstep: Class 17 contains 616 members Mstep: Class 18 contains 952 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 99622 members Mstep: Class 21 contains 3002 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1325 members Mstep: Class 24 contains 70 members Mstep: Class 25 contains 261 members Mstep: Class 26 contains 4505 members Mstep: Class 27 contains 506 members Entering Unmasked Estep ConsiderDeletion Score: -7871296.000000 Penalty: 14598.144531 Iteration 158Q: 28 clusters Score -7871296 nChanged 1 Entering ConstructFrom: Score: -7871296.000000 Penalty: 14598.144531 Entering ConstructFrom: Trying to split cluster 1 (12666 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12666 members Entering Unmasked Estep Score: -768231.187500 Penalty: 429.823761 Iteration 0F: 2 clusters Score -768231.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6377 members Mstep: Class 2 contains 6289 members Entering Unmasked Estep Score: -759779.437500 Penalty: 859.647522 Iteration 0F: 3 clusters Score -759779.4 nChanged 5908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6981 members Mstep: Class 2 contains 5685 members Entering Unmasked Estep Score: -763210.875000 Penalty: 859.647522 Iteration 1F: 3 clusters Score -763210.9 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7379 members Mstep: Class 2 contains 5287 members Entering Unmasked Estep Score: -763465.562500 Penalty: 859.647522 Iteration 2F: 3 clusters Score -763465.6 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7915 members Mstep: Class 2 contains 4751 members Entering Unmasked Estep Score: -763770.187500 Penalty: 859.647522 Iteration 3F: 3 clusters Score -763770.2 nChanged 788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8621 members Mstep: Class 2 contains 4045 members Entering Unmasked Estep Score: -764223.812500 Penalty: 859.647522 Iteration 4F: 3 clusters Score -764223.8 nChanged 933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9514 members Mstep: Class 2 contains 3152 members Entering Unmasked Estep Score: -764921.937500 Penalty: 859.647522 Iteration 5F: 3 clusters Score -764921.9 nChanged 996 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10502 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -765848.812500 Penalty: 859.647522 Iteration 6F: 3 clusters Score -765848.8 nChanged 912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11410 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -766761.812500 Penalty: 859.647522 Iteration 7F: 3 clusters Score -766761.8 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11975 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -767318.125000 Penalty: 859.647522 Iteration 8Q: 3 clusters Score -767318.1 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12276 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -767610.375000 Penalty: 859.647522 Iteration 9Q: 3 clusters Score -767610.4 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12426 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -767736.562500 Penalty: 859.647522 Iteration 10Q: 3 clusters Score -767736.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12487 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -767792.125000 Penalty: 859.647522 Iteration 11Q: 3 clusters Score -767792.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12516 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -767815.812500 Penalty: 859.647522 Iteration 12Q: 3 clusters Score -767815.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12529 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -767824.250000 Penalty: 859.647522 Iteration 13Q: 3 clusters Score -767824.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12542 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -767830.187500 Penalty: 859.647522 Iteration 14Q: 3 clusters Score -767830.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12549 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -767835.562500 Penalty: 859.647522 Iteration 15Q: 3 clusters Score -767835.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12552 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -767840.437500 Penalty: 859.647522 Iteration 16Q: 3 clusters Score -767840.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12559 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -767845.562500 Penalty: 859.647522 Iteration 17Q: 3 clusters Score -767845.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12566 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -767851.375000 Penalty: 859.647522 Iteration 18Q: 3 clusters Score -767851.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12570 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -767853.125000 Penalty: 859.647522 Iteration 19Q: 3 clusters Score -767853.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12573 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -767854.937500 Penalty: 859.647522 Iteration 20F: 3 clusters Score -767854.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12575 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -767858.125000 Penalty: 859.647522 Iteration 21Q: 3 clusters Score -767858.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12577 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -767861.187500 Penalty: 859.647522 Iteration 22Q: 3 clusters Score -767861.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12577 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -767861.187500 Penalty: 859.647522 Iteration 23F: 3 clusters Score -767861.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (216 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Entering Unmasked Estep Score: -11090.195312 Penalty: 244.575165 Iteration 0F: 2 clusters Score -11090.2 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 113 members Entering Unmasked Estep Score: -10779.540039 Penalty: 489.150330 Iteration 0F: 3 clusters Score -10779.54 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -10882.724609 Penalty: 489.150330 Iteration 1F: 3 clusters Score -10882.72 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -10920.838867 Penalty: 489.150330 Iteration 2F: 3 clusters Score -10920.84 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -10943.222656 Penalty: 489.150330 Iteration 3F: 3 clusters Score -10943.22 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -10962.436523 Penalty: 489.150330 Iteration 4F: 3 clusters Score -10962.44 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -10982.853516 Penalty: 489.150330 Iteration 5Q: 3 clusters Score -10982.85 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -11011.718750 Penalty: 489.150330 Iteration 6Q: 3 clusters Score -11011.72 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -11015.852539 Penalty: 489.150330 Iteration 7Q: 3 clusters Score -11015.85 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -11016.502930 Penalty: 489.150330 Iteration 8Q: 3 clusters Score -11016.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -11016.502930 Penalty: 489.150330 Iteration 9F: 3 clusters Score -11016.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (226 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Entering Unmasked Estep Score: -9883.505859 Penalty: 246.634354 Iteration 0F: 2 clusters Score -9883.506 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 115 members Entering Unmasked Estep Score: -9603.220703 Penalty: 493.268707 Iteration 0F: 3 clusters Score -9603.221 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -9724.601562 Penalty: 493.268707 Iteration 1F: 3 clusters Score -9724.602 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -9821.011719 Penalty: 493.268707 Iteration 2F: 3 clusters Score -9821.012 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -9865.885742 Penalty: 493.268707 Iteration 3F: 3 clusters Score -9865.886 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -9894.791016 Penalty: 493.268707 Iteration 4F: 3 clusters Score -9894.791 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -9913.849609 Penalty: 493.268707 Iteration 5Q: 3 clusters Score -9913.85 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -9924.752930 Penalty: 493.268707 Iteration 6Q: 3 clusters Score -9924.753 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -9929.191406 Penalty: 493.268707 Iteration 7Q: 3 clusters Score -9929.191 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -9939.275391 Penalty: 493.268707 Iteration 8Q: 3 clusters Score -9939.275 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 43 members Entering Unmasked Estep Score: -9955.380859 Penalty: 493.268707 Iteration 9Q: 3 clusters Score -9955.381 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -9971.673828 Penalty: 493.268707 Iteration 10Q: 3 clusters Score -9971.674 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 36 members Entering Unmasked Estep Score: -9983.019531 Penalty: 493.268707 Iteration 11Q: 3 clusters Score -9983.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 36 members Entering Unmasked Estep Score: -9991.820312 Penalty: 493.268707 Iteration 12Q: 3 clusters Score -9991.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -10017.907227 Penalty: 493.268707 Iteration 13Q: 3 clusters Score -10017.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -10028.936523 Penalty: 493.268707 Iteration 14Q: 3 clusters Score -10028.94 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -10028.936523 Penalty: 493.268707 Iteration 15F: 3 clusters Score -10028.94 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 2280 members Mstep: Class 1 contains 12666 members Mstep: Class 2 contains 216 members Mstep: Class 3 contains 188 members Mstep: Class 4 contains 1626 members Mstep: Class 5 contains 119 members Mstep: Class 6 contains 1843 members Mstep: Class 7 contains 397 members Mstep: Class 8 contains 435 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 499 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2429 members Mstep: Class 14 contains 110 members Mstep: Class 15 contains 8999 members Mstep: Class 16 contains 949 members Mstep: Class 17 contains 616 members Mstep: Class 18 contains 952 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 99623 members Mstep: Class 21 contains 3002 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1325 members Mstep: Class 24 contains 70 members Mstep: Class 25 contains 261 members Mstep: Class 26 contains 4505 members Mstep: Class 27 contains 506 members Mstep: Class 28 contains 38 members Entering Unmasked Estep Score: -7871144.000000 Penalty: 15138.816406 Splitting cluster 3 changes total score from -7871296.000000 to -7871144.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 4 (1626 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Entering Unmasked Estep Score: -98815.992188 Penalty: 336.421478 Iteration 0F: 2 clusters Score -98815.99 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -97599.640625 Penalty: 672.842957 Iteration 0F: 3 clusters Score -97599.64 nChanged 686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -97978.234375 Penalty: 672.842957 Iteration 1F: 3 clusters Score -97978.23 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -98037.617188 Penalty: 672.842957 Iteration 2F: 3 clusters Score -98037.62 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -98081.523438 Penalty: 672.842957 Iteration 3F: 3 clusters Score -98081.52 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -98114.726562 Penalty: 672.842957 Iteration 4Q: 3 clusters Score -98114.73 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -98156.539062 Penalty: 672.842957 Iteration 5Q: 3 clusters Score -98156.54 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -98210.117188 Penalty: 672.842957 Iteration 6Q: 3 clusters Score -98210.12 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -98260.390625 Penalty: 672.842957 Iteration 7Q: 3 clusters Score -98260.39 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -98305.835938 Penalty: 672.842957 Iteration 8Q: 3 clusters Score -98305.84 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -98338.843750 Penalty: 672.842957 Iteration 9Q: 3 clusters Score -98338.84 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -98368.218750 Penalty: 672.842957 Iteration 10Q: 3 clusters Score -98368.22 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -98394.218750 Penalty: 672.842957 Iteration 11Q: 3 clusters Score -98394.22 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -98409.304688 Penalty: 672.842957 Iteration 12Q: 3 clusters Score -98409.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -98428.656250 Penalty: 672.842957 Iteration 13Q: 3 clusters Score -98428.66 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -98445.953125 Penalty: 672.842957 Iteration 14Q: 3 clusters Score -98445.95 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -98456.000000 Penalty: 672.842957 Iteration 15Q: 3 clusters Score -98456 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -98462.367188 Penalty: 672.842957 Iteration 16Q: 3 clusters Score -98462.37 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -98468.046875 Penalty: 672.842957 Iteration 17Q: 3 clusters Score -98468.05 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -98481.828125 Penalty: 672.842957 Iteration 18Q: 3 clusters Score -98481.83 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -98501.976562 Penalty: 672.842957 Iteration 19Q: 3 clusters Score -98501.98 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -98511.101562 Penalty: 672.842957 Iteration 20F: 3 clusters Score -98511.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -98519.296875 Penalty: 672.842957 Iteration 21Q: 3 clusters Score -98519.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -98524.812500 Penalty: 672.842957 Iteration 22Q: 3 clusters Score -98524.81 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -98527.164062 Penalty: 672.842957 Iteration 23Q: 3 clusters Score -98527.16 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -98531.085938 Penalty: 672.842957 Iteration 24Q: 3 clusters Score -98531.09 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -98533.750000 Penalty: 672.842957 Iteration 25Q: 3 clusters Score -98533.75 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -98534.359375 Penalty: 672.842957 Iteration 26Q: 3 clusters Score -98534.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -98534.843750 Penalty: 672.842957 Iteration 27Q: 3 clusters Score -98534.84 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -98536.265625 Penalty: 672.842957 Iteration 28Q: 3 clusters Score -98536.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -98537.210938 Penalty: 672.842957 Iteration 29Q: 3 clusters Score -98537.21 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -98538.562500 Penalty: 672.842957 Iteration 30Q: 3 clusters Score -98538.56 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -98539.656250 Penalty: 672.842957 Iteration 31Q: 3 clusters Score -98539.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -98539.937500 Penalty: 672.842957 Iteration 32Q: 3 clusters Score -98539.94 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -98540.093750 Penalty: 672.842957 Iteration 33Q: 3 clusters Score -98540.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -98540.093750 Penalty: 672.842957 Iteration 34F: 3 clusters Score -98540.09 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (119 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Entering Unmasked Estep Score: -5245.330566 Penalty: 217.450104 Iteration 0F: 2 clusters Score -5245.331 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -5050.307617 Penalty: 434.900208 Iteration 0F: 3 clusters Score -5050.308 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -5112.183105 Penalty: 434.900208 Iteration 1F: 3 clusters Score -5112.183 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -5126.616211 Penalty: 434.900208 Iteration 2F: 3 clusters Score -5126.616 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -5132.818848 Penalty: 434.900208 Iteration 3Q: 3 clusters Score -5132.819 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -5148.298828 Penalty: 434.900208 Iteration 4Q: 3 clusters Score -5148.299 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -5151.288574 Penalty: 434.900208 Iteration 5Q: 3 clusters Score -5151.289 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -5152.473145 Penalty: 434.900208 Iteration 6Q: 3 clusters Score -5152.473 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -5152.473145 Penalty: 434.900208 Iteration 7F: 3 clusters Score -5152.473 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1843 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Entering Unmasked Estep Score: -112823.757812 Penalty: 342.121307 Iteration 0F: 2 clusters Score -112823.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -111448.085938 Penalty: 684.242615 Iteration 0F: 3 clusters Score -111448.1 nChanged 796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -111910.789062 Penalty: 684.242615 Iteration 1F: 3 clusters Score -111910.8 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -111964.093750 Penalty: 684.242615 Iteration 2F: 3 clusters Score -111964.1 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -111996.867188 Penalty: 684.242615 Iteration 3Q: 3 clusters Score -111996.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -112021.992188 Penalty: 684.242615 Iteration 4Q: 3 clusters Score -112022 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -112036.789062 Penalty: 684.242615 Iteration 5Q: 3 clusters Score -112036.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -112047.257812 Penalty: 684.242615 Iteration 6Q: 3 clusters Score -112047.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -112055.945312 Penalty: 684.242615 Iteration 7Q: 3 clusters Score -112055.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -112069.156250 Penalty: 684.242615 Iteration 8Q: 3 clusters Score -112069.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -112081.468750 Penalty: 684.242615 Iteration 9Q: 3 clusters Score -112081.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -112096.906250 Penalty: 684.242615 Iteration 10Q: 3 clusters Score -112096.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -112108.992188 Penalty: 684.242615 Iteration 11Q: 3 clusters Score -112109 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -112119.585938 Penalty: 684.242615 Iteration 12Q: 3 clusters Score -112119.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -112127.671875 Penalty: 684.242615 Iteration 13Q: 3 clusters Score -112127.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -112135.554688 Penalty: 684.242615 Iteration 14Q: 3 clusters Score -112135.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -112142.226562 Penalty: 684.242615 Iteration 15Q: 3 clusters Score -112142.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -112147.796875 Penalty: 684.242615 Iteration 16Q: 3 clusters Score -112147.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -112158.421875 Penalty: 684.242615 Iteration 17Q: 3 clusters Score -112158.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -112172.445312 Penalty: 684.242615 Iteration 18Q: 3 clusters Score -112172.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -112181.054688 Penalty: 684.242615 Iteration 19Q: 3 clusters Score -112181.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -112190.453125 Penalty: 684.242615 Iteration 20F: 3 clusters Score -112190.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -112201.632812 Penalty: 684.242615 Iteration 21Q: 3 clusters Score -112201.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -112213.375000 Penalty: 684.242615 Iteration 22Q: 3 clusters Score -112213.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -112224.421875 Penalty: 684.242615 Iteration 23Q: 3 clusters Score -112224.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -112241.734375 Penalty: 684.242615 Iteration 24Q: 3 clusters Score -112241.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -112266.031250 Penalty: 684.242615 Iteration 25Q: 3 clusters Score -112266 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -112298.164062 Penalty: 684.242615 Iteration 26Q: 3 clusters Score -112298.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -112329.804688 Penalty: 684.242615 Iteration 27Q: 3 clusters Score -112329.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -112359.226562 Penalty: 684.242615 Iteration 28Q: 3 clusters Score -112359.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -112385.203125 Penalty: 684.242615 Iteration 29Q: 3 clusters Score -112385.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -112403.093750 Penalty: 684.242615 Iteration 30Q: 3 clusters Score -112403.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -112418.742188 Penalty: 684.242615 Iteration 31Q: 3 clusters Score -112418.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -112427.070312 Penalty: 684.242615 Iteration 32Q: 3 clusters Score -112427.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -112433.195312 Penalty: 684.242615 Iteration 33Q: 3 clusters Score -112433.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -112436.015625 Penalty: 684.242615 Iteration 34Q: 3 clusters Score -112436 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -112438.171875 Penalty: 684.242615 Iteration 35Q: 3 clusters Score -112438.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -112440.664062 Penalty: 684.242615 Iteration 36Q: 3 clusters Score -112440.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -112441.757812 Penalty: 684.242615 Iteration 37Q: 3 clusters Score -112441.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -112442.703125 Penalty: 684.242615 Iteration 38Q: 3 clusters Score -112442.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -112442.882812 Penalty: 684.242615 Iteration 39Q: 3 clusters Score -112442.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -112443.187500 Penalty: 684.242615 Iteration 40F: 3 clusters Score -112443.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -112443.601562 Penalty: 684.242615 Iteration 41Q: 3 clusters Score -112443.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -112444.570312 Penalty: 684.242615 Iteration 42Q: 3 clusters Score -112444.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -112445.500000 Penalty: 684.242615 Iteration 43Q: 3 clusters Score -112445.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -112445.773438 Penalty: 684.242615 Iteration 44Q: 3 clusters Score -112445.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -112446.156250 Penalty: 684.242615 Iteration 45Q: 3 clusters Score -112446.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -112446.710938 Penalty: 684.242615 Iteration 46Q: 3 clusters Score -112446.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -112447.171875 Penalty: 684.242615 Iteration 47Q: 3 clusters Score -112447.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -112447.195312 Penalty: 684.242615 Iteration 48Q: 3 clusters Score -112447.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -112447.414062 Penalty: 684.242615 Iteration 49Q: 3 clusters Score -112447.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -112447.679688 Penalty: 684.242615 Iteration 50Q: 3 clusters Score -112447.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -112447.679688 Penalty: 684.242615 Iteration 51F: 3 clusters Score -112447.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (397 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Entering Unmasked Estep Score: -20884.345703 Penalty: 272.269104 Iteration 0F: 2 clusters Score -20884.35 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -20472.193359 Penalty: 544.538208 Iteration 0F: 3 clusters Score -20472.19 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -20590.341797 Penalty: 544.538208 Iteration 1F: 3 clusters Score -20590.34 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -20612.707031 Penalty: 544.538208 Iteration 2F: 3 clusters Score -20612.71 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -20621.853516 Penalty: 544.538208 Iteration 3Q: 3 clusters Score -20621.85 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -20625.203125 Penalty: 544.538208 Iteration 4Q: 3 clusters Score -20625.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -20626.201172 Penalty: 544.538208 Iteration 5Q: 3 clusters Score -20626.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -20626.201172 Penalty: 544.538208 Iteration 6F: 3 clusters Score -20626.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (435 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Entering Unmasked Estep Score: -25198.166016 Penalty: 276.428253 Iteration 0F: 2 clusters Score -25198.17 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -24745.529297 Penalty: 552.856506 Iteration 0F: 3 clusters Score -24745.53 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -24829.919922 Penalty: 552.856506 Iteration 1F: 3 clusters Score -24829.92 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -24855.199219 Penalty: 552.856506 Iteration 2F: 3 clusters Score -24855.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -24876.460938 Penalty: 552.856506 Iteration 3F: 3 clusters Score -24876.46 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -24890.646484 Penalty: 552.856506 Iteration 4Q: 3 clusters Score -24890.65 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -24905.404297 Penalty: 552.856506 Iteration 5Q: 3 clusters Score -24905.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -24918.550781 Penalty: 552.856506 Iteration 6Q: 3 clusters Score -24918.55 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -24925.257812 Penalty: 552.856506 Iteration 7Q: 3 clusters Score -24925.26 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -24931.691406 Penalty: 552.856506 Iteration 8Q: 3 clusters Score -24931.69 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -24935.734375 Penalty: 552.856506 Iteration 9Q: 3 clusters Score -24935.73 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -24938.326172 Penalty: 552.856506 Iteration 10Q: 3 clusters Score -24938.33 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -24941.718750 Penalty: 552.856506 Iteration 11Q: 3 clusters Score -24941.72 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -24942.802734 Penalty: 552.856506 Iteration 12Q: 3 clusters Score -24942.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -24943.617188 Penalty: 552.856506 Iteration 13Q: 3 clusters Score -24943.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -24943.916016 Penalty: 552.856506 Iteration 14Q: 3 clusters Score -24943.92 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -24943.916016 Penalty: 552.856506 Iteration 15F: 3 clusters Score -24943.92 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (190 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Entering Unmasked Estep Score: -9049.143555 Penalty: 238.739594 Iteration 0F: 2 clusters Score -9049.144 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -8777.148438 Penalty: 477.479187 Iteration 0F: 3 clusters Score -8777.148 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -8821.473633 Penalty: 477.479187 Iteration 1F: 3 clusters Score -8821.474 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -8835.130859 Penalty: 477.479187 Iteration 2Q: 3 clusters Score -8835.131 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -8850.329102 Penalty: 477.479187 Iteration 3Q: 3 clusters Score -8850.329 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -8865.449219 Penalty: 477.479187 Iteration 4Q: 3 clusters Score -8865.449 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -8870.943359 Penalty: 477.479187 Iteration 5Q: 3 clusters Score -8870.943 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -8872.994141 Penalty: 477.479187 Iteration 6Q: 3 clusters Score -8872.994 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -8882.112305 Penalty: 477.479187 Iteration 7Q: 3 clusters Score -8882.112 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -8887.132812 Penalty: 477.479187 Iteration 8Q: 3 clusters Score -8887.133 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -8888.733398 Penalty: 477.479187 Iteration 9Q: 3 clusters Score -8888.733 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -8894.401367 Penalty: 477.479187 Iteration 10Q: 3 clusters Score -8894.401 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -8896.268555 Penalty: 477.479187 Iteration 11Q: 3 clusters Score -8896.269 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -8896.268555 Penalty: 477.479187 Iteration 12F: 3 clusters Score -8896.269 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (126 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Entering Unmasked Estep Score: -5659.060547 Penalty: 220.050827 Iteration 0F: 2 clusters Score -5659.061 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -5436.646973 Penalty: 440.101654 Iteration 0F: 3 clusters Score -5436.647 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -5514.037598 Penalty: 440.101654 Iteration 1F: 3 clusters Score -5514.038 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -5607.403809 Penalty: 440.101654 Iteration 2F: 3 clusters Score -5607.404 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -5628.622070 Penalty: 440.101654 Iteration 3F: 3 clusters Score -5628.622 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -5634.990234 Penalty: 440.101654 Iteration 4Q: 3 clusters Score -5634.99 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -5638.170410 Penalty: 440.101654 Iteration 5Q: 3 clusters Score -5638.17 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -5642.814941 Penalty: 440.101654 Iteration 6Q: 3 clusters Score -5642.815 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -5646.306152 Penalty: 440.101654 Iteration 7Q: 3 clusters Score -5646.306 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -5646.306152 Penalty: 440.101654 Iteration 8F: 3 clusters Score -5646.306 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (499 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Entering Unmasked Estep Score: -25113.427734 Penalty: 282.673584 Iteration 0F: 2 clusters Score -25113.43 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 244 members Entering Unmasked Estep Score: -24614.095703 Penalty: 565.347168 Iteration 0F: 3 clusters Score -24614.1 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -24763.994141 Penalty: 565.347168 Iteration 1F: 3 clusters Score -24763.99 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -24823.080078 Penalty: 565.347168 Iteration 2F: 3 clusters Score -24823.08 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -24849.515625 Penalty: 565.347168 Iteration 3F: 3 clusters Score -24849.52 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -24857.923828 Penalty: 565.347168 Iteration 4Q: 3 clusters Score -24857.92 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -24861.380859 Penalty: 565.347168 Iteration 5Q: 3 clusters Score -24861.38 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -24862.515625 Penalty: 565.347168 Iteration 6Q: 3 clusters Score -24862.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -24862.515625 Penalty: 565.347168 Iteration 7F: 3 clusters Score -24862.52 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (478 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Entering Unmasked Estep Score: -24504.554688 Penalty: 280.717285 Iteration 0F: 2 clusters Score -24504.55 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 241 members Entering Unmasked Estep Score: -24036.800781 Penalty: 561.434570 Iteration 0F: 3 clusters Score -24036.8 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -24142.261719 Penalty: 561.434570 Iteration 1F: 3 clusters Score -24142.26 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -24172.195312 Penalty: 561.434570 Iteration 2F: 3 clusters Score -24172.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -24194.697266 Penalty: 561.434570 Iteration 3F: 3 clusters Score -24194.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -24205.705078 Penalty: 561.434570 Iteration 4Q: 3 clusters Score -24205.71 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -24210.621094 Penalty: 561.434570 Iteration 5Q: 3 clusters Score -24210.62 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -24217.419922 Penalty: 561.434570 Iteration 6Q: 3 clusters Score -24217.42 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -24224.664062 Penalty: 561.434570 Iteration 7Q: 3 clusters Score -24224.66 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -24228.791016 Penalty: 561.434570 Iteration 8Q: 3 clusters Score -24228.79 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -24229.871094 Penalty: 561.434570 Iteration 9Q: 3 clusters Score -24229.87 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -24232.539062 Penalty: 561.434570 Iteration 10Q: 3 clusters Score -24232.54 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -24233.843750 Penalty: 561.434570 Iteration 11Q: 3 clusters Score -24233.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -24233.843750 Penalty: 561.434570 Iteration 12F: 3 clusters Score -24233.84 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2429 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2429 members Entering Unmasked Estep Score: -133061.078125 Penalty: 354.683197 Iteration 0F: 2 clusters Score -133061.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -131346.015625 Penalty: 709.366394 Iteration 0F: 3 clusters Score -131346 nChanged 1045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -131917.562500 Penalty: 709.366394 Iteration 1F: 3 clusters Score -131917.6 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -132020.453125 Penalty: 709.366394 Iteration 2F: 3 clusters Score -132020.5 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -132091.281250 Penalty: 709.366394 Iteration 3F: 3 clusters Score -132091.3 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -132145.796875 Penalty: 709.366394 Iteration 4Q: 3 clusters Score -132145.8 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -132198.843750 Penalty: 709.366394 Iteration 5Q: 3 clusters Score -132198.8 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -132252.750000 Penalty: 709.366394 Iteration 6Q: 3 clusters Score -132252.8 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -132295.984375 Penalty: 709.366394 Iteration 7Q: 3 clusters Score -132296 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -132329.875000 Penalty: 709.366394 Iteration 8Q: 3 clusters Score -132329.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -132360.843750 Penalty: 709.366394 Iteration 9Q: 3 clusters Score -132360.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -132399.328125 Penalty: 709.366394 Iteration 10Q: 3 clusters Score -132399.3 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -132453.671875 Penalty: 709.366394 Iteration 11Q: 3 clusters Score -132453.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -132498.671875 Penalty: 709.366394 Iteration 12Q: 3 clusters Score -132498.7 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -132542.437500 Penalty: 709.366394 Iteration 13Q: 3 clusters Score -132542.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -132583.203125 Penalty: 709.366394 Iteration 14Q: 3 clusters Score -132583.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -132620.828125 Penalty: 709.366394 Iteration 15Q: 3 clusters Score -132620.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -132660.906250 Penalty: 709.366394 Iteration 16Q: 3 clusters Score -132660.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -132683.468750 Penalty: 709.366394 Iteration 17Q: 3 clusters Score -132683.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -132695.515625 Penalty: 709.366394 Iteration 18Q: 3 clusters Score -132695.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -132703.109375 Penalty: 709.366394 Iteration 19Q: 3 clusters Score -132703.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -132707.609375 Penalty: 709.366394 Iteration 20F: 3 clusters Score -132707.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -132709.343750 Penalty: 709.366394 Iteration 21Q: 3 clusters Score -132709.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -132710.046875 Penalty: 709.366394 Iteration 22Q: 3 clusters Score -132710 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -132710.796875 Penalty: 709.366394 Iteration 23Q: 3 clusters Score -132710.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -132711.468750 Penalty: 709.366394 Iteration 24Q: 3 clusters Score -132711.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -132712.593750 Penalty: 709.366394 Iteration 25Q: 3 clusters Score -132712.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -132713.703125 Penalty: 709.366394 Iteration 26Q: 3 clusters Score -132713.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -132715.468750 Penalty: 709.366394 Iteration 27Q: 3 clusters Score -132715.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -132717.031250 Penalty: 709.366394 Iteration 28Q: 3 clusters Score -132717 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -132718.906250 Penalty: 709.366394 Iteration 29Q: 3 clusters Score -132718.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -132720.203125 Penalty: 709.366394 Iteration 30Q: 3 clusters Score -132720.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -132720.640625 Penalty: 709.366394 Iteration 31Q: 3 clusters Score -132720.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -132720.640625 Penalty: 709.366394 Iteration 32F: 3 clusters Score -132720.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (110 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Entering Unmasked Estep Score: -5441.381836 Penalty: 213.871857 Iteration 0F: 2 clusters Score -5441.382 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -5243.958496 Penalty: 427.743713 Iteration 0F: 3 clusters Score -5243.958 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 42 members Entering Unmasked Estep Score: -5286.439941 Penalty: 427.743713 Iteration 1F: 3 clusters Score -5286.44 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 40 members Entering Unmasked Estep Score: -5318.115723 Penalty: 427.743713 Iteration 2F: 3 clusters Score -5318.116 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -5325.845215 Penalty: 427.743713 Iteration 3Q: 3 clusters Score -5325.845 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -5325.845215 Penalty: 427.743713 Iteration 4F: 3 clusters Score -5325.845 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (8999 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8999 members Entering Unmasked Estep Score: -488940.593750 Penalty: 414.271545 Iteration 0F: 2 clusters Score -488940.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4554 members Mstep: Class 2 contains 4445 members Entering Unmasked Estep Score: -482985.656250 Penalty: 828.543091 Iteration 0F: 3 clusters Score -482985.7 nChanged 4155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5105 members Mstep: Class 2 contains 3894 members Entering Unmasked Estep Score: -485333.468750 Penalty: 828.543091 Iteration 1F: 3 clusters Score -485333.5 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5472 members Mstep: Class 2 contains 3527 members Entering Unmasked Estep Score: -485596.250000 Penalty: 828.543091 Iteration 2F: 3 clusters Score -485596.2 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5880 members Mstep: Class 2 contains 3119 members Entering Unmasked Estep Score: -485935.562500 Penalty: 828.543091 Iteration 3F: 3 clusters Score -485935.6 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6385 members Mstep: Class 2 contains 2614 members Entering Unmasked Estep Score: -486387.031250 Penalty: 828.543091 Iteration 4F: 3 clusters Score -486387 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6867 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -486814.406250 Penalty: 828.543091 Iteration 5F: 3 clusters Score -486814.4 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7306 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -487209.281250 Penalty: 828.543091 Iteration 6F: 3 clusters Score -487209.3 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7665 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -487538.468750 Penalty: 828.543091 Iteration 7Q: 3 clusters Score -487538.5 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7972 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -487807.843750 Penalty: 828.543091 Iteration 8Q: 3 clusters Score -487807.8 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8195 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -487991.187500 Penalty: 828.543091 Iteration 9Q: 3 clusters Score -487991.2 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8384 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -488137.093750 Penalty: 828.543091 Iteration 10Q: 3 clusters Score -488137.1 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8521 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -488236.656250 Penalty: 828.543091 Iteration 11Q: 3 clusters Score -488236.7 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8631 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -488316.718750 Penalty: 828.543091 Iteration 12Q: 3 clusters Score -488316.7 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8724 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -488390.906250 Penalty: 828.543091 Iteration 13Q: 3 clusters Score -488390.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8798 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -488453.812500 Penalty: 828.543091 Iteration 14Q: 3 clusters Score -488453.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8851 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -488502.093750 Penalty: 828.543091 Iteration 15Q: 3 clusters Score -488502.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8886 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -488529.093750 Penalty: 828.543091 Iteration 16Q: 3 clusters Score -488529.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8902 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -488544.343750 Penalty: 828.543091 Iteration 17Q: 3 clusters Score -488544.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8908 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -488547.406250 Penalty: 828.543091 Iteration 18Q: 3 clusters Score -488547.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8910 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -488549.687500 Penalty: 828.543091 Iteration 19Q: 3 clusters Score -488549.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8911 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -488549.718750 Penalty: 828.543091 Iteration 20F: 3 clusters Score -488549.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (949 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Entering Unmasked Estep Score: -52248.890625 Penalty: 311.921082 Iteration 0F: 2 clusters Score -52248.89 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -51492.242188 Penalty: 623.842163 Iteration 0F: 3 clusters Score -51492.24 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -51726.382812 Penalty: 623.842163 Iteration 1F: 3 clusters Score -51726.38 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -51781.320312 Penalty: 623.842163 Iteration 2F: 3 clusters Score -51781.32 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -51809.722656 Penalty: 623.842163 Iteration 3Q: 3 clusters Score -51809.72 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -51828.246094 Penalty: 623.842163 Iteration 4Q: 3 clusters Score -51828.25 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -51843.867188 Penalty: 623.842163 Iteration 5Q: 3 clusters Score -51843.87 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -51849.773438 Penalty: 623.842163 Iteration 6Q: 3 clusters Score -51849.77 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -51854.011719 Penalty: 623.842163 Iteration 7Q: 3 clusters Score -51854.01 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -51859.800781 Penalty: 623.842163 Iteration 8Q: 3 clusters Score -51859.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -51868.738281 Penalty: 623.842163 Iteration 9Q: 3 clusters Score -51868.74 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -51876.968750 Penalty: 623.842163 Iteration 10Q: 3 clusters Score -51876.97 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -51883.921875 Penalty: 623.842163 Iteration 11Q: 3 clusters Score -51883.92 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -51890.128906 Penalty: 623.842163 Iteration 12Q: 3 clusters Score -51890.13 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -51894.312500 Penalty: 623.842163 Iteration 13Q: 3 clusters Score -51894.31 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -51900.777344 Penalty: 623.842163 Iteration 14Q: 3 clusters Score -51900.78 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -51909.472656 Penalty: 623.842163 Iteration 15Q: 3 clusters Score -51909.47 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -51921.363281 Penalty: 623.842163 Iteration 16Q: 3 clusters Score -51921.36 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -51929.972656 Penalty: 623.842163 Iteration 17Q: 3 clusters Score -51929.97 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -51936.269531 Penalty: 623.842163 Iteration 18Q: 3 clusters Score -51936.27 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -51938.175781 Penalty: 623.842163 Iteration 19Q: 3 clusters Score -51938.18 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -51938.460938 Penalty: 623.842163 Iteration 20F: 3 clusters Score -51938.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -51938.906250 Penalty: 623.842163 Iteration 21Q: 3 clusters Score -51938.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -51939.199219 Penalty: 623.842163 Iteration 22Q: 3 clusters Score -51939.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -51939.515625 Penalty: 623.842163 Iteration 23Q: 3 clusters Score -51939.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -51939.515625 Penalty: 623.842163 Iteration 24F: 3 clusters Score -51939.52 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (616 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Entering Unmasked Estep Score: -32718.259766 Penalty: 292.257721 Iteration 0F: 2 clusters Score -32718.26 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -32152.394531 Penalty: 584.515442 Iteration 0F: 3 clusters Score -32152.39 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -32294.189453 Penalty: 584.515442 Iteration 1F: 3 clusters Score -32294.19 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -32333.029297 Penalty: 584.515442 Iteration 2F: 3 clusters Score -32333.03 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -32364.574219 Penalty: 584.515442 Iteration 3F: 3 clusters Score -32364.57 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -32386.050781 Penalty: 584.515442 Iteration 4Q: 3 clusters Score -32386.05 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -32400.445312 Penalty: 584.515442 Iteration 5Q: 3 clusters Score -32400.45 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -32413.142578 Penalty: 584.515442 Iteration 6Q: 3 clusters Score -32413.14 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -32426.142578 Penalty: 584.515442 Iteration 7Q: 3 clusters Score -32426.14 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -32432.361328 Penalty: 584.515442 Iteration 8Q: 3 clusters Score -32432.36 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -32436.373047 Penalty: 584.515442 Iteration 9Q: 3 clusters Score -32436.37 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -32439.144531 Penalty: 584.515442 Iteration 10Q: 3 clusters Score -32439.14 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -32442.068359 Penalty: 584.515442 Iteration 11Q: 3 clusters Score -32442.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -32444.429688 Penalty: 584.515442 Iteration 12Q: 3 clusters Score -32444.43 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -32447.712891 Penalty: 584.515442 Iteration 13Q: 3 clusters Score -32447.71 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -32451.105469 Penalty: 584.515442 Iteration 14Q: 3 clusters Score -32451.11 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -32454.408203 Penalty: 584.515442 Iteration 15Q: 3 clusters Score -32454.41 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -32455.914062 Penalty: 584.515442 Iteration 16Q: 3 clusters Score -32455.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -32456.792969 Penalty: 584.515442 Iteration 17Q: 3 clusters Score -32456.79 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -32456.792969 Penalty: 584.515442 Iteration 18F: 3 clusters Score -32456.79 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (952 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Entering Unmasked Estep Score: -49487.226562 Penalty: 312.064697 Iteration 0F: 2 clusters Score -49487.23 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -48713.875000 Penalty: 624.129395 Iteration 0F: 3 clusters Score -48713.88 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -48931.449219 Penalty: 624.129395 Iteration 1F: 3 clusters Score -48931.45 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -49039.234375 Penalty: 624.129395 Iteration 2F: 3 clusters Score -49039.23 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -49099.195312 Penalty: 624.129395 Iteration 3F: 3 clusters Score -49099.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -49139.394531 Penalty: 624.129395 Iteration 4F: 3 clusters Score -49139.39 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -49179.390625 Penalty: 624.129395 Iteration 5F: 3 clusters Score -49179.39 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -49214.523438 Penalty: 624.129395 Iteration 6F: 3 clusters Score -49214.52 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -49239.519531 Penalty: 624.129395 Iteration 7Q: 3 clusters Score -49239.52 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -49262.632812 Penalty: 624.129395 Iteration 8Q: 3 clusters Score -49262.63 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -49282.660156 Penalty: 624.129395 Iteration 9Q: 3 clusters Score -49282.66 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -49303.546875 Penalty: 624.129395 Iteration 10Q: 3 clusters Score -49303.55 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -49318.921875 Penalty: 624.129395 Iteration 11Q: 3 clusters Score -49318.92 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -49334.167969 Penalty: 624.129395 Iteration 12Q: 3 clusters Score -49334.17 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -49345.132812 Penalty: 624.129395 Iteration 13Q: 3 clusters Score -49345.13 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -49350.214844 Penalty: 624.129395 Iteration 14Q: 3 clusters Score -49350.21 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -49357.929688 Penalty: 624.129395 Iteration 15Q: 3 clusters Score -49357.93 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -49362.503906 Penalty: 624.129395 Iteration 16Q: 3 clusters Score -49362.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -49365.300781 Penalty: 624.129395 Iteration 17Q: 3 clusters Score -49365.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -49365.718750 Penalty: 624.129395 Iteration 18Q: 3 clusters Score -49365.72 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -49366.214844 Penalty: 624.129395 Iteration 19Q: 3 clusters Score -49366.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -49366.214844 Penalty: 624.129395 Iteration 20F: 3 clusters Score -49366.21 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (142 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Entering Unmasked Estep Score: -7006.900391 Penalty: 225.490143 Iteration 0F: 2 clusters Score -7006.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -6751.879883 Penalty: 450.980286 Iteration 0F: 3 clusters Score -6751.88 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -6816.041992 Penalty: 450.980286 Iteration 1F: 3 clusters Score -6816.042 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -6826.488281 Penalty: 450.980286 Iteration 2Q: 3 clusters Score -6826.488 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -6829.704102 Penalty: 450.980286 Iteration 3Q: 3 clusters Score -6829.704 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -6829.704102 Penalty: 450.980286 Iteration 4F: 3 clusters Score -6829.704 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (99623 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99623 members Entering Unmasked Estep Score: -5620702.500000 Penalty: 523.666260 Iteration 0F: 2 clusters Score -5620702 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49733 members Mstep: Class 2 contains 49890 members Entering Unmasked Estep Score: -5553443.500000 Penalty: 1047.332520 Iteration 0F: 3 clusters Score -5553444 nChanged 48848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43267 members Mstep: Class 2 contains 56356 members Entering Unmasked Estep Score: -5583575.500000 Penalty: 1047.332520 Iteration 1F: 3 clusters Score -5583576 nChanged 4862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39681 members Mstep: Class 2 contains 59942 members Entering Unmasked Estep Score: -5585542.500000 Penalty: 1047.332520 Iteration 2Q: 3 clusters Score -5585542 nChanged 5799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34786 members Mstep: Class 2 contains 64837 members Entering Unmasked Estep Score: -5588643.500000 Penalty: 1047.332520 Iteration 3F: 3 clusters Score -5588644 nChanged 6997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28295 members Mstep: Class 2 contains 71328 members Entering Unmasked Estep Score: -5593498.000000 Penalty: 1047.332520 Iteration 4F: 3 clusters Score -5593498 nChanged 7713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20848 members Mstep: Class 2 contains 78775 members Entering Unmasked Estep Score: -5599885.500000 Penalty: 1047.332520 Iteration 5F: 3 clusters Score -5599886 nChanged 7560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13376 members Mstep: Class 2 contains 86247 members Entering Unmasked Estep Score: -5606967.500000 Penalty: 1047.332520 Iteration 6F: 3 clusters Score -5606968 nChanged 6322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7070 members Mstep: Class 2 contains 92553 members Entering Unmasked Estep Score: -5613519.000000 Penalty: 1047.332520 Iteration 7F: 3 clusters Score -5613519 nChanged 3941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3131 members Mstep: Class 2 contains 96492 members Entering Unmasked Estep Score: -5617509.500000 Penalty: 1047.332520 Iteration 8Q: 3 clusters Score -5617510 nChanged 1716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 98208 members Entering Unmasked Estep Score: -5619096.000000 Penalty: 1047.332520 Iteration 9Q: 3 clusters Score -5619096 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 98942 members Entering Unmasked Estep Score: -5619734.000000 Penalty: 1047.332520 Iteration 10Q: 3 clusters Score -5619734 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 99251 members Entering Unmasked Estep Score: -5619989.500000 Penalty: 1047.332520 Iteration 11Q: 3 clusters Score -5619990 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 99381 members Entering Unmasked Estep Score: -5620089.000000 Penalty: 1047.332520 Iteration 12Q: 3 clusters Score -5620089 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 99444 members Entering Unmasked Estep Score: -5620160.000000 Penalty: 1047.332520 Iteration 13Q: 3 clusters Score -5620160 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 99481 members Entering Unmasked Estep Score: -5620186.500000 Penalty: 1047.332520 Iteration 14Q: 3 clusters Score -5620186 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 99499 members Entering Unmasked Estep Score: -5620202.500000 Penalty: 1047.332520 Iteration 15Q: 3 clusters Score -5620202 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 99516 members Entering Unmasked Estep Score: -5620219.000000 Penalty: 1047.332520 Iteration 16Q: 3 clusters Score -5620219 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 99521 members Entering Unmasked Estep Score: -5620222.000000 Penalty: 1047.332520 Iteration 17Q: 3 clusters Score -5620222 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 99525 members Entering Unmasked Estep Score: -5620227.500000 Penalty: 1047.332520 Iteration 18Q: 3 clusters Score -5620228 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 99526 members Entering Unmasked Estep Score: -5620230.000000 Penalty: 1047.332520 Iteration 19Q: 3 clusters Score -5620230 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 99527 members Entering Unmasked Estep Score: -5620234.500000 Penalty: 1047.332520 Iteration 20F: 3 clusters Score -5620234 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 99533 members Entering Unmasked Estep Score: -5620237.000000 Penalty: 1047.332520 Iteration 21Q: 3 clusters Score -5620237 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 99538 members Entering Unmasked Estep Score: -5620247.500000 Penalty: 1047.332520 Iteration 22Q: 3 clusters Score -5620248 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 99542 members Entering Unmasked Estep Score: -5620253.500000 Penalty: 1047.332520 Iteration 23Q: 3 clusters Score -5620254 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 99544 members Entering Unmasked Estep Score: -5620258.000000 Penalty: 1047.332520 Iteration 24Q: 3 clusters Score -5620258 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 99542 members Entering Unmasked Estep Score: -5620259.000000 Penalty: 1047.332520 Iteration 25Q: 3 clusters Score -5620259 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 99542 members Entering Unmasked Estep Score: -5620259.500000 Penalty: 1047.332520 Iteration 26Q: 3 clusters Score -5620260 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 99541 members Entering Unmasked Estep Score: -5620263.500000 Penalty: 1047.332520 Iteration 27Q: 3 clusters Score -5620264 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 99539 members Entering Unmasked Estep Score: -5620273.000000 Penalty: 1047.332520 Iteration 28Q: 3 clusters Score -5620273 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 99539 members Entering Unmasked Estep Score: -5620276.000000 Penalty: 1047.332520 Iteration 29Q: 3 clusters Score -5620276 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 99539 members Entering Unmasked Estep Score: -5620278.000000 Penalty: 1047.332520 Iteration 30Q: 3 clusters Score -5620278 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 99538 members Entering Unmasked Estep Score: -5620275.500000 Penalty: 1047.332520 Iteration 31Q: 3 clusters Score -5620276 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 99538 members Entering Unmasked Estep Score: -5620275.500000 Penalty: 1047.332520 Iteration 32F: 3 clusters Score -5620276 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (3002 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3002 members Entering Unmasked Estep Score: -169240.218750 Penalty: 364.320068 Iteration 0F: 2 clusters Score -169240.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -167145.500000 Penalty: 728.640137 Iteration 0F: 3 clusters Score -167145.5 nChanged 1355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -167925.531250 Penalty: 728.640137 Iteration 1F: 3 clusters Score -167925.5 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -168071.687500 Penalty: 728.640137 Iteration 2F: 3 clusters Score -168071.7 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -168236.375000 Penalty: 728.640137 Iteration 3F: 3 clusters Score -168236.4 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -168398.406250 Penalty: 728.640137 Iteration 4F: 3 clusters Score -168398.4 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -168545.093750 Penalty: 728.640137 Iteration 5F: 3 clusters Score -168545.1 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 2105 members Entering Unmasked Estep Score: -168673.953125 Penalty: 728.640137 Iteration 6Q: 3 clusters Score -168674 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -168785.468750 Penalty: 728.640137 Iteration 7Q: 3 clusters Score -168785.5 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -168858.515625 Penalty: 728.640137 Iteration 8Q: 3 clusters Score -168858.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -168897.109375 Penalty: 728.640137 Iteration 9Q: 3 clusters Score -168897.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -168923.062500 Penalty: 728.640137 Iteration 10Q: 3 clusters Score -168923.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -168937.546875 Penalty: 728.640137 Iteration 11Q: 3 clusters Score -168937.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 2185 members Entering Unmasked Estep Score: -168943.453125 Penalty: 728.640137 Iteration 12Q: 3 clusters Score -168943.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -168946.656250 Penalty: 728.640137 Iteration 13Q: 3 clusters Score -168946.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -168948.359375 Penalty: 728.640137 Iteration 14Q: 3 clusters Score -168948.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -168950.453125 Penalty: 728.640137 Iteration 15Q: 3 clusters Score -168950.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -168952.609375 Penalty: 728.640137 Iteration 16Q: 3 clusters Score -168952.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -168953.625000 Penalty: 728.640137 Iteration 17Q: 3 clusters Score -168953.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -168953.984375 Penalty: 728.640137 Iteration 18Q: 3 clusters Score -168954 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -168955.187500 Penalty: 728.640137 Iteration 19Q: 3 clusters Score -168955.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -168955.375000 Penalty: 728.640137 Iteration 20F: 3 clusters Score -168955.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 2182 members Entering Unmasked Estep Score: -168956.000000 Penalty: 728.640137 Iteration 21Q: 3 clusters Score -168956 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -168956.250000 Penalty: 728.640137 Iteration 22Q: 3 clusters Score -168956.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -168956.421875 Penalty: 728.640137 Iteration 23Q: 3 clusters Score -168956.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -168956.546875 Penalty: 728.640137 Iteration 24Q: 3 clusters Score -168956.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -168956.781250 Penalty: 728.640137 Iteration 25Q: 3 clusters Score -168956.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -168956.781250 Penalty: 728.640137 Iteration 26F: 3 clusters Score -168956.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (180 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Entering Unmasked Estep Score: -9064.123047 Penalty: 236.279541 Iteration 0F: 2 clusters Score -9064.123 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -8798.808594 Penalty: 472.559082 Iteration 0F: 3 clusters Score -8798.809 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -8858.025391 Penalty: 472.559082 Iteration 1F: 3 clusters Score -8858.025 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -8880.419922 Penalty: 472.559082 Iteration 2F: 3 clusters Score -8880.42 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -8897.487305 Penalty: 472.559082 Iteration 3Q: 3 clusters Score -8897.487 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -8915.211914 Penalty: 472.559082 Iteration 4Q: 3 clusters Score -8915.212 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -8921.707031 Penalty: 472.559082 Iteration 5Q: 3 clusters Score -8921.707 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -8923.163086 Penalty: 472.559082 Iteration 6Q: 3 clusters Score -8923.163 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -8923.163086 Penalty: 472.559082 Iteration 7F: 3 clusters Score -8923.163 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (1325 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Entering Unmasked Estep Score: -72816.531250 Penalty: 327.107147 Iteration 0F: 2 clusters Score -72816.53 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -71819.039062 Penalty: 654.214294 Iteration 0F: 3 clusters Score -71819.04 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -72125.679688 Penalty: 654.214294 Iteration 1F: 3 clusters Score -72125.68 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -72159.546875 Penalty: 654.214294 Iteration 2F: 3 clusters Score -72159.55 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -72191.648438 Penalty: 654.214294 Iteration 3F: 3 clusters Score -72191.65 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -72207.406250 Penalty: 654.214294 Iteration 4Q: 3 clusters Score -72207.41 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -72214.617188 Penalty: 654.214294 Iteration 5Q: 3 clusters Score -72214.62 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -72220.476562 Penalty: 654.214294 Iteration 6Q: 3 clusters Score -72220.48 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -72224.570312 Penalty: 654.214294 Iteration 7Q: 3 clusters Score -72224.57 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -72231.023438 Penalty: 654.214294 Iteration 8Q: 3 clusters Score -72231.02 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -72238.132812 Penalty: 654.214294 Iteration 9Q: 3 clusters Score -72238.13 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -72246.164062 Penalty: 654.214294 Iteration 10Q: 3 clusters Score -72246.16 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -72251.117188 Penalty: 654.214294 Iteration 11Q: 3 clusters Score -72251.12 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -72259.125000 Penalty: 654.214294 Iteration 12Q: 3 clusters Score -72259.12 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -72267.484375 Penalty: 654.214294 Iteration 13Q: 3 clusters Score -72267.48 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -72271.867188 Penalty: 654.214294 Iteration 14Q: 3 clusters Score -72271.87 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -72276.968750 Penalty: 654.214294 Iteration 15Q: 3 clusters Score -72276.97 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -72282.375000 Penalty: 654.214294 Iteration 16Q: 3 clusters Score -72282.38 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -72288.914062 Penalty: 654.214294 Iteration 17Q: 3 clusters Score -72288.91 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -72293.500000 Penalty: 654.214294 Iteration 18Q: 3 clusters Score -72293.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -72306.734375 Penalty: 654.214294 Iteration 19Q: 3 clusters Score -72306.73 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -72326.445312 Penalty: 654.214294 Iteration 20F: 3 clusters Score -72326.45 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -72343.507812 Penalty: 654.214294 Iteration 21Q: 3 clusters Score -72343.51 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -72369.960938 Penalty: 654.214294 Iteration 22Q: 3 clusters Score -72369.96 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -72395.992188 Penalty: 654.214294 Iteration 23Q: 3 clusters Score -72395.99 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -72421.976562 Penalty: 654.214294 Iteration 24Q: 3 clusters Score -72421.98 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -72437.617188 Penalty: 654.214294 Iteration 25Q: 3 clusters Score -72437.62 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -72453.546875 Penalty: 654.214294 Iteration 26Q: 3 clusters Score -72453.55 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -72462.609375 Penalty: 654.214294 Iteration 27Q: 3 clusters Score -72462.61 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -72474.351562 Penalty: 654.214294 Iteration 28Q: 3 clusters Score -72474.35 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -72486.273438 Penalty: 654.214294 Iteration 29Q: 3 clusters Score -72486.27 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -72494.679688 Penalty: 654.214294 Iteration 30Q: 3 clusters Score -72494.68 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -72498.718750 Penalty: 654.214294 Iteration 31Q: 3 clusters Score -72498.72 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -72501.359375 Penalty: 654.214294 Iteration 32Q: 3 clusters Score -72501.36 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -72508.234375 Penalty: 654.214294 Iteration 33Q: 3 clusters Score -72508.23 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -72515.781250 Penalty: 654.214294 Iteration 34Q: 3 clusters Score -72515.78 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -72532.562500 Penalty: 654.214294 Iteration 35Q: 3 clusters Score -72532.56 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -72537.562500 Penalty: 654.214294 Iteration 36Q: 3 clusters Score -72537.56 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -72539.960938 Penalty: 654.214294 Iteration 37Q: 3 clusters Score -72539.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -72544.125000 Penalty: 654.214294 Iteration 38Q: 3 clusters Score -72544.12 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -72549.187500 Penalty: 654.214294 Iteration 39Q: 3 clusters Score -72549.19 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -72551.484375 Penalty: 654.214294 Iteration 40F: 3 clusters Score -72551.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -72552.046875 Penalty: 654.214294 Iteration 41Q: 3 clusters Score -72552.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -72552.578125 Penalty: 654.214294 Iteration 42Q: 3 clusters Score -72552.58 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -72552.578125 Penalty: 654.214294 Iteration 43F: 3 clusters Score -72552.58 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (70 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Entering Unmasked Estep Score: -3302.113281 Penalty: 193.306534 Iteration 0F: 2 clusters Score -3302.113 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -3121.946045 Penalty: 386.613068 Iteration 0F: 3 clusters Score -3121.946 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -3203.999512 Penalty: 386.613068 Iteration 1F: 3 clusters Score -3204 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -3223.648438 Penalty: 386.613068 Iteration 2F: 3 clusters Score -3223.648 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -3228.352539 Penalty: 386.613068 Iteration 3Q: 3 clusters Score -3228.353 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -3228.352539 Penalty: 386.613068 Iteration 4F: 3 clusters Score -3228.353 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (261 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Entering Unmasked Estep Score: -13337.225586 Penalty: 253.185669 Iteration 0F: 2 clusters Score -13337.23 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 129 members Entering Unmasked Estep Score: -13012.840820 Penalty: 506.371338 Iteration 0F: 3 clusters Score -13012.84 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -13071.740234 Penalty: 506.371338 Iteration 1F: 3 clusters Score -13071.74 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -13090.960938 Penalty: 506.371338 Iteration 2F: 3 clusters Score -13090.96 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -13102.383789 Penalty: 506.371338 Iteration 3Q: 3 clusters Score -13102.38 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -13122.050781 Penalty: 506.371338 Iteration 4Q: 3 clusters Score -13122.05 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -13136.936523 Penalty: 506.371338 Iteration 5Q: 3 clusters Score -13136.94 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -13143.231445 Penalty: 506.371338 Iteration 6Q: 3 clusters Score -13143.23 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -13152.141602 Penalty: 506.371338 Iteration 7Q: 3 clusters Score -13152.14 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -13160.135742 Penalty: 506.371338 Iteration 8Q: 3 clusters Score -13160.14 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -13163.261719 Penalty: 506.371338 Iteration 9Q: 3 clusters Score -13163.26 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -13163.261719 Penalty: 506.371338 Iteration 10F: 3 clusters Score -13163.26 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (4505 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4505 members Entering Unmasked Estep Score: -274096.031250 Penalty: 382.788910 Iteration 0F: 2 clusters Score -274096 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Mstep: Class 2 contains 2252 members Entering Unmasked Estep Score: -271039.437500 Penalty: 765.577820 Iteration 0F: 3 clusters Score -271039.4 nChanged 2016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 2394 members Entering Unmasked Estep Score: -272170.937500 Penalty: 765.577820 Iteration 1F: 3 clusters Score -272170.9 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 2490 members Entering Unmasked Estep Score: -272305.687500 Penalty: 765.577820 Iteration 2F: 3 clusters Score -272305.7 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 2627 members Entering Unmasked Estep Score: -272461.343750 Penalty: 765.577820 Iteration 3F: 3 clusters Score -272461.3 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 2808 members Entering Unmasked Estep Score: -272654.156250 Penalty: 765.577820 Iteration 4F: 3 clusters Score -272654.2 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 3005 members Entering Unmasked Estep Score: -272926.250000 Penalty: 765.577820 Iteration 5F: 3 clusters Score -272926.2 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 3204 members Entering Unmasked Estep Score: -273258.000000 Penalty: 765.577820 Iteration 6F: 3 clusters Score -273258 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 3332 members Entering Unmasked Estep Score: -273451.937500 Penalty: 765.577820 Iteration 7F: 3 clusters Score -273451.9 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 3391 members Entering Unmasked Estep Score: -273531.968750 Penalty: 765.577820 Iteration 8Q: 3 clusters Score -273532 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 3432 members Entering Unmasked Estep Score: -273573.750000 Penalty: 765.577820 Iteration 9Q: 3 clusters Score -273573.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 3466 members Entering Unmasked Estep Score: -273601.250000 Penalty: 765.577820 Iteration 10Q: 3 clusters Score -273601.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 3501 members Entering Unmasked Estep Score: -273623.156250 Penalty: 765.577820 Iteration 11Q: 3 clusters Score -273623.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 3532 members Entering Unmasked Estep Score: -273643.437500 Penalty: 765.577820 Iteration 12Q: 3 clusters Score -273643.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 3567 members Entering Unmasked Estep Score: -273662.468750 Penalty: 765.577820 Iteration 13Q: 3 clusters Score -273662.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 3600 members Entering Unmasked Estep Score: -273678.500000 Penalty: 765.577820 Iteration 14Q: 3 clusters Score -273678.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 3621 members Entering Unmasked Estep Score: -273695.781250 Penalty: 765.577820 Iteration 15Q: 3 clusters Score -273695.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 3639 members Entering Unmasked Estep Score: -273707.937500 Penalty: 765.577820 Iteration 16Q: 3 clusters Score -273707.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 3662 members Entering Unmasked Estep Score: -273720.656250 Penalty: 765.577820 Iteration 17Q: 3 clusters Score -273720.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 3690 members Entering Unmasked Estep Score: -273735.906250 Penalty: 765.577820 Iteration 18Q: 3 clusters Score -273735.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 3717 members Entering Unmasked Estep Score: -273752.843750 Penalty: 765.577820 Iteration 19Q: 3 clusters Score -273752.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 3743 members Entering Unmasked Estep Score: -273769.375000 Penalty: 765.577820 Iteration 20F: 3 clusters Score -273769.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 3767 members Entering Unmasked Estep Score: -273785.687500 Penalty: 765.577820 Iteration 21Q: 3 clusters Score -273785.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 3791 members Entering Unmasked Estep Score: -273803.656250 Penalty: 765.577820 Iteration 22Q: 3 clusters Score -273803.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 3817 members Entering Unmasked Estep Score: -273816.906250 Penalty: 765.577820 Iteration 23Q: 3 clusters Score -273816.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 3838 members Entering Unmasked Estep Score: -273825.031250 Penalty: 765.577820 Iteration 24Q: 3 clusters Score -273825 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 3855 members Entering Unmasked Estep Score: -273831.375000 Penalty: 765.577820 Iteration 25Q: 3 clusters Score -273831.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 3869 members Entering Unmasked Estep Score: -273836.718750 Penalty: 765.577820 Iteration 26Q: 3 clusters Score -273836.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 3878 members Entering Unmasked Estep Score: -273838.750000 Penalty: 765.577820 Iteration 27Q: 3 clusters Score -273838.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 3887 members Entering Unmasked Estep Score: -273842.312500 Penalty: 765.577820 Iteration 28Q: 3 clusters Score -273842.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 3896 members Entering Unmasked Estep Score: -273846.375000 Penalty: 765.577820 Iteration 29Q: 3 clusters Score -273846.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 3906 members Entering Unmasked Estep Score: -273850.625000 Penalty: 765.577820 Iteration 30Q: 3 clusters Score -273850.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 3913 members Entering Unmasked Estep Score: -273852.937500 Penalty: 765.577820 Iteration 31Q: 3 clusters Score -273852.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 3918 members Entering Unmasked Estep Score: -273854.468750 Penalty: 765.577820 Iteration 32Q: 3 clusters Score -273854.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 3922 members Entering Unmasked Estep Score: -273857.156250 Penalty: 765.577820 Iteration 33Q: 3 clusters Score -273857.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 3920 members Entering Unmasked Estep Score: -273859.000000 Penalty: 765.577820 Iteration 34Q: 3 clusters Score -273859 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 3925 members Entering Unmasked Estep Score: -273861.000000 Penalty: 765.577820 Iteration 35Q: 3 clusters Score -273861 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 3928 members Entering Unmasked Estep Score: -273863.437500 Penalty: 765.577820 Iteration 36Q: 3 clusters Score -273863.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 3936 members Entering Unmasked Estep Score: -273866.718750 Penalty: 765.577820 Iteration 37Q: 3 clusters Score -273866.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 3944 members Entering Unmasked Estep Score: -273867.406250 Penalty: 765.577820 Iteration 38Q: 3 clusters Score -273867.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 3950 members Entering Unmasked Estep Score: -273869.781250 Penalty: 765.577820 Iteration 39Q: 3 clusters Score -273869.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 3955 members Entering Unmasked Estep Score: -273871.343750 Penalty: 765.577820 Iteration 40F: 3 clusters Score -273871.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 3957 members Entering Unmasked Estep Score: -273871.343750 Penalty: 765.577820 Iteration 41Q: 3 clusters Score -273871.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 3958 members Entering Unmasked Estep Score: -273871.312500 Penalty: 765.577820 Iteration 42Q: 3 clusters Score -273871.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 3958 members Entering Unmasked Estep Score: -273871.312500 Penalty: 765.577820 Iteration 43F: 3 clusters Score -273871.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (506 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Entering Unmasked Estep Score: -28349.011719 Penalty: 283.307434 Iteration 0F: 2 clusters Score -28349.01 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -27828.298828 Penalty: 566.614868 Iteration 0F: 3 clusters Score -27828.3 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -27962.173828 Penalty: 566.614868 Iteration 1F: 3 clusters Score -27962.17 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -27983.226562 Penalty: 566.614868 Iteration 2F: 3 clusters Score -27983.23 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -27996.447266 Penalty: 566.614868 Iteration 3Q: 3 clusters Score -27996.45 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -28003.128906 Penalty: 566.614868 Iteration 4Q: 3 clusters Score -28003.13 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -28009.472656 Penalty: 566.614868 Iteration 5Q: 3 clusters Score -28009.47 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -28012.515625 Penalty: 566.614868 Iteration 6Q: 3 clusters Score -28012.52 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -28015.207031 Penalty: 566.614868 Iteration 7Q: 3 clusters Score -28015.21 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -28018.767578 Penalty: 566.614868 Iteration 8Q: 3 clusters Score -28018.77 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -28021.531250 Penalty: 566.614868 Iteration 9Q: 3 clusters Score -28021.53 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -28022.574219 Penalty: 566.614868 Iteration 10Q: 3 clusters Score -28022.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -28022.988281 Penalty: 566.614868 Iteration 11Q: 3 clusters Score -28022.99 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -28023.978516 Penalty: 566.614868 Iteration 12Q: 3 clusters Score -28023.98 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -28025.867188 Penalty: 566.614868 Iteration 13Q: 3 clusters Score -28025.87 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -28027.367188 Penalty: 566.614868 Iteration 14Q: 3 clusters Score -28027.37 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -28028.000000 Penalty: 566.614868 Iteration 15Q: 3 clusters Score -28028 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -28029.728516 Penalty: 566.614868 Iteration 16Q: 3 clusters Score -28029.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -28029.728516 Penalty: 566.614868 Iteration 17F: 3 clusters Score -28029.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 2280 members Mstep: Class 1 contains 12666 members Mstep: Class 2 contains 216 members Mstep: Class 3 contains 226 members Mstep: Class 4 contains 1626 members Mstep: Class 5 contains 119 members Mstep: Class 6 contains 1843 members Mstep: Class 7 contains 397 members Mstep: Class 8 contains 435 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 499 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2429 members Mstep: Class 14 contains 110 members Mstep: Class 15 contains 8999 members Mstep: Class 16 contains 949 members Mstep: Class 17 contains 616 members Mstep: Class 18 contains 952 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 99623 members Mstep: Class 21 contains 3002 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1325 members Mstep: Class 24 contains 70 members Mstep: Class 25 contains 261 members Mstep: Class 26 contains 4505 members Mstep: Class 27 contains 506 members Entering Unmasked Estep ConsiderDeletion Score: -7871295.500000 Penalty: 14598.144531 Iteration 159Q: 28 clusters Score -7871296 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 2280 members Mstep: Class 1 contains 12667 members Mstep: Class 2 contains 216 members Mstep: Class 3 contains 226 members Mstep: Class 4 contains 1626 members Mstep: Class 5 contains 119 members Mstep: Class 6 contains 1843 members Mstep: Class 7 contains 397 members Mstep: Class 8 contains 435 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 499 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2429 members Mstep: Class 14 contains 110 members Mstep: Class 15 contains 8997 members Mstep: Class 16 contains 949 members Mstep: Class 17 contains 616 members Mstep: Class 18 contains 952 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 99624 members Mstep: Class 21 contains 3002 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1325 members Mstep: Class 24 contains 70 members Mstep: Class 25 contains 261 members Mstep: Class 26 contains 4505 members Mstep: Class 27 contains 506 members Entering Unmasked Estep ConsiderDeletion Score: -7871292.000000 Penalty: 14598.144531 Iteration 160F: 28 clusters Score -7871292 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 2280 members Mstep: Class 1 contains 12668 members Mstep: Class 2 contains 216 members Mstep: Class 3 contains 226 members Mstep: Class 4 contains 1626 members Mstep: Class 5 contains 119 members Mstep: Class 6 contains 1843 members Mstep: Class 7 contains 397 members Mstep: Class 8 contains 435 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 499 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2429 members Mstep: Class 14 contains 110 members Mstep: Class 15 contains 8997 members Mstep: Class 16 contains 949 members Mstep: Class 17 contains 616 members Mstep: Class 18 contains 952 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 99623 members Mstep: Class 21 contains 3002 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1325 members Mstep: Class 24 contains 70 members Mstep: Class 25 contains 261 members Mstep: Class 26 contains 4505 members Mstep: Class 27 contains 506 members Entering Unmasked Estep ConsiderDeletion Score: -7871294.500000 Penalty: 14598.144531 Iteration 161Q: 28 clusters Score -7871294 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 2280 members Mstep: Class 1 contains 12668 members Mstep: Class 2 contains 216 members Mstep: Class 3 contains 226 members Mstep: Class 4 contains 1626 members Mstep: Class 5 contains 119 members Mstep: Class 6 contains 1843 members Mstep: Class 7 contains 397 members Mstep: Class 8 contains 435 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 499 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2429 members Mstep: Class 14 contains 110 members Mstep: Class 15 contains 8997 members Mstep: Class 16 contains 949 members Mstep: Class 17 contains 616 members Mstep: Class 18 contains 952 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 99623 members Mstep: Class 21 contains 3002 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1325 members Mstep: Class 24 contains 70 members Mstep: Class 25 contains 261 members Mstep: Class 26 contains 4505 members Mstep: Class 27 contains 506 members Entering Unmasked Estep ConsiderDeletion Score: -7871294.500000 Penalty: 14598.144531 Iteration 162F: 28 clusters Score -7871294 nChanged 0 Entering ConstructFrom: Score: -7871294.500000 Penalty: 14598.144531 Entering ConstructFrom: Trying to split cluster 1 (12668 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12668 members Entering Unmasked Estep Score: -768352.062500 Penalty: 429.830963 Iteration 0F: 2 clusters Score -768352.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6314 members Mstep: Class 2 contains 6354 members Entering Unmasked Estep Score: -759814.687500 Penalty: 859.661926 Iteration 0F: 3 clusters Score -759814.7 nChanged 5932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6482 members Mstep: Class 2 contains 6186 members Entering Unmasked Estep Score: -763231.187500 Penalty: 859.661926 Iteration 1F: 3 clusters Score -763231.2 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6627 members Mstep: Class 2 contains 6041 members Entering Unmasked Estep Score: -763411.750000 Penalty: 859.661926 Iteration 2Q: 3 clusters Score -763411.8 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6817 members Mstep: Class 2 contains 5851 members Entering Unmasked Estep Score: -763609.812500 Penalty: 859.661926 Iteration 3Q: 3 clusters Score -763609.8 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7057 members Mstep: Class 2 contains 5611 members Entering Unmasked Estep Score: -763871.562500 Penalty: 859.661926 Iteration 4Q: 3 clusters Score -763871.6 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7382 members Mstep: Class 2 contains 5286 members Entering Unmasked Estep Score: -764228.312500 Penalty: 859.661926 Iteration 5Q: 3 clusters Score -764228.3 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7755 members Mstep: Class 2 contains 4913 members Entering Unmasked Estep Score: -764747.437500 Penalty: 859.661926 Iteration 6F: 3 clusters Score -764747.4 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8141 members Mstep: Class 2 contains 4527 members Entering Unmasked Estep Score: -765406.812500 Penalty: 859.661926 Iteration 7F: 3 clusters Score -765406.8 nChanged 717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8432 members Mstep: Class 2 contains 4236 members Entering Unmasked Estep Score: -765983.562500 Penalty: 859.661926 Iteration 8F: 3 clusters Score -765983.6 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8611 members Mstep: Class 2 contains 4057 members Entering Unmasked Estep Score: -766260.187500 Penalty: 859.661926 Iteration 9Q: 3 clusters Score -766260.2 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8754 members Mstep: Class 2 contains 3914 members Entering Unmasked Estep Score: -766357.500000 Penalty: 859.661926 Iteration 10Q: 3 clusters Score -766357.5 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8914 members Mstep: Class 2 contains 3754 members Entering Unmasked Estep Score: -766428.812500 Penalty: 859.661926 Iteration 11Q: 3 clusters Score -766428.8 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9079 members Mstep: Class 2 contains 3589 members Entering Unmasked Estep Score: -766491.437500 Penalty: 859.661926 Iteration 12Q: 3 clusters Score -766491.4 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9261 members Mstep: Class 2 contains 3407 members Entering Unmasked Estep Score: -766556.875000 Penalty: 859.661926 Iteration 13Q: 3 clusters Score -766556.9 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9452 members Mstep: Class 2 contains 3216 members Entering Unmasked Estep Score: -766619.500000 Penalty: 859.661926 Iteration 14Q: 3 clusters Score -766619.5 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9640 members Mstep: Class 2 contains 3028 members Entering Unmasked Estep Score: -766675.875000 Penalty: 859.661926 Iteration 15Q: 3 clusters Score -766675.9 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9804 members Mstep: Class 2 contains 2864 members Entering Unmasked Estep Score: -766726.812500 Penalty: 859.661926 Iteration 16Q: 3 clusters Score -766726.8 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9970 members Mstep: Class 2 contains 2698 members Entering Unmasked Estep Score: -766779.437500 Penalty: 859.661926 Iteration 17Q: 3 clusters Score -766779.4 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10142 members Mstep: Class 2 contains 2526 members Entering Unmasked Estep Score: -766845.125000 Penalty: 859.661926 Iteration 18Q: 3 clusters Score -766845.1 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10290 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -766906.375000 Penalty: 859.661926 Iteration 19Q: 3 clusters Score -766906.4 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10448 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -766970.750000 Penalty: 859.661926 Iteration 20F: 3 clusters Score -766970.8 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10609 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -767034.062500 Penalty: 859.661926 Iteration 21Q: 3 clusters Score -767034.1 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10763 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -767099.250000 Penalty: 859.661926 Iteration 22Q: 3 clusters Score -767099.2 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10913 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -767157.312500 Penalty: 859.661926 Iteration 23Q: 3 clusters Score -767157.3 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11052 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -767213.937500 Penalty: 859.661926 Iteration 24Q: 3 clusters Score -767213.9 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11194 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -767275.000000 Penalty: 859.661926 Iteration 25Q: 3 clusters Score -767275 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11334 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -767333.687500 Penalty: 859.661926 Iteration 26Q: 3 clusters Score -767333.7 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11469 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -767397.562500 Penalty: 859.661926 Iteration 27Q: 3 clusters Score -767397.6 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11587 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -767445.312500 Penalty: 859.661926 Iteration 28Q: 3 clusters Score -767445.3 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11711 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -767508.000000 Penalty: 859.661926 Iteration 29Q: 3 clusters Score -767508 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11817 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -767554.812500 Penalty: 859.661926 Iteration 30Q: 3 clusters Score -767554.8 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11923 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -767612.000000 Penalty: 859.661926 Iteration 31Q: 3 clusters Score -767612 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12021 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -767663.625000 Penalty: 859.661926 Iteration 32Q: 3 clusters Score -767663.6 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12121 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -767720.125000 Penalty: 859.661926 Iteration 33Q: 3 clusters Score -767720.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12204 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -767766.875000 Penalty: 859.661926 Iteration 34Q: 3 clusters Score -767766.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12272 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -767801.500000 Penalty: 859.661926 Iteration 35Q: 3 clusters Score -767801.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12317 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -767822.125000 Penalty: 859.661926 Iteration 36Q: 3 clusters Score -767822.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12353 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -767840.250000 Penalty: 859.661926 Iteration 37Q: 3 clusters Score -767840.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12386 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -767861.000000 Penalty: 859.661926 Iteration 38Q: 3 clusters Score -767861 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12422 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -767885.500000 Penalty: 859.661926 Iteration 39Q: 3 clusters Score -767885.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12451 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -767902.375000 Penalty: 859.661926 Iteration 40F: 3 clusters Score -767902.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12470 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -767916.312500 Penalty: 859.661926 Iteration 41Q: 3 clusters Score -767916.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12486 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -767935.000000 Penalty: 859.661926 Iteration 42Q: 3 clusters Score -767935 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12502 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -767947.875000 Penalty: 859.661926 Iteration 43Q: 3 clusters Score -767947.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12511 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -767956.062500 Penalty: 859.661926 Iteration 44Q: 3 clusters Score -767956.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12518 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -767959.187500 Penalty: 859.661926 Iteration 45Q: 3 clusters Score -767959.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12522 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -767961.062500 Penalty: 859.661926 Iteration 46Q: 3 clusters Score -767961.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12526 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -767965.375000 Penalty: 859.661926 Iteration 47Q: 3 clusters Score -767965.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12528 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -767965.937500 Penalty: 859.661926 Iteration 48Q: 3 clusters Score -767965.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12529 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -767966.750000 Penalty: 859.661926 Iteration 49Q: 3 clusters Score -767966.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12530 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -767966.875000 Penalty: 859.661926 Iteration 50Q: 3 clusters Score -767966.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12530 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -767968.125000 Penalty: 859.661926 Iteration 51Q: 3 clusters Score -767968.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12529 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -767968.187500 Penalty: 859.661926 Iteration 52Q: 3 clusters Score -767968.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12528 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -767968.625000 Penalty: 859.661926 Iteration 53Q: 3 clusters Score -767968.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12529 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -767969.062500 Penalty: 859.661926 Iteration 54Q: 3 clusters Score -767969.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12529 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -767969.062500 Penalty: 859.661926 Iteration 55F: 3 clusters Score -767969.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (216 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Entering Unmasked Estep Score: -11090.195312 Penalty: 244.575165 Iteration 0F: 2 clusters Score -11090.2 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 105 members Entering Unmasked Estep Score: -10788.520508 Penalty: 489.150330 Iteration 0F: 3 clusters Score -10788.52 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -10855.659180 Penalty: 489.150330 Iteration 1F: 3 clusters Score -10855.66 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -10883.791992 Penalty: 489.150330 Iteration 2F: 3 clusters Score -10883.79 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -10909.647461 Penalty: 489.150330 Iteration 3F: 3 clusters Score -10909.65 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -10924.287109 Penalty: 489.150330 Iteration 4Q: 3 clusters Score -10924.29 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -10934.088867 Penalty: 489.150330 Iteration 5Q: 3 clusters Score -10934.09 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -10945.018555 Penalty: 489.150330 Iteration 6Q: 3 clusters Score -10945.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -10945.018555 Penalty: 489.150330 Iteration 7F: 3 clusters Score -10945.02 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (226 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Entering Unmasked Estep Score: -9883.505859 Penalty: 246.634354 Iteration 0F: 2 clusters Score -9883.506 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -9597.783203 Penalty: 493.268707 Iteration 0F: 3 clusters Score -9597.783 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -9681.878906 Penalty: 493.268707 Iteration 1F: 3 clusters Score -9681.879 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -9830.971680 Penalty: 493.268707 Iteration 2F: 3 clusters Score -9830.972 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -9924.551758 Penalty: 493.268707 Iteration 3F: 3 clusters Score -9924.552 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -9958.340820 Penalty: 493.268707 Iteration 4F: 3 clusters Score -9958.341 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -9992.821289 Penalty: 493.268707 Iteration 5Q: 3 clusters Score -9992.821 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -10014.395508 Penalty: 493.268707 Iteration 6Q: 3 clusters Score -10014.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -10017.691406 Penalty: 493.268707 Iteration 7Q: 3 clusters Score -10017.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -10017.691406 Penalty: 493.268707 Iteration 8F: 3 clusters Score -10017.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 2280 members Mstep: Class 1 contains 12668 members Mstep: Class 2 contains 216 members Mstep: Class 3 contains 53 members Mstep: Class 4 contains 1626 members Mstep: Class 5 contains 119 members Mstep: Class 6 contains 1843 members Mstep: Class 7 contains 397 members Mstep: Class 8 contains 435 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 499 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2429 members Mstep: Class 14 contains 110 members Mstep: Class 15 contains 8997 members Mstep: Class 16 contains 949 members Mstep: Class 17 contains 616 members Mstep: Class 18 contains 952 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 99623 members Mstep: Class 21 contains 3002 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1325 members Mstep: Class 24 contains 70 members Mstep: Class 25 contains 261 members Mstep: Class 26 contains 4505 members Mstep: Class 27 contains 506 members Mstep: Class 28 contains 173 members Entering Unmasked Estep Score: -7871135.000000 Penalty: 15138.816406 Splitting cluster 3 changes total score from -7871294.500000 to -7871135.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 4 (1626 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Entering Unmasked Estep Score: -98815.992188 Penalty: 336.421478 Iteration 0F: 2 clusters Score -98815.99 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 821 members Entering Unmasked Estep Score: -97603.820312 Penalty: 672.842957 Iteration 0F: 3 clusters Score -97603.82 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -98004.609375 Penalty: 672.842957 Iteration 1F: 3 clusters Score -98004.61 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -98092.429688 Penalty: 672.842957 Iteration 2F: 3 clusters Score -98092.43 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -98175.187500 Penalty: 672.842957 Iteration 3F: 3 clusters Score -98175.19 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -98251.710938 Penalty: 672.842957 Iteration 4F: 3 clusters Score -98251.71 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -98325.718750 Penalty: 672.842957 Iteration 5F: 3 clusters Score -98325.72 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -98394.335938 Penalty: 672.842957 Iteration 6Q: 3 clusters Score -98394.34 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -98436.640625 Penalty: 672.842957 Iteration 7Q: 3 clusters Score -98436.64 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -98460.382812 Penalty: 672.842957 Iteration 8Q: 3 clusters Score -98460.38 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -98483.523438 Penalty: 672.842957 Iteration 9Q: 3 clusters Score -98483.52 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -98498.953125 Penalty: 672.842957 Iteration 10Q: 3 clusters Score -98498.95 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -98506.273438 Penalty: 672.842957 Iteration 11Q: 3 clusters Score -98506.27 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -98516.234375 Penalty: 672.842957 Iteration 12Q: 3 clusters Score -98516.23 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -98526.742188 Penalty: 672.842957 Iteration 13Q: 3 clusters Score -98526.74 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -98534.906250 Penalty: 672.842957 Iteration 14Q: 3 clusters Score -98534.91 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -98540.015625 Penalty: 672.842957 Iteration 15Q: 3 clusters Score -98540.02 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -98543.851562 Penalty: 672.842957 Iteration 16Q: 3 clusters Score -98543.85 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -98551.460938 Penalty: 672.842957 Iteration 17Q: 3 clusters Score -98551.46 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -98558.382812 Penalty: 672.842957 Iteration 18Q: 3 clusters Score -98558.38 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -98566.023438 Penalty: 672.842957 Iteration 19Q: 3 clusters Score -98566.02 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -98570.296875 Penalty: 672.842957 Iteration 20F: 3 clusters Score -98570.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -98573.671875 Penalty: 672.842957 Iteration 21Q: 3 clusters Score -98573.67 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -98575.742188 Penalty: 672.842957 Iteration 22Q: 3 clusters Score -98575.74 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -98577.593750 Penalty: 672.842957 Iteration 23Q: 3 clusters Score -98577.59 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -98579.492188 Penalty: 672.842957 Iteration 24Q: 3 clusters Score -98579.49 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -98581.226562 Penalty: 672.842957 Iteration 25Q: 3 clusters Score -98581.23 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -98583.257812 Penalty: 672.842957 Iteration 26Q: 3 clusters Score -98583.26 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -98583.609375 Penalty: 672.842957 Iteration 27Q: 3 clusters Score -98583.61 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -98584.125000 Penalty: 672.842957 Iteration 28Q: 3 clusters Score -98584.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -98584.734375 Penalty: 672.842957 Iteration 29Q: 3 clusters Score -98584.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -98585.804688 Penalty: 672.842957 Iteration 30Q: 3 clusters Score -98585.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -98587.367188 Penalty: 672.842957 Iteration 31Q: 3 clusters Score -98587.37 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -98589.164062 Penalty: 672.842957 Iteration 32Q: 3 clusters Score -98589.16 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -98591.000000 Penalty: 672.842957 Iteration 33Q: 3 clusters Score -98591 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -98592.742188 Penalty: 672.842957 Iteration 34Q: 3 clusters Score -98592.74 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -98593.648438 Penalty: 672.842957 Iteration 35Q: 3 clusters Score -98593.65 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -98595.593750 Penalty: 672.842957 Iteration 36Q: 3 clusters Score -98595.59 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -98597.312500 Penalty: 672.842957 Iteration 37Q: 3 clusters Score -98597.31 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -98597.671875 Penalty: 672.842957 Iteration 38Q: 3 clusters Score -98597.67 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -98597.671875 Penalty: 672.842957 Iteration 39F: 3 clusters Score -98597.67 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (119 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Entering Unmasked Estep Score: -5245.330566 Penalty: 217.450104 Iteration 0F: 2 clusters Score -5245.331 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -5038.297852 Penalty: 434.900208 Iteration 0F: 3 clusters Score -5038.298 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -5079.441406 Penalty: 434.900208 Iteration 1F: 3 clusters Score -5079.441 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -5097.406738 Penalty: 434.900208 Iteration 2F: 3 clusters Score -5097.407 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -5107.091309 Penalty: 434.900208 Iteration 3Q: 3 clusters Score -5107.091 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -5119.556641 Penalty: 434.900208 Iteration 4Q: 3 clusters Score -5119.557 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -5126.436523 Penalty: 434.900208 Iteration 5Q: 3 clusters Score -5126.437 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -5127.071777 Penalty: 434.900208 Iteration 6Q: 3 clusters Score -5127.072 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -5127.071777 Penalty: 434.900208 Iteration 7F: 3 clusters Score -5127.072 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1843 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Entering Unmasked Estep Score: -112823.757812 Penalty: 342.121307 Iteration 0F: 2 clusters Score -112823.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -111504.476562 Penalty: 684.242615 Iteration 0F: 3 clusters Score -111504.5 nChanged 750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -111925.328125 Penalty: 684.242615 Iteration 1F: 3 clusters Score -111925.3 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -112001.960938 Penalty: 684.242615 Iteration 2F: 3 clusters Score -112002 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -112079.632812 Penalty: 684.242615 Iteration 3F: 3 clusters Score -112079.6 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -112153.078125 Penalty: 684.242615 Iteration 4F: 3 clusters Score -112153.1 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -112218.421875 Penalty: 684.242615 Iteration 5Q: 3 clusters Score -112218.4 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -112285.632812 Penalty: 684.242615 Iteration 6Q: 3 clusters Score -112285.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -112340.140625 Penalty: 684.242615 Iteration 7Q: 3 clusters Score -112340.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -112387.828125 Penalty: 684.242615 Iteration 8Q: 3 clusters Score -112387.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -112424.359375 Penalty: 684.242615 Iteration 9Q: 3 clusters Score -112424.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -112451.132812 Penalty: 684.242615 Iteration 10Q: 3 clusters Score -112451.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -112478.617188 Penalty: 684.242615 Iteration 11Q: 3 clusters Score -112478.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -112496.132812 Penalty: 684.242615 Iteration 12Q: 3 clusters Score -112496.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -112519.976562 Penalty: 684.242615 Iteration 13Q: 3 clusters Score -112520 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -112532.195312 Penalty: 684.242615 Iteration 14Q: 3 clusters Score -112532.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -112535.671875 Penalty: 684.242615 Iteration 15Q: 3 clusters Score -112535.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -112536.531250 Penalty: 684.242615 Iteration 16Q: 3 clusters Score -112536.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -112536.531250 Penalty: 684.242615 Iteration 17F: 3 clusters Score -112536.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (397 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Entering Unmasked Estep Score: -20884.345703 Penalty: 272.269104 Iteration 0F: 2 clusters Score -20884.35 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -20482.347656 Penalty: 544.538208 Iteration 0F: 3 clusters Score -20482.35 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -20592.144531 Penalty: 544.538208 Iteration 1F: 3 clusters Score -20592.14 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -20624.289062 Penalty: 544.538208 Iteration 2F: 3 clusters Score -20624.29 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -20657.435547 Penalty: 544.538208 Iteration 3F: 3 clusters Score -20657.44 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -20684.554688 Penalty: 544.538208 Iteration 4Q: 3 clusters Score -20684.55 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -20728.324219 Penalty: 544.538208 Iteration 5F: 3 clusters Score -20728.32 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -20780.460938 Penalty: 544.538208 Iteration 6Q: 3 clusters Score -20780.46 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -20889.695312 Penalty: 544.538208 Iteration 7F: 3 clusters Score -20889.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -20901.474609 Penalty: 544.538208 Iteration 8Q: 3 clusters Score -20901.47 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -20905.513672 Penalty: 544.538208 Iteration 9Q: 3 clusters Score -20905.51 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -20908.326172 Penalty: 544.538208 Iteration 10Q: 3 clusters Score -20908.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -20909.595703 Penalty: 544.538208 Iteration 11Q: 3 clusters Score -20909.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -20910.187500 Penalty: 544.538208 Iteration 12Q: 3 clusters Score -20910.19 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -20910.457031 Penalty: 544.538208 Iteration 13Q: 3 clusters Score -20910.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -20910.457031 Penalty: 544.538208 Iteration 14F: 3 clusters Score -20910.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 2280 members Mstep: Class 1 contains 12668 members Mstep: Class 2 contains 216 members Mstep: Class 3 contains 226 members Mstep: Class 4 contains 1626 members Mstep: Class 5 contains 119 members Mstep: Class 6 contains 1843 members Mstep: Class 7 contains 219 members Mstep: Class 8 contains 435 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 126 members Mstep: Class 11 contains 499 members Mstep: Class 12 contains 478 members Mstep: Class 13 contains 2429 members Mstep: Class 14 contains 110 members Mstep: Class 15 contains 8997 members Mstep: Class 16 contains 949 members Mstep: Class 17 contains 616 members Mstep: Class 18 contains 952 members Mstep: Class 19 contains 142 members Mstep: Class 20 contains 99623 members Mstep: Class 21 contains 3002 members Mstep: Class 22 contains 180 members Mstep: Class 23 contains 1325 members Mstep: Class 24 contains 70 members Mstep: Class 25 contains 261 members Mstep: Class 26 contains 4505 members Mstep: Class 27 contains 506 members Mstep: Class 28 contains 178 members Entering Unmasked Estep Score: -7871054.500000 Penalty: 15138.816406 Splitting cluster 7 changes total score from -7871294.500000 to -7871054.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (435 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Entering Unmasked Estep Score: -25198.166016 Penalty: 276.428253 Iteration 0F: 2 clusters Score -25198.17 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -24767.234375 Penalty: 552.856506 Iteration 0F: 3 clusters Score -24767.23 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -24849.910156 Penalty: 552.856506 Iteration 1F: 3 clusters Score -24849.91 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -24877.492188 Penalty: 552.856506 Iteration 2F: 3 clusters Score -24877.49 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -24893.974609 Penalty: 552.856506 Iteration 3Q: 3 clusters Score -24893.97 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -24910.095703 Penalty: 552.856506 Iteration 4Q: 3 clusters Score -24910.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -24923.498047 Penalty: 552.856506 Iteration 5Q: 3 clusters Score -24923.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -24935.947266 Penalty: 552.856506 Iteration 6Q: 3 clusters Score -24935.95 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -24941.882812 Penalty: 552.856506 Iteration 7Q: 3 clusters Score -24941.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -24942.833984 Penalty: 552.856506 Iteration 8Q: 3 clusters Score -24942.83 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -24942.833984 Penalty: 552.856506 Iteration 9F: 3 clusters Score -24942.83 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (190 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Entering Unmasked Estep Score: -9049.143555 Penalty: 238.739594 Iteration 0F: 2 clusters Score -9049.144 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -8777.311523 Penalty: 477.479187 Iteration 0F: 3 clusters Score -8777.312 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -8842.148438 Penalty: 477.479187 Iteration 1F: 3 clusters Score -8842.148 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -8852.447266 Penalty: 477.479187 Iteration 2F: 3 clusters Score -8852.447 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -8853.936523 Penalty: 477.479187 Iteration 3Q: 3 clusters Score -8853.937 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -8853.936523 Penalty: 477.479187 Iteration 4F: 3 clusters Score -8853.937 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (126 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Entering Unmasked Estep Score: -5659.060547 Penalty: 220.050827 Iteration 0F: 2 clusters Score -5659.061 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 55 members Entering Unmasked Estep Score: -5430.971680 Penalty: 440.101654 Iteration 0F: 3 clusters Score -5430.972 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -5494.702148 Penalty: 440.101654 Iteration 1F: 3 clusters Score -5494.702 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -5508.152832 Penalty: 440.101654 Iteration 2F: 3 clusters Score -5508.153 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -5509.269043 Penalty: 440.101654 Iteration 3Q: 3 clusters Score -5509.269 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -5512.471680 Penalty: 440.101654 Iteration 4Q: 3 clusters Score -5512.472 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -5513.438477 Penalty: 440.101654 Iteration 5Q: 3 clusters Score -5513.438 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -5513.438477 Penalty: 440.101654 Iteration 6F: 3 clusters Score -5513.438 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (499 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Entering Unmasked Estep Score: -25113.427734 Penalty: 282.673584 Iteration 0F: 2 clusters Score -25113.43 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -24630.818359 Penalty: 565.347168 Iteration 0F: 3 clusters Score -24630.82 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -24784.658203 Penalty: 565.347168 Iteration 1F: 3 clusters Score -24784.66 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -24829.011719 Penalty: 565.347168 Iteration 2F: 3 clusters Score -24829.01 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -24851.386719 Penalty: 565.347168 Iteration 3F: 3 clusters Score -24851.39 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -24859.167969 Penalty: 565.347168 Iteration 4Q: 3 clusters Score -24859.17 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -24862.064453 Penalty: 565.347168 Iteration 5Q: 3 clusters Score -24862.06 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -24867.462891 Penalty: 565.347168 Iteration 6Q: 3 clusters Score -24867.46 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -24869.070312 Penalty: 565.347168 Iteration 7Q: 3 clusters Score -24869.07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -24870.679688 Penalty: 565.347168 Iteration 8Q: 3 clusters Score -24870.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -24870.841797 Penalty: 565.347168 Iteration 9Q: 3 clusters Score -24870.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -24870.841797 Penalty: 565.347168 Iteration 10F: 3 clusters Score -24870.84 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (478 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Entering Unmasked Estep Score: -24504.554688 Penalty: 280.717285 Iteration 0F: 2 clusters Score -24504.55 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 250 members Entering Unmasked Estep Score: -24036.927734 Penalty: 561.434570 Iteration 0F: 3 clusters Score -24036.93 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -24133.433594 Penalty: 561.434570 Iteration 1F: 3 clusters Score -24133.43 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -24155.623047 Penalty: 561.434570 Iteration 2F: 3 clusters Score -24155.62 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -24177.937500 Penalty: 561.434570 Iteration 3Q: 3 clusters Score -24177.94 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -24191.951172 Penalty: 561.434570 Iteration 4Q: 3 clusters Score -24191.95 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -24200.167969 Penalty: 561.434570 Iteration 5Q: 3 clusters Score -24200.17 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -24212.855469 Penalty: 561.434570 Iteration 6Q: 3 clusters Score -24212.86 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -24239.939453 Penalty: 561.434570 Iteration 7Q: 3 clusters Score -24239.94 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -24262.298828 Penalty: 561.434570 Iteration 8Q: 3 clusters Score -24262.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -24279.328125 Penalty: 561.434570 Iteration 9Q: 3 clusters Score -24279.33 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -24294.679688 Penalty: 561.434570 Iteration 10Q: 3 clusters Score -24294.68 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -24301.941406 Penalty: 561.434570 Iteration 11Q: 3 clusters Score -24301.94 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -24310.054688 Penalty: 561.434570 Iteration 12Q: 3 clusters Score -24310.05 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -24316.152344 Penalty: 561.434570 Iteration 13Q: 3 clusters Score -24316.15 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -24321.578125 Penalty: 561.434570 Iteration 14Q: 3 clusters Score -24321.58 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -24324.320312 Penalty: 561.434570 Iteration 15Q: 3 clusters Score -24324.32 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -24327.369141 Penalty: 561.434570 Iteration 16Q: 3 clusters Score -24327.37 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -24332.892578 Penalty: 561.434570 Iteration 17Q: 3 clusters Score -24332.89 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -24336.150391 Penalty: 561.434570 Iteration 18Q: 3 clusters Score -24336.15 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -24343.548828 Penalty: 561.434570 Iteration 19Q: 3 clusters Score -24343.55 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -24351.357422 Penalty: 561.434570 Iteration 20F: 3 clusters Score -24351.36 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -24360.595703 Penalty: 561.434570 Iteration 21Q: 3 clusters Score -24360.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -24363.617188 Penalty: 561.434570 Iteration 22Q: 3 clusters Score -24363.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -24364.580078 Penalty: 561.434570 Iteration 23Q: 3 clusters Score -24364.58 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -24367.603516 Penalty: 561.434570 Iteration 24Q: 3 clusters Score -24367.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -24368.792969 Penalty: 561.434570 Iteration 25Q: 3 clusters Score -24368.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -24373.562500 Penalty: 561.434570 Iteration 26Q: 3 clusters Score -24373.56 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -24378.658203 Penalty: 561.434570 Iteration 27Q: 3 clusters Score -24378.66 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -24385.949219 Penalty: 561.434570 Iteration 28Q: 3 clusters Score -24385.95 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -24395.296875 Penalty: 561.434570 Iteration 29Q: 3 clusters Score -24395.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -24402.685547 Penalty: 561.434570 Iteration 30Q: 3 clusters Score -24402.69 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -24407.224609 Penalty: 561.434570 Iteration 31Q: 3 clusters Score -24407.22 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -24410.462891 Penalty: 561.434570 Iteration 32Q: 3 clusters Score -24410.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -24411.191406 Penalty: 561.434570 Iteration 33Q: 3 clusters Score -24411.19 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -24411.191406 Penalty: 561.434570 Iteration 34F: 3 clusters Score -24411.19 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2429 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2429 members Entering Unmasked Estep Score: -133061.078125 Penalty: 354.683197 Iteration 0F: 2 clusters Score -133061.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -131301.468750 Penalty: 709.366394 Iteration 0F: 3 clusters Score -131301.5 nChanged 1089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -131859.484375 Penalty: 709.366394 Iteration 1F: 3 clusters Score -131859.5 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -131960.750000 Penalty: 709.366394 Iteration 2F: 3 clusters Score -131960.8 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -132051.671875 Penalty: 709.366394 Iteration 3F: 3 clusters Score -132051.7 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -132169.796875 Penalty: 709.366394 Iteration 4F: 3 clusters Score -132169.8 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -132300.859375 Penalty: 709.366394 Iteration 5F: 3 clusters Score -132300.9 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -132426.656250 Penalty: 709.366394 Iteration 6F: 3 clusters Score -132426.7 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -132551.328125 Penalty: 709.366394 Iteration 7Q: 3 clusters Score -132551.3 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 2173 members Entering Unmasked Estep Score: -132647.890625 Penalty: 709.366394 Iteration 8Q: 3 clusters Score -132647.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 2208 members Entering Unmasked Estep Score: -132707.437500 Penalty: 709.366394 Iteration 9Q: 3 clusters Score -132707.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -132729.781250 Penalty: 709.366394 Iteration 10Q: 3 clusters Score -132729.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -132741.890625 Penalty: 709.366394 Iteration 11Q: 3 clusters Score -132741.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 2250 members Entering Unmasked Estep Score: -132751.421875 Penalty: 709.366394 Iteration 12Q: 3 clusters Score -132751.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 2253 members Entering Unmasked Estep Score: -132753.484375 Penalty: 709.366394 Iteration 13Q: 3 clusters Score -132753.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -132754.312500 Penalty: 709.366394 Iteration 14Q: 3 clusters Score -132754.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 2259 members Entering Unmasked Estep Score: -132756.843750 Penalty: 709.366394 Iteration 15Q: 3 clusters Score -132756.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 2264 members Entering Unmasked Estep Score: -132759.546875 Penalty: 709.366394 Iteration 16Q: 3 clusters Score -132759.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -132761.765625 Penalty: 709.366394 Iteration 17Q: 3 clusters Score -132761.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -132764.531250 Penalty: 709.366394 Iteration 18Q: 3 clusters Score -132764.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -132766.359375 Penalty: 709.366394 Iteration 19Q: 3 clusters Score -132766.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -132770.234375 Penalty: 709.366394 Iteration 20F: 3 clusters Score -132770.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -132771.109375 Penalty: 709.366394 Iteration 21Q: 3 clusters Score -132771.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -132771.515625 Penalty: 709.366394 Iteration 22Q: 3 clusters Score -132771.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -132771.515625 Penalty: 709.366394 Iteration 23F: 3 clusters Score -132771.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (110 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Entering Unmasked Estep Score: -5441.381836 Penalty: 213.871857 Iteration 0F: 2 clusters Score -5441.382 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -5235.570801 Penalty: 427.743713 Iteration 0F: 3 clusters Score -5235.571 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 40 members Entering Unmasked Estep Score: -5287.000977 Penalty: 427.743713 Iteration 1F: 3 clusters Score -5287.001 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 36 members Entering Unmasked Estep Score: -5309.492188 Penalty: 427.743713 Iteration 2F: 3 clusters Score -5309.492 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 34 members Entering Unmasked Estep Score: -5317.107910 Penalty: 427.743713 Iteration 3Q: 3 clusters Score -5317.108 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 33 members Entering Unmasked Estep Score: -5324.285645 Penalty: 427.743713 Iteration 4Q: 3 clusters Score -5324.286 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 33 members Entering Unmasked Estep Score: -5328.010742 Penalty: 427.743713 Iteration 5Q: 3 clusters Score -5328.011 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 34 members Entering Unmasked Estep Score: -5333.174805 Penalty: 427.743713 Iteration 6Q: 3 clusters Score -5333.175 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 34 members Entering Unmasked Estep Score: -5333.174805 Penalty: 427.743713 Iteration 7F: 3 clusters Score -5333.175 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (8997 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8997 members Entering Unmasked Estep Score: -488830.875000 Penalty: 414.261414 Iteration 0F: 2 clusters Score -488830.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4478 members Mstep: Class 2 contains 4519 members Entering Unmasked Estep Score: -482831.531250 Penalty: 828.522827 Iteration 0F: 3 clusters Score -482831.5 nChanged 4161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4255 members Mstep: Class 2 contains 4742 members Entering Unmasked Estep Score: -485127.156250 Penalty: 828.522827 Iteration 1F: 3 clusters Score -485127.2 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4170 members Mstep: Class 2 contains 4827 members Entering Unmasked Estep Score: -485308.531250 Penalty: 828.522827 Iteration 2F: 3 clusters Score -485308.5 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4066 members Mstep: Class 2 contains 4931 members Entering Unmasked Estep Score: -485539.656250 Penalty: 828.522827 Iteration 3F: 3 clusters Score -485539.7 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3971 members Mstep: Class 2 contains 5026 members Entering Unmasked Estep Score: -485830.906250 Penalty: 828.522827 Iteration 4F: 3 clusters Score -485830.9 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3929 members Mstep: Class 2 contains 5068 members Entering Unmasked Estep Score: -486149.625000 Penalty: 828.522827 Iteration 5F: 3 clusters Score -486149.6 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3890 members Mstep: Class 2 contains 5107 members Entering Unmasked Estep Score: -486493.968750 Penalty: 828.522827 Iteration 6F: 3 clusters Score -486494 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3871 members Mstep: Class 2 contains 5126 members Entering Unmasked Estep Score: -486786.781250 Penalty: 828.522827 Iteration 7F: 3 clusters Score -486786.8 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3846 members Mstep: Class 2 contains 5151 members Entering Unmasked Estep Score: -486953.718750 Penalty: 828.522827 Iteration 8Q: 3 clusters Score -486953.7 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3821 members Mstep: Class 2 contains 5176 members Entering Unmasked Estep Score: -487016.031250 Penalty: 828.522827 Iteration 9Q: 3 clusters Score -487016 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3803 members Mstep: Class 2 contains 5194 members Entering Unmasked Estep Score: -487034.906250 Penalty: 828.522827 Iteration 10Q: 3 clusters Score -487034.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3792 members Mstep: Class 2 contains 5205 members Entering Unmasked Estep Score: -487045.375000 Penalty: 828.522827 Iteration 11Q: 3 clusters Score -487045.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3790 members Mstep: Class 2 contains 5207 members Entering Unmasked Estep Score: -487054.281250 Penalty: 828.522827 Iteration 12Q: 3 clusters Score -487054.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3798 members Mstep: Class 2 contains 5199 members Entering Unmasked Estep Score: -487060.187500 Penalty: 828.522827 Iteration 13Q: 3 clusters Score -487060.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3803 members Mstep: Class 2 contains 5194 members Entering Unmasked Estep Score: -487067.875000 Penalty: 828.522827 Iteration 14Q: 3 clusters Score -487067.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3805 members Mstep: Class 2 contains 5192 members Entering Unmasked Estep Score: -487074.718750 Penalty: 828.522827 Iteration 15Q: 3 clusters Score -487074.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3799 members Mstep: Class 2 contains 5198 members Entering Unmasked Estep Score: -487083.593750 Penalty: 828.522827 Iteration 16Q: 3 clusters Score -487083.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3797 members Mstep: Class 2 contains 5200 members Entering Unmasked Estep Score: -487091.843750 Penalty: 828.522827 Iteration 17Q: 3 clusters Score -487091.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3787 members Mstep: Class 2 contains 5210 members Entering Unmasked Estep Score: -487102.062500 Penalty: 828.522827 Iteration 18Q: 3 clusters Score -487102.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3769 members Mstep: Class 2 contains 5228 members Entering Unmasked Estep Score: -487113.000000 Penalty: 828.522827 Iteration 19Q: 3 clusters Score -487113 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3745 members Mstep: Class 2 contains 5252 members Entering Unmasked Estep Score: -487122.812500 Penalty: 828.522827 Iteration 20F: 3 clusters Score -487122.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3715 members Mstep: Class 2 contains 5282 members Entering Unmasked Estep Score: -487134.187500 Penalty: 828.522827 Iteration 21Q: 3 clusters Score -487134.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3691 members Mstep: Class 2 contains 5306 members Entering Unmasked Estep Score: -487149.625000 Penalty: 828.522827 Iteration 22Q: 3 clusters Score -487149.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3658 members Mstep: Class 2 contains 5339 members Entering Unmasked Estep Score: -487161.218750 Penalty: 828.522827 Iteration 23Q: 3 clusters Score -487161.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3628 members Mstep: Class 2 contains 5369 members Entering Unmasked Estep Score: -487171.937500 Penalty: 828.522827 Iteration 24Q: 3 clusters Score -487171.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3605 members Mstep: Class 2 contains 5392 members Entering Unmasked Estep Score: -487179.781250 Penalty: 828.522827 Iteration 25Q: 3 clusters Score -487179.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3577 members Mstep: Class 2 contains 5420 members Entering Unmasked Estep Score: -487191.718750 Penalty: 828.522827 Iteration 26Q: 3 clusters Score -487191.7 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3544 members Mstep: Class 2 contains 5453 members Entering Unmasked Estep Score: -487207.937500 Penalty: 828.522827 Iteration 27Q: 3 clusters Score -487207.9 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3502 members Mstep: Class 2 contains 5495 members Entering Unmasked Estep Score: -487223.312500 Penalty: 828.522827 Iteration 28Q: 3 clusters Score -487223.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3445 members Mstep: Class 2 contains 5552 members Entering Unmasked Estep Score: -487238.250000 Penalty: 828.522827 Iteration 29Q: 3 clusters Score -487238.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3378 members Mstep: Class 2 contains 5619 members Entering Unmasked Estep Score: -487252.812500 Penalty: 828.522827 Iteration 30Q: 3 clusters Score -487252.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3314 members Mstep: Class 2 contains 5683 members Entering Unmasked Estep Score: -487266.375000 Penalty: 828.522827 Iteration 31Q: 3 clusters Score -487266.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3242 members Mstep: Class 2 contains 5755 members Entering Unmasked Estep Score: -487285.531250 Penalty: 828.522827 Iteration 32Q: 3 clusters Score -487285.5 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3161 members Mstep: Class 2 contains 5836 members Entering Unmasked Estep Score: -487310.843750 Penalty: 828.522827 Iteration 33Q: 3 clusters Score -487310.8 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3081 members Mstep: Class 2 contains 5916 members Entering Unmasked Estep Score: -487338.562500 Penalty: 828.522827 Iteration 34Q: 3 clusters Score -487338.6 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2994 members Mstep: Class 2 contains 6003 members Entering Unmasked Estep Score: -487363.875000 Penalty: 828.522827 Iteration 35Q: 3 clusters Score -487363.9 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2911 members Mstep: Class 2 contains 6086 members Entering Unmasked Estep Score: -487387.281250 Penalty: 828.522827 Iteration 36Q: 3 clusters Score -487387.3 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2828 members Mstep: Class 2 contains 6169 members Entering Unmasked Estep Score: -487412.031250 Penalty: 828.522827 Iteration 37Q: 3 clusters Score -487412 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 6252 members Entering Unmasked Estep Score: -487435.718750 Penalty: 828.522827 Iteration 38Q: 3 clusters Score -487435.7 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2659 members Mstep: Class 2 contains 6338 members Entering Unmasked Estep Score: -487457.468750 Penalty: 828.522827 Iteration 39Q: 3 clusters Score -487457.5 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2572 members Mstep: Class 2 contains 6425 members Entering Unmasked Estep Score: -487482.750000 Penalty: 828.522827 Iteration 40F: 3 clusters Score -487482.8 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Mstep: Class 2 contains 6520 members Entering Unmasked Estep Score: -487509.906250 Penalty: 828.522827 Iteration 41Q: 3 clusters Score -487509.9 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 6620 members Entering Unmasked Estep Score: -487540.656250 Penalty: 828.522827 Iteration 42Q: 3 clusters Score -487540.7 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 6733 members Entering Unmasked Estep Score: -487589.250000 Penalty: 828.522827 Iteration 43Q: 3 clusters Score -487589.2 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 6872 members Entering Unmasked Estep Score: -487665.062500 Penalty: 828.522827 Iteration 44Q: 3 clusters Score -487665.1 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 7025 members Entering Unmasked Estep Score: -487768.718750 Penalty: 828.522827 Iteration 45Q: 3 clusters Score -487768.7 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 7169 members Entering Unmasked Estep Score: -487886.218750 Penalty: 828.522827 Iteration 46Q: 3 clusters Score -487886.2 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 7312 members Entering Unmasked Estep Score: -488019.250000 Penalty: 828.522827 Iteration 47Q: 3 clusters Score -488019.2 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 7456 members Entering Unmasked Estep Score: -488146.125000 Penalty: 828.522827 Iteration 48Q: 3 clusters Score -488146.1 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 7572 members Entering Unmasked Estep Score: -488240.000000 Penalty: 828.522827 Iteration 49Q: 3 clusters Score -488240 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 7668 members Entering Unmasked Estep Score: -488309.531250 Penalty: 828.522827 Iteration 50Q: 3 clusters Score -488309.5 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 7746 members Entering Unmasked Estep Score: -488363.687500 Penalty: 828.522827 Iteration 51Q: 3 clusters Score -488363.7 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 7817 members Entering Unmasked Estep Score: -488403.531250 Penalty: 828.522827 Iteration 52Q: 3 clusters Score -488403.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 7865 members Entering Unmasked Estep Score: -488421.500000 Penalty: 828.522827 Iteration 53Q: 3 clusters Score -488421.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 7898 members Entering Unmasked Estep Score: -488429.437500 Penalty: 828.522827 Iteration 54Q: 3 clusters Score -488429.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 7924 members Entering Unmasked Estep Score: -488433.812500 Penalty: 828.522827 Iteration 55Q: 3 clusters Score -488433.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 7944 members Entering Unmasked Estep Score: -488436.187500 Penalty: 828.522827 Iteration 56Q: 3 clusters Score -488436.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 7958 members Entering Unmasked Estep Score: -488439.250000 Penalty: 828.522827 Iteration 57Q: 3 clusters Score -488439.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 7971 members Entering Unmasked Estep Score: -488441.906250 Penalty: 828.522827 Iteration 58Q: 3 clusters Score -488441.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 7988 members Entering Unmasked Estep Score: -488446.000000 Penalty: 828.522827 Iteration 59Q: 3 clusters Score -488446 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 8009 members Entering Unmasked Estep Score: -488449.625000 Penalty: 828.522827 Iteration 60F: 3 clusters Score -488449.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 8038 members Entering Unmasked Estep Score: -488456.218750 Penalty: 828.522827 Iteration 61Q: 3 clusters Score -488456.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 8060 members Entering Unmasked Estep Score: -488460.750000 Penalty: 828.522827 Iteration 62Q: 3 clusters Score -488460.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 8082 members Entering Unmasked Estep Score: -488465.718750 Penalty: 828.522827 Iteration 63Q: 3 clusters Score -488465.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 8102 members Entering Unmasked Estep Score: -488469.031250 Penalty: 828.522827 Iteration 64Q: 3 clusters Score -488469 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 8112 members Entering Unmasked Estep Score: -488471.687500 Penalty: 828.522827 Iteration 65Q: 3 clusters Score -488471.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 8123 members Entering Unmasked Estep Score: -488474.718750 Penalty: 828.522827 Iteration 66Q: 3 clusters Score -488474.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 8134 members Entering Unmasked Estep Score: -488476.312500 Penalty: 828.522827 Iteration 67Q: 3 clusters Score -488476.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 8149 members Entering Unmasked Estep Score: -488478.187500 Penalty: 828.522827 Iteration 68Q: 3 clusters Score -488478.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 8161 members Entering Unmasked Estep Score: -488480.593750 Penalty: 828.522827 Iteration 69Q: 3 clusters Score -488480.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 8173 members Entering Unmasked Estep Score: -488483.343750 Penalty: 828.522827 Iteration 70Q: 3 clusters Score -488483.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 8182 members Entering Unmasked Estep Score: -488482.843750 Penalty: 828.522827 Iteration 71Q: 3 clusters Score -488482.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 8187 members Entering Unmasked Estep Score: -488483.218750 Penalty: 828.522827 Iteration 72Q: 3 clusters Score -488483.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 8193 members Entering Unmasked Estep Score: -488483.500000 Penalty: 828.522827 Iteration 73Q: 3 clusters Score -488483.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 8196 members Entering Unmasked Estep Score: -488483.562500 Penalty: 828.522827 Iteration 74Q: 3 clusters Score -488483.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 8201 members Entering Unmasked Estep Score: -488484.468750 Penalty: 828.522827 Iteration 75Q: 3 clusters Score -488484.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 8204 members Entering Unmasked Estep Score: -488485.031250 Penalty: 828.522827 Iteration 76Q: 3 clusters Score -488485 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 8207 members Entering Unmasked Estep Score: -488484.750000 Penalty: 828.522827 Iteration 77Q: 3 clusters Score -488484.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 8208 members Entering Unmasked Estep Score: -488485.312500 Penalty: 828.522827 Iteration 78Q: 3 clusters Score -488485.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 8209 members Entering Unmasked Estep Score: -488485.718750 Penalty: 828.522827 Iteration 79Q: 3 clusters Score -488485.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 8210 members Entering Unmasked Estep Score: -488485.687500 Penalty: 828.522827 Iteration 80F: 3 clusters Score -488485.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 8211 members Entering Unmasked Estep Score: -488485.812500 Penalty: 828.522827 Iteration 81Q: 3 clusters Score -488485.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 8212 members Entering Unmasked Estep Score: -488485.875000 Penalty: 828.522827 Iteration 82Q: 3 clusters Score -488485.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 8212 members Entering Unmasked Estep Score: -488485.875000 Penalty: 828.522827 Iteration 83F: 3 clusters Score -488485.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (949 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Entering Unmasked Estep Score: -52248.890625 Penalty: 311.921082 Iteration 0F: 2 clusters Score -52248.89 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -51463.207031 Penalty: 623.842163 Iteration 0F: 3 clusters Score -51463.21 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -51716.050781 Penalty: 623.842163 Iteration 1F: 3 clusters Score -51716.05 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -51759.667969 Penalty: 623.842163 Iteration 2F: 3 clusters Score -51759.67 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -51785.000000 Penalty: 623.842163 Iteration 3F: 3 clusters Score -51785 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -51800.417969 Penalty: 623.842163 Iteration 4Q: 3 clusters Score -51800.42 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -51813.035156 Penalty: 623.842163 Iteration 5Q: 3 clusters Score -51813.04 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -51825.425781 Penalty: 623.842163 Iteration 6Q: 3 clusters Score -51825.43 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -51831.984375 Penalty: 623.842163 Iteration 7Q: 3 clusters Score -51831.98 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -51834.710938 Penalty: 623.842163 Iteration 8Q: 3 clusters Score -51834.71 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -51837.382812 Penalty: 623.842163 Iteration 9Q: 3 clusters Score -51837.38 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -51843.292969 Penalty: 623.842163 Iteration 10Q: 3 clusters Score -51843.29 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -51847.500000 Penalty: 623.842163 Iteration 11Q: 3 clusters Score -51847.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -51852.218750 Penalty: 623.842163 Iteration 12Q: 3 clusters Score -51852.22 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -51856.511719 Penalty: 623.842163 Iteration 13Q: 3 clusters Score -51856.51 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -51861.988281 Penalty: 623.842163 Iteration 14Q: 3 clusters Score -51861.99 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -51867.660156 Penalty: 623.842163 Iteration 15Q: 3 clusters Score -51867.66 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -51874.472656 Penalty: 623.842163 Iteration 16Q: 3 clusters Score -51874.47 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -51879.882812 Penalty: 623.842163 Iteration 17Q: 3 clusters Score -51879.88 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -51881.843750 Penalty: 623.842163 Iteration 18Q: 3 clusters Score -51881.84 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -51883.707031 Penalty: 623.842163 Iteration 19Q: 3 clusters Score -51883.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -51884.246094 Penalty: 623.842163 Iteration 20F: 3 clusters Score -51884.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -51885.812500 Penalty: 623.842163 Iteration 21Q: 3 clusters Score -51885.81 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -51886.824219 Penalty: 623.842163 Iteration 22Q: 3 clusters Score -51886.82 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -51888.898438 Penalty: 623.842163 Iteration 23Q: 3 clusters Score -51888.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -51890.113281 Penalty: 623.842163 Iteration 24Q: 3 clusters Score -51890.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -51890.433594 Penalty: 623.842163 Iteration 25Q: 3 clusters Score -51890.43 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -51892.691406 Penalty: 623.842163 Iteration 26Q: 3 clusters Score -51892.69 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -51896.125000 Penalty: 623.842163 Iteration 27Q: 3 clusters Score -51896.12 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -51898.585938 Penalty: 623.842163 Iteration 28Q: 3 clusters Score -51898.59 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -51901.656250 Penalty: 623.842163 Iteration 29Q: 3 clusters Score -51901.66 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -51905.453125 Penalty: 623.842163 Iteration 30Q: 3 clusters Score -51905.45 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -51909.394531 Penalty: 623.842163 Iteration 31Q: 3 clusters Score -51909.39 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -51912.972656 Penalty: 623.842163 Iteration 32Q: 3 clusters Score -51912.97 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -51923.839844 Penalty: 623.842163 Iteration 33Q: 3 clusters Score -51923.84 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -51931.781250 Penalty: 623.842163 Iteration 34Q: 3 clusters Score -51931.78 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -51936.804688 Penalty: 623.842163 Iteration 35Q: 3 clusters Score -51936.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -51942.019531 Penalty: 623.842163 Iteration 36Q: 3 clusters Score -51942.02 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -51949.714844 Penalty: 623.842163 Iteration 37Q: 3 clusters Score -51949.71 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -51962.015625 Penalty: 623.842163 Iteration 38Q: 3 clusters Score -51962.02 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -51972.320312 Penalty: 623.842163 Iteration 39Q: 3 clusters Score -51972.32 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -51978.636719 Penalty: 623.842163 Iteration 40F: 3 clusters Score -51978.64 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -51984.703125 Penalty: 623.842163 Iteration 41Q: 3 clusters Score -51984.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -51995.769531 Penalty: 623.842163 Iteration 42Q: 3 clusters Score -51995.77 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -52004.562500 Penalty: 623.842163 Iteration 43Q: 3 clusters Score -52004.56 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -52006.382812 Penalty: 623.842163 Iteration 44Q: 3 clusters Score -52006.38 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -52012.316406 Penalty: 623.842163 Iteration 45Q: 3 clusters Score -52012.32 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -52021.062500 Penalty: 623.842163 Iteration 46Q: 3 clusters Score -52021.06 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -52025.062500 Penalty: 623.842163 Iteration 47Q: 3 clusters Score -52025.06 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -52025.906250 Penalty: 623.842163 Iteration 48Q: 3 clusters Score -52025.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -52025.906250 Penalty: 623.842163 Iteration 49F: 3 clusters Score -52025.91 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (616 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Entering Unmasked Estep Score: -32718.259766 Penalty: 292.257721 Iteration 0F: 2 clusters Score -32718.26 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -32133.484375 Penalty: 584.515442 Iteration 0F: 3 clusters Score -32133.48 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -32277.273438 Penalty: 584.515442 Iteration 1F: 3 clusters Score -32277.27 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -32316.941406 Penalty: 584.515442 Iteration 2F: 3 clusters Score -32316.94 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -32346.195312 Penalty: 584.515442 Iteration 3F: 3 clusters Score -32346.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -32365.050781 Penalty: 584.515442 Iteration 4Q: 3 clusters Score -32365.05 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -32379.787109 Penalty: 584.515442 Iteration 5Q: 3 clusters Score -32379.79 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -32393.611328 Penalty: 584.515442 Iteration 6Q: 3 clusters Score -32393.61 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -32406.902344 Penalty: 584.515442 Iteration 7Q: 3 clusters Score -32406.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -32416.833984 Penalty: 584.515442 Iteration 8Q: 3 clusters Score -32416.83 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -32422.634766 Penalty: 584.515442 Iteration 9Q: 3 clusters Score -32422.63 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -32426.724609 Penalty: 584.515442 Iteration 10Q: 3 clusters Score -32426.72 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -32429.583984 Penalty: 584.515442 Iteration 11Q: 3 clusters Score -32429.58 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -32432.533203 Penalty: 584.515442 Iteration 12Q: 3 clusters Score -32432.53 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -32435.390625 Penalty: 584.515442 Iteration 13Q: 3 clusters Score -32435.39 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -32440.759766 Penalty: 584.515442 Iteration 14Q: 3 clusters Score -32440.76 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -32445.650391 Penalty: 584.515442 Iteration 15Q: 3 clusters Score -32445.65 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -32449.302734 Penalty: 584.515442 Iteration 16Q: 3 clusters Score -32449.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -32454.402344 Penalty: 584.515442 Iteration 17Q: 3 clusters Score -32454.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -32460.154297 Penalty: 584.515442 Iteration 18Q: 3 clusters Score -32460.15 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -32464.404297 Penalty: 584.515442 Iteration 19Q: 3 clusters Score -32464.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -32469.914062 Penalty: 584.515442 Iteration 20F: 3 clusters Score -32469.91 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -32471.968750 Penalty: 584.515442 Iteration 21Q: 3 clusters Score -32471.97 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -32473.595703 Penalty: 584.515442 Iteration 22Q: 3 clusters Score -32473.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -32476.107422 Penalty: 584.515442 Iteration 23Q: 3 clusters Score -32476.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -32476.451172 Penalty: 584.515442 Iteration 24Q: 3 clusters Score -32476.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -32476.451172 Penalty: 584.515442 Iteration 25F: 3 clusters Score -32476.45 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (952 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Entering Unmasked Estep Score: -49487.226562 Penalty: 312.064697 Iteration 0F: 2 clusters Score -49487.23 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 479 members Entering Unmasked Estep Score: -48727.929688 Penalty: 624.129395 Iteration 0F: 3 clusters Score -48727.93 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -48914.437500 Penalty: 624.129395 Iteration 1F: 3 clusters Score -48914.44 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -48951.011719 Penalty: 624.129395 Iteration 2F: 3 clusters Score -48951.01 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -48995.609375 Penalty: 624.129395 Iteration 3F: 3 clusters Score -48995.61 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -49047.117188 Penalty: 624.129395 Iteration 4F: 3 clusters Score -49047.12 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -49097.582031 Penalty: 624.129395 Iteration 5F: 3 clusters Score -49097.58 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -49146.828125 Penalty: 624.129395 Iteration 6F: 3 clusters Score -49146.83 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -49187.191406 Penalty: 624.129395 Iteration 7Q: 3 clusters Score -49187.19 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -49232.539062 Penalty: 624.129395 Iteration 8Q: 3 clusters Score -49232.54 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -49254.949219 Penalty: 624.129395 Iteration 9Q: 3 clusters Score -49254.95 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -49277.843750 Penalty: 624.129395 Iteration 10Q: 3 clusters Score -49277.84 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -49297.906250 Penalty: 624.129395 Iteration 11Q: 3 clusters Score -49297.91 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -49316.503906 Penalty: 624.129395 Iteration 12Q: 3 clusters Score -49316.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -49330.531250 Penalty: 624.129395 Iteration 13Q: 3 clusters Score -49330.53 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -49340.480469 Penalty: 624.129395 Iteration 14Q: 3 clusters Score -49340.48 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -49348.062500 Penalty: 624.129395 Iteration 15Q: 3 clusters Score -49348.06 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -49355.285156 Penalty: 624.129395 Iteration 16Q: 3 clusters Score -49355.29 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -49360.167969 Penalty: 624.129395 Iteration 17Q: 3 clusters Score -49360.17 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -49361.527344 Penalty: 624.129395 Iteration 18Q: 3 clusters Score -49361.53 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -49362.863281 Penalty: 624.129395 Iteration 19Q: 3 clusters Score -49362.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -49362.972656 Penalty: 624.129395 Iteration 20F: 3 clusters Score -49362.97 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (142 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Entering Unmasked Estep Score: -7006.900391 Penalty: 225.490143 Iteration 0F: 2 clusters Score -7006.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -6759.794922 Penalty: 450.980286 Iteration 0F: 3 clusters Score -6759.795 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -6792.434570 Penalty: 450.980286 Iteration 1F: 3 clusters Score -6792.435 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -6812.949707 Penalty: 450.980286 Iteration 2Q: 3 clusters Score -6812.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -6819.777832 Penalty: 450.980286 Iteration 3Q: 3 clusters Score -6819.778 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -6824.588867 Penalty: 450.980286 Iteration 4Q: 3 clusters Score -6824.589 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -6827.368652 Penalty: 450.980286 Iteration 5Q: 3 clusters Score -6827.369 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -6828.768066 Penalty: 450.980286 Iteration 6Q: 3 clusters Score -6828.768 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -6830.398438 Penalty: 450.980286 Iteration 7Q: 3 clusters Score -6830.398 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -6831.481934 Penalty: 450.980286 Iteration 8Q: 3 clusters Score -6831.482 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -6831.481934 Penalty: 450.980286 Iteration 9F: 3 clusters Score -6831.482 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (99623 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99623 members Entering Unmasked Estep Score: -5620695.000000 Penalty: 523.666260 Iteration 0F: 2 clusters Score -5620695 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49730 members Mstep: Class 2 contains 49893 members Entering Unmasked Estep Score: -5553347.500000 Penalty: 1047.332520 Iteration 0F: 3 clusters Score -5553348 nChanged 48824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45548 members Mstep: Class 2 contains 54075 members Entering Unmasked Estep Score: -5583176.000000 Penalty: 1047.332520 Iteration 1F: 3 clusters Score -5583176 nChanged 4391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42877 members Mstep: Class 2 contains 56746 members Entering Unmasked Estep Score: -5584637.000000 Penalty: 1047.332520 Iteration 2Q: 3 clusters Score -5584637 nChanged 5080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39065 members Mstep: Class 2 contains 60558 members Entering Unmasked Estep Score: -5586580.500000 Penalty: 1047.332520 Iteration 3F: 3 clusters Score -5586580 nChanged 6083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33816 members Mstep: Class 2 contains 65807 members Entering Unmasked Estep Score: -5589701.000000 Penalty: 1047.332520 Iteration 4F: 3 clusters Score -5589701 nChanged 7023 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27203 members Mstep: Class 2 contains 72420 members Entering Unmasked Estep Score: -5594267.000000 Penalty: 1047.332520 Iteration 5F: 3 clusters Score -5594267 nChanged 7806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19551 members Mstep: Class 2 contains 80072 members Entering Unmasked Estep Score: -5600587.000000 Penalty: 1047.332520 Iteration 6F: 3 clusters Score -5600587 nChanged 7648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11931 members Mstep: Class 2 contains 87692 members Entering Unmasked Estep Score: -5608095.000000 Penalty: 1047.332520 Iteration 7F: 3 clusters Score -5608095 nChanged 6136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5805 members Mstep: Class 2 contains 93818 members Entering Unmasked Estep Score: -5614624.000000 Penalty: 1047.332520 Iteration 8F: 3 clusters Score -5614624 nChanged 3437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 97255 members Entering Unmasked Estep Score: -5618148.000000 Penalty: 1047.332520 Iteration 9Q: 3 clusters Score -5618148 nChanged 1340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 98593 members Entering Unmasked Estep Score: -5619400.000000 Penalty: 1047.332520 Iteration 10Q: 3 clusters Score -5619400 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 99123 members Entering Unmasked Estep Score: -5619837.000000 Penalty: 1047.332520 Iteration 11Q: 3 clusters Score -5619837 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 99336 members Entering Unmasked Estep Score: -5620029.500000 Penalty: 1047.332520 Iteration 12Q: 3 clusters Score -5620030 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 99421 members Entering Unmasked Estep Score: -5620113.000000 Penalty: 1047.332520 Iteration 13Q: 3 clusters Score -5620113 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 99467 members Entering Unmasked Estep Score: -5620157.000000 Penalty: 1047.332520 Iteration 14Q: 3 clusters Score -5620157 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 99488 members Entering Unmasked Estep Score: -5620176.500000 Penalty: 1047.332520 Iteration 15Q: 3 clusters Score -5620176 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 99499 members Entering Unmasked Estep Score: -5620188.500000 Penalty: 1047.332520 Iteration 16Q: 3 clusters Score -5620188 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 99507 members Entering Unmasked Estep Score: -5620200.500000 Penalty: 1047.332520 Iteration 17Q: 3 clusters Score -5620200 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 99509 members Entering Unmasked Estep Score: -5620203.500000 Penalty: 1047.332520 Iteration 18Q: 3 clusters Score -5620204 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 99509 members Entering Unmasked Estep Score: -5620203.000000 Penalty: 1047.332520 Iteration 19Q: 3 clusters Score -5620203 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 99508 members Entering Unmasked Estep Score: -5620202.500000 Penalty: 1047.332520 Iteration 20F: 3 clusters Score -5620202 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (3002 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3002 members Entering Unmasked Estep Score: -169240.218750 Penalty: 364.320068 Iteration 0F: 2 clusters Score -169240.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -167184.875000 Penalty: 728.640137 Iteration 0F: 3 clusters Score -167184.9 nChanged 1300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -167936.703125 Penalty: 728.640137 Iteration 1F: 3 clusters Score -167936.7 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -168046.984375 Penalty: 728.640137 Iteration 2F: 3 clusters Score -168047 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -168143.453125 Penalty: 728.640137 Iteration 3F: 3 clusters Score -168143.5 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2226 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -168251.453125 Penalty: 728.640137 Iteration 4F: 3 clusters Score -168251.5 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2404 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -168411.281250 Penalty: 728.640137 Iteration 5F: 3 clusters Score -168411.3 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2577 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -168560.890625 Penalty: 728.640137 Iteration 6F: 3 clusters Score -168560.9 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2698 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -168668.312500 Penalty: 728.640137 Iteration 7Q: 3 clusters Score -168668.3 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -168768.515625 Penalty: 728.640137 Iteration 8Q: 3 clusters Score -168768.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2856 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -168821.421875 Penalty: 728.640137 Iteration 9Q: 3 clusters Score -168821.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2886 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -168854.859375 Penalty: 728.640137 Iteration 10Q: 3 clusters Score -168854.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2904 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -168876.796875 Penalty: 728.640137 Iteration 11Q: 3 clusters Score -168876.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2914 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -168889.343750 Penalty: 728.640137 Iteration 12Q: 3 clusters Score -168889.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2918 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -168893.750000 Penalty: 728.640137 Iteration 13Q: 3 clusters Score -168893.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2919 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -168898.687500 Penalty: 728.640137 Iteration 14Q: 3 clusters Score -168898.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2920 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -168899.125000 Penalty: 728.640137 Iteration 15Q: 3 clusters Score -168899.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2921 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -168900.312500 Penalty: 728.640137 Iteration 16Q: 3 clusters Score -168900.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2922 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -168902.718750 Penalty: 728.640137 Iteration 17Q: 3 clusters Score -168902.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2925 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -168905.375000 Penalty: 728.640137 Iteration 18Q: 3 clusters Score -168905.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2927 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -168908.390625 Penalty: 728.640137 Iteration 19Q: 3 clusters Score -168908.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2929 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -168910.125000 Penalty: 728.640137 Iteration 20F: 3 clusters Score -168910.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2932 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -168914.734375 Penalty: 728.640137 Iteration 21Q: 3 clusters Score -168914.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2930 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -168915.453125 Penalty: 728.640137 Iteration 22Q: 3 clusters Score -168915.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2931 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -168916.437500 Penalty: 728.640137 Iteration 23Q: 3 clusters Score -168916.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2932 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -168918.734375 Penalty: 728.640137 Iteration 24Q: 3 clusters Score -168918.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2932 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -168921.015625 Penalty: 728.640137 Iteration 25Q: 3 clusters Score -168921 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2931 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -168920.984375 Penalty: 728.640137 Iteration 26Q: 3 clusters Score -168921 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2931 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -168920.984375 Penalty: 728.640137 Iteration 27F: 3 clusters Score -168921 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (180 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Entering Unmasked Estep Score: -9064.123047 Penalty: 236.279541 Iteration 0F: 2 clusters Score -9064.123 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -8780.087891 Penalty: 472.559082 Iteration 0F: 3 clusters Score -8780.088 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -8833.599609 Penalty: 472.559082 Iteration 1F: 3 clusters Score -8833.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -8858.297852 Penalty: 472.559082 Iteration 2F: 3 clusters Score -8858.298 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -8869.248047 Penalty: 472.559082 Iteration 3Q: 3 clusters Score -8869.248 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -8876.645508 Penalty: 472.559082 Iteration 4Q: 3 clusters Score -8876.646 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -8879.372070 Penalty: 472.559082 Iteration 5Q: 3 clusters Score -8879.372 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -8880.538086 Penalty: 472.559082 Iteration 6Q: 3 clusters Score -8880.538 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -8880.538086 Penalty: 472.559082 Iteration 7F: 3 clusters Score -8880.538 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (1325 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Entering Unmasked Estep Score: -72816.531250 Penalty: 327.107147 Iteration 0F: 2 clusters Score -72816.53 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -71818.164062 Penalty: 654.214294 Iteration 0F: 3 clusters Score -71818.16 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -72090.843750 Penalty: 654.214294 Iteration 1F: 3 clusters Score -72090.84 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -72150.687500 Penalty: 654.214294 Iteration 2F: 3 clusters Score -72150.69 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -72191.726562 Penalty: 654.214294 Iteration 3F: 3 clusters Score -72191.73 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -72218.640625 Penalty: 654.214294 Iteration 4Q: 3 clusters Score -72218.64 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -72244.578125 Penalty: 654.214294 Iteration 5Q: 3 clusters Score -72244.58 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -72274.289062 Penalty: 654.214294 Iteration 6Q: 3 clusters Score -72274.29 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -72309.007812 Penalty: 654.214294 Iteration 7Q: 3 clusters Score -72309.01 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -72334.421875 Penalty: 654.214294 Iteration 8Q: 3 clusters Score -72334.42 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -72364.695312 Penalty: 654.214294 Iteration 9Q: 3 clusters Score -72364.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -72384.453125 Penalty: 654.214294 Iteration 10Q: 3 clusters Score -72384.45 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -72401.406250 Penalty: 654.214294 Iteration 11Q: 3 clusters Score -72401.41 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -72410.515625 Penalty: 654.214294 Iteration 12Q: 3 clusters Score -72410.52 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -72414.570312 Penalty: 654.214294 Iteration 13Q: 3 clusters Score -72414.57 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -72415.312500 Penalty: 654.214294 Iteration 14Q: 3 clusters Score -72415.31 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -72416.945312 Penalty: 654.214294 Iteration 15Q: 3 clusters Score -72416.95 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -72418.437500 Penalty: 654.214294 Iteration 16Q: 3 clusters Score -72418.44 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -72421.945312 Penalty: 654.214294 Iteration 17Q: 3 clusters Score -72421.95 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -72426.195312 Penalty: 654.214294 Iteration 18Q: 3 clusters Score -72426.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -72430.695312 Penalty: 654.214294 Iteration 19Q: 3 clusters Score -72430.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -72436.054688 Penalty: 654.214294 Iteration 20F: 3 clusters Score -72436.05 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -72441.601562 Penalty: 654.214294 Iteration 21Q: 3 clusters Score -72441.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -72447.046875 Penalty: 654.214294 Iteration 22Q: 3 clusters Score -72447.05 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -72453.015625 Penalty: 654.214294 Iteration 23Q: 3 clusters Score -72453.02 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -72458.625000 Penalty: 654.214294 Iteration 24Q: 3 clusters Score -72458.62 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -72464.859375 Penalty: 654.214294 Iteration 25Q: 3 clusters Score -72464.86 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -72469.054688 Penalty: 654.214294 Iteration 26Q: 3 clusters Score -72469.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -72469.875000 Penalty: 654.214294 Iteration 27Q: 3 clusters Score -72469.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -72469.875000 Penalty: 654.214294 Iteration 28F: 3 clusters Score -72469.88 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (70 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Entering Unmasked Estep Score: -3302.113281 Penalty: 193.306534 Iteration 0F: 2 clusters Score -3302.113 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34 members Mstep: Class 2 contains 36 members Entering Unmasked Estep Score: -3148.135254 Penalty: 386.613068 Iteration 0F: 3 clusters Score -3148.135 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35 members Mstep: Class 2 contains 35 members Entering Unmasked Estep Score: -3208.985596 Penalty: 386.613068 Iteration 1F: 3 clusters Score -3208.986 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34 members Mstep: Class 2 contains 36 members Entering Unmasked Estep Score: -3211.598145 Penalty: 386.613068 Iteration 2Q: 3 clusters Score -3211.598 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -3216.045166 Penalty: 386.613068 Iteration 3Q: 3 clusters Score -3216.045 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -3216.045166 Penalty: 386.613068 Iteration 4F: 3 clusters Score -3216.045 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (261 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Entering Unmasked Estep Score: -13337.225586 Penalty: 253.185669 Iteration 0F: 2 clusters Score -13337.23 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 130 members Entering Unmasked Estep Score: -12998.630859 Penalty: 506.371338 Iteration 0F: 3 clusters Score -12998.63 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -13063.499023 Penalty: 506.371338 Iteration 1F: 3 clusters Score -13063.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -13091.752930 Penalty: 506.371338 Iteration 2F: 3 clusters Score -13091.75 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -13107.270508 Penalty: 506.371338 Iteration 3Q: 3 clusters Score -13107.27 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -13110.556641 Penalty: 506.371338 Iteration 4Q: 3 clusters Score -13110.56 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -13111.283203 Penalty: 506.371338 Iteration 5Q: 3 clusters Score -13111.28 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -13114.306641 Penalty: 506.371338 Iteration 6Q: 3 clusters Score -13114.31 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -13115.227539 Penalty: 506.371338 Iteration 7Q: 3 clusters Score -13115.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -13115.227539 Penalty: 506.371338 Iteration 8F: 3 clusters Score -13115.23 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (4505 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4505 members Entering Unmasked Estep Score: -274096.031250 Penalty: 382.788910 Iteration 0F: 2 clusters Score -274096 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -271030.156250 Penalty: 765.577820 Iteration 0F: 3 clusters Score -271030.2 nChanged 2033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2400 members Mstep: Class 2 contains 2105 members Entering Unmasked Estep Score: -272131.031250 Penalty: 765.577820 Iteration 1F: 3 clusters Score -272131 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -272229.750000 Penalty: 765.577820 Iteration 2F: 3 clusters Score -272229.8 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2558 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -272326.718750 Penalty: 765.577820 Iteration 3Q: 3 clusters Score -272326.7 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2668 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -272417.000000 Penalty: 765.577820 Iteration 4Q: 3 clusters Score -272417 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -272518.312500 Penalty: 765.577820 Iteration 5Q: 3 clusters Score -272518.3 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2904 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -272646.718750 Penalty: 765.577820 Iteration 6Q: 3 clusters Score -272646.7 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3041 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -272802.000000 Penalty: 765.577820 Iteration 7Q: 3 clusters Score -272802 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3167 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -272970.250000 Penalty: 765.577820 Iteration 8Q: 3 clusters Score -272970.2 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3282 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -273126.343750 Penalty: 765.577820 Iteration 9Q: 3 clusters Score -273126.3 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3374 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -273234.843750 Penalty: 765.577820 Iteration 10Q: 3 clusters Score -273234.8 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3441 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -273296.187500 Penalty: 765.577820 Iteration 11Q: 3 clusters Score -273296.2 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3499 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -273344.156250 Penalty: 765.577820 Iteration 12Q: 3 clusters Score -273344.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3554 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -273376.343750 Penalty: 765.577820 Iteration 13Q: 3 clusters Score -273376.3 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3618 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -273411.968750 Penalty: 765.577820 Iteration 14Q: 3 clusters Score -273412 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3700 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -273458.968750 Penalty: 765.577820 Iteration 15Q: 3 clusters Score -273459 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3786 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -273516.343750 Penalty: 765.577820 Iteration 16Q: 3 clusters Score -273516.3 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -273577.562500 Penalty: 765.577820 Iteration 17Q: 3 clusters Score -273577.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3923 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -273639.968750 Penalty: 765.577820 Iteration 18Q: 3 clusters Score -273640 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3980 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -273699.531250 Penalty: 765.577820 Iteration 19Q: 3 clusters Score -273699.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4020 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -273738.562500 Penalty: 765.577820 Iteration 20F: 3 clusters Score -273738.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4050 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -273768.281250 Penalty: 765.577820 Iteration 21Q: 3 clusters Score -273768.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4075 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -273792.812500 Penalty: 765.577820 Iteration 22Q: 3 clusters Score -273792.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4079 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -273811.843750 Penalty: 765.577820 Iteration 23Q: 3 clusters Score -273811.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4085 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -273827.781250 Penalty: 765.577820 Iteration 24Q: 3 clusters Score -273827.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4083 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -273843.437500 Penalty: 765.577820 Iteration 25Q: 3 clusters Score -273843.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4071 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -273857.562500 Penalty: 765.577820 Iteration 26Q: 3 clusters Score -273857.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4068 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -273865.031250 Penalty: 765.577820 Iteration 27Q: 3 clusters Score -273865 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4066 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -273871.437500 Penalty: 765.577820 Iteration 28Q: 3 clusters Score -273871.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4064 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -273876.906250 Penalty: 765.577820 Iteration 29Q: 3 clusters Score -273876.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4061 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -273879.968750 Penalty: 765.577820 Iteration 30Q: 3 clusters Score -273880 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4055 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -273883.718750 Penalty: 765.577820 Iteration 31Q: 3 clusters Score -273883.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4053 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -273885.406250 Penalty: 765.577820 Iteration 32Q: 3 clusters Score -273885.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4052 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -273885.625000 Penalty: 765.577820 Iteration 33Q: 3 clusters Score -273885.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4051 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -273885.562500 Penalty: 765.577820 Iteration 34Q: 3 clusters Score -273885.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4051 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -273886.312500 Penalty: 765.577820 Iteration 35F: 3 clusters Score -273886.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4050 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -273886.656250 Penalty: 765.577820 Iteration 36Q: 3 clusters Score -273886.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4049 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -273887.187500 Penalty: 765.577820 Iteration 37Q: 3 clusters Score -273887.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4046 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -273887.562500 Penalty: 765.577820 Iteration 38Q: 3 clusters Score -273887.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4045 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -273888.000000 Penalty: 765.577820 Iteration 39Q: 3 clusters Score -273888 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4043 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -273887.656250 Penalty: 765.577820 Iteration 40F: 3 clusters Score -273887.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4042 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -273888.031250 Penalty: 765.577820 Iteration 41Q: 3 clusters Score -273888 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4042 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -273888.031250 Penalty: 765.577820 Iteration 42F: 3 clusters Score -273888 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (506 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Entering Unmasked Estep Score: -28349.011719 Penalty: 283.307434 Iteration 0F: 2 clusters Score -28349.01 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -27857.511719 Penalty: 566.614868 Iteration 0F: 3 clusters Score -27857.51 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -27974.371094 Penalty: 566.614868 Iteration 1F: 3 clusters Score -27974.37 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -27988.818359 Penalty: 566.614868 Iteration 2F: 3 clusters Score -27988.82 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -28003.367188 Penalty: 566.614868 Iteration 3Q: 3 clusters Score -28003.37 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -28014.539062 Penalty: 566.614868 Iteration 4Q: 3 clusters Score -28014.54 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -28024.750000 Penalty: 566.614868 Iteration 5Q: 3 clusters Score -28024.75 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -28044.335938 Penalty: 566.614868 Iteration 6Q: 3 clusters Score -28044.34 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -28052.980469 Penalty: 566.614868 Iteration 7Q: 3 clusters Score -28052.98 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -28056.208984 Penalty: 566.614868 Iteration 8Q: 3 clusters Score -28056.21 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -28058.607422 Penalty: 566.614868 Iteration 9Q: 3 clusters Score -28058.61 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -28061.406250 Penalty: 566.614868 Iteration 10Q: 3 clusters Score -28061.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -28061.710938 Penalty: 566.614868 Iteration 11Q: 3 clusters Score -28061.71 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -28061.710938 Penalty: 566.614868 Iteration 12F: 3 clusters Score -28061.71 nChanged 0 --- Evaluating fit on full set of 434311 points --- Entering Unmasked Estep Score: -23626014.000000 Penalty: 15947.791992 23->28 Clusters: Score -23626014.000000, best is -23763254.000000 Starting from 24 clusters... Entering ConstructFrom: --- Running on subset of 144770 points --- Entering CEM Assigned 24 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6371 members Mstep: Class 2 contains 6280 members Mstep: Class 3 contains 6326 members Mstep: Class 4 contains 6282 members Mstep: Class 5 contains 6277 members Mstep: Class 6 contains 6391 members Mstep: Class 7 contains 6246 members Mstep: Class 8 contains 6298 members Mstep: Class 9 contains 6292 members Mstep: Class 10 contains 6234 members Mstep: Class 11 contains 6372 members Mstep: Class 12 contains 6258 members Mstep: Class 13 contains 6224 members Mstep: Class 14 contains 6314 members Mstep: Class 15 contains 6274 members Mstep: Class 16 contains 6209 members Mstep: Class 17 contains 6303 members Mstep: Class 18 contains 6262 members Mstep: Class 19 contains 6270 members Mstep: Class 20 contains 6319 members Mstep: Class 21 contains 6331 members Mstep: Class 22 contains 6417 members Mstep: Class 23 contains 6220 members Entering Unmasked Estep ConsiderDeletion Deleting Class 11. Lose 0.007446 but Gain 540.671875 Score: -5365079.500000 Penalty: 11894.784180 Iteration 0F: 23 clusters Score -5365080 nChanged 138356 Entering Unmasked Mstep Mstep: Class 0 contains 2624 members Mstep: Class 1 contains 21814 members Mstep: Class 2 contains 53 members Mstep: Class 3 contains 1837 members Mstep: Class 4 contains 591 members Mstep: Class 5 contains 237 members Mstep: Class 6 contains 751 members Mstep: Class 7 contains 1970 members Mstep: Class 8 contains 542 members Mstep: Class 9 contains 40633 members Mstep: Class 10 contains 1652 members Mstep: Class 12 contains 4207 members Mstep: Class 13 contains 3350 members Mstep: Class 14 contains 479 members Mstep: Class 15 contains 93 members Mstep: Class 16 contains 578 members Mstep: Class 17 contains 14002 members Mstep: Class 18 contains 38144 members Mstep: Class 19 contains 3417 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 3972 members Mstep: Class 22 contains 885 members Mstep: Class 23 contains 2455 members Entering Unmasked Estep ConsiderDeletion Deleting Class 2. Lose 54.209145 but Gain 540.671875 Score: -7544419.500000 Penalty: 11354.112305 Iteration 1F: 22 clusters Score -7544420 nChanged 65017 Entering Unmasked Mstep Mstep: Class 0 contains 2057 members Mstep: Class 1 contains 34231 members Mstep: Class 3 contains 334 members Mstep: Class 4 contains 845 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 1936 members Mstep: Class 7 contains 602 members Mstep: Class 8 contains 1030 members Mstep: Class 9 contains 6387 members Mstep: Class 10 contains 691 members Mstep: Class 12 contains 9374 members Mstep: Class 13 contains 5266 members Mstep: Class 14 contains 130 members Mstep: Class 15 contains 283 members Mstep: Class 16 contains 1280 members Mstep: Class 17 contains 8384 members Mstep: Class 18 contains 62870 members Mstep: Class 19 contains 482 members Mstep: Class 20 contains 936 members Mstep: Class 21 contains 4977 members Mstep: Class 22 contains 535 members Mstep: Class 23 contains 1926 members Entering Unmasked Estep ConsiderDeletion Deleting Class 14. Lose 45.320217 but Gain 540.671875 Score: -7771912.000000 Penalty: 10813.440430 Iteration 2F: 21 clusters Score -7771912 nChanged 28334 Entering Unmasked Mstep Mstep: Class 0 contains 1879 members Mstep: Class 1 contains 33384 members Mstep: Class 3 contains 300 members Mstep: Class 4 contains 975 members Mstep: Class 5 contains 211 members Mstep: Class 6 contains 2456 members Mstep: Class 7 contains 219 members Mstep: Class 8 contains 966 members Mstep: Class 9 contains 1888 members Mstep: Class 10 contains 490 members Mstep: Class 12 contains 8634 members Mstep: Class 13 contains 2979 members Mstep: Class 15 contains 383 members Mstep: Class 16 contains 1336 members Mstep: Class 17 contains 8905 members Mstep: Class 18 contains 74068 members Mstep: Class 19 contains 217 members Mstep: Class 20 contains 1005 members Mstep: Class 21 contains 2747 members Mstep: Class 22 contains 510 members Mstep: Class 23 contains 1218 members Entering Unmasked Estep ConsiderDeletion Deleting Class 7. Lose 89.455185 but Gain 540.671875 Score: -7820266.500000 Penalty: 10272.768555 Iteration 3F: 20 clusters Score -7820266 nChanged 18309 Entering Unmasked Mstep Mstep: Class 0 contains 1276 members Mstep: Class 1 contains 30489 members Mstep: Class 3 contains 320 members Mstep: Class 4 contains 1015 members Mstep: Class 5 contains 167 members Mstep: Class 6 contains 2682 members Mstep: Class 8 contains 1414 members Mstep: Class 9 contains 1110 members Mstep: Class 10 contains 481 members Mstep: Class 12 contains 6525 members Mstep: Class 13 contains 1737 members Mstep: Class 15 contains 334 members Mstep: Class 16 contains 1281 members Mstep: Class 17 contains 9095 members Mstep: Class 18 contains 82909 members Mstep: Class 19 contains 297 members Mstep: Class 20 contains 999 members Mstep: Class 21 contains 1108 members Mstep: Class 22 contains 518 members Mstep: Class 23 contains 1013 members Entering Unmasked Estep ConsiderDeletion Deleting Class 15. Lose 370.146912 but Gain 540.672852 Score: -7848876.000000 Penalty: 9732.095703 Iteration 4F: 19 clusters Score -7848876 nChanged 12846 Entering Unmasked Mstep Mstep: Class 0 contains 1182 members Mstep: Class 1 contains 27230 members Mstep: Class 3 contains 352 members Mstep: Class 4 contains 916 members Mstep: Class 5 contains 108 members Mstep: Class 6 contains 2825 members Mstep: Class 8 contains 1438 members Mstep: Class 9 contains 933 members Mstep: Class 10 contains 519 members Mstep: Class 12 contains 4827 members Mstep: Class 13 contains 1466 members Mstep: Class 16 contains 1208 members Mstep: Class 17 contains 8992 members Mstep: Class 18 contains 89469 members Mstep: Class 19 contains 441 members Mstep: Class 20 contains 996 members Mstep: Class 21 contains 446 members Mstep: Class 22 contains 511 members Mstep: Class 23 contains 911 members Entering Unmasked Estep ConsiderDeletion Deleting Class 21. Lose 218.866119 but Gain 540.671875 Score: -7862320.000000 Penalty: 9191.423828 Iteration 5F: 18 clusters Score -7862320 nChanged 9294 Entering Unmasked Mstep Mstep: Class 0 contains 1181 members Mstep: Class 1 contains 24746 members Mstep: Class 3 contains 376 members Mstep: Class 4 contains 823 members Mstep: Class 5 contains 77 members Mstep: Class 6 contains 2903 members Mstep: Class 8 contains 1417 members Mstep: Class 9 contains 865 members Mstep: Class 10 contains 565 members Mstep: Class 12 contains 3806 members Mstep: Class 13 contains 1223 members Mstep: Class 16 contains 1172 members Mstep: Class 17 contains 8582 members Mstep: Class 18 contains 94278 members Mstep: Class 19 contains 510 members Mstep: Class 20 contains 1003 members Mstep: Class 22 contains 462 members Mstep: Class 23 contains 781 members Entering Unmasked Estep ConsiderDeletion Deleting Class 5. Lose 402.302917 but Gain 540.671875 Score: -7871203.000000 Penalty: 8650.751953 Iteration 6F: 17 clusters Score -7871203 nChanged 6401 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 23132 members Mstep: Class 3 contains 453 members Mstep: Class 4 contains 775 members Mstep: Class 6 contains 2919 members Mstep: Class 8 contains 1399 members Mstep: Class 9 contains 839 members Mstep: Class 10 contains 610 members Mstep: Class 12 contains 3153 members Mstep: Class 13 contains 1018 members Mstep: Class 16 contains 1163 members Mstep: Class 17 contains 8106 members Mstep: Class 18 contains 97416 members Mstep: Class 19 contains 537 members Mstep: Class 20 contains 1016 members Mstep: Class 22 contains 404 members Mstep: Class 23 contains 644 members Entering Unmasked Estep ConsiderDeletion Deleting Class 23. Lose 536.295410 but Gain 540.671875 Score: -7876762.500000 Penalty: 8110.080078 Iteration 7Q: 16 clusters Score -7876762 nChanged 5325 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 22352 members Mstep: Class 3 contains 457 members Mstep: Class 4 contains 740 members Mstep: Class 6 contains 2871 members Mstep: Class 8 contains 1389 members Mstep: Class 9 contains 826 members Mstep: Class 10 contains 639 members Mstep: Class 12 contains 2630 members Mstep: Class 13 contains 898 members Mstep: Class 16 contains 1224 members Mstep: Class 17 contains 7939 members Mstep: Class 18 contains 99709 members Mstep: Class 19 contains 543 members Mstep: Class 20 contains 1017 members Mstep: Class 22 contains 350 members Entering Unmasked Estep ConsiderDeletion Score: -7881111.500000 Penalty: 8110.080078 Iteration 8Q: 16 clusters Score -7881112 nChanged 3598 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 21437 members Mstep: Class 3 contains 462 members Mstep: Class 4 contains 710 members Mstep: Class 6 contains 2788 members Mstep: Class 8 contains 1385 members Mstep: Class 9 contains 806 members Mstep: Class 10 contains 672 members Mstep: Class 12 contains 2246 members Mstep: Class 13 contains 842 members Mstep: Class 16 contains 1355 members Mstep: Class 17 contains 7624 members Mstep: Class 18 contains 101421 members Mstep: Class 19 contains 543 members Mstep: Class 20 contains 988 members Mstep: Class 22 contains 305 members Entering Unmasked Estep ConsiderDeletion Score: -7883326.000000 Penalty: 8110.080078 Iteration 9Q: 16 clusters Score -7883326 nChanged 2620 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 20634 members Mstep: Class 3 contains 465 members Mstep: Class 4 contains 673 members Mstep: Class 6 contains 2695 members Mstep: Class 8 contains 1386 members Mstep: Class 9 contains 786 members Mstep: Class 10 contains 705 members Mstep: Class 12 contains 1966 members Mstep: Class 13 contains 857 members Mstep: Class 16 contains 1466 members Mstep: Class 17 contains 7323 members Mstep: Class 18 contains 102820 members Mstep: Class 19 contains 544 members Mstep: Class 20 contains 990 members Mstep: Class 22 contains 274 members Entering Unmasked Estep ConsiderDeletion Score: -7884797.500000 Penalty: 8110.080078 Iteration 10Q: 16 clusters Score -7884798 nChanged 2116 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 19910 members Mstep: Class 3 contains 464 members Mstep: Class 4 contains 666 members Mstep: Class 6 contains 2573 members Mstep: Class 8 contains 1386 members Mstep: Class 9 contains 766 members Mstep: Class 10 contains 707 members Mstep: Class 12 contains 1747 members Mstep: Class 13 contains 901 members Mstep: Class 16 contains 1544 members Mstep: Class 17 contains 7064 members Mstep: Class 18 contains 103991 members Mstep: Class 19 contains 546 members Mstep: Class 20 contains 1060 members Mstep: Class 22 contains 259 members Entering Unmasked Estep ConsiderDeletion Score: -7885878.500000 Penalty: 8110.080078 Iteration 11Q: 16 clusters Score -7885878 nChanged 1838 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 19259 members Mstep: Class 3 contains 463 members Mstep: Class 4 contains 664 members Mstep: Class 6 contains 2448 members Mstep: Class 8 contains 1385 members Mstep: Class 9 contains 748 members Mstep: Class 10 contains 710 members Mstep: Class 12 contains 1579 members Mstep: Class 13 contains 986 members Mstep: Class 16 contains 1583 members Mstep: Class 17 contains 6846 members Mstep: Class 18 contains 104954 members Mstep: Class 19 contains 543 members Mstep: Class 20 contains 1172 members Mstep: Class 22 contains 244 members Entering Unmasked Estep ConsiderDeletion Score: -7886624.500000 Penalty: 8110.080078 Iteration 12Q: 16 clusters Score -7886624 nChanged 1675 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 18643 members Mstep: Class 3 contains 467 members Mstep: Class 4 contains 661 members Mstep: Class 6 contains 2356 members Mstep: Class 8 contains 1385 members Mstep: Class 9 contains 726 members Mstep: Class 10 contains 713 members Mstep: Class 12 contains 1445 members Mstep: Class 13 contains 1126 members Mstep: Class 16 contains 1613 members Mstep: Class 17 contains 6648 members Mstep: Class 18 contains 105760 members Mstep: Class 19 contains 543 members Mstep: Class 20 contains 1264 members Mstep: Class 22 contains 234 members Entering Unmasked Estep ConsiderDeletion Score: -7887181.500000 Penalty: 8110.080078 Iteration 13Q: 16 clusters Score -7887182 nChanged 1427 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 18133 members Mstep: Class 3 contains 466 members Mstep: Class 4 contains 660 members Mstep: Class 6 contains 2296 members Mstep: Class 8 contains 1385 members Mstep: Class 9 contains 704 members Mstep: Class 10 contains 714 members Mstep: Class 12 contains 1342 members Mstep: Class 13 contains 1302 members Mstep: Class 16 contains 1637 members Mstep: Class 17 contains 6497 members Mstep: Class 18 contains 106342 members Mstep: Class 19 contains 542 members Mstep: Class 20 contains 1338 members Mstep: Class 22 contains 226 members Entering Unmasked Estep ConsiderDeletion Score: -7887698.000000 Penalty: 8110.080078 Iteration 14Q: 16 clusters Score -7887698 nChanged 1314 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 17664 members Mstep: Class 3 contains 465 members Mstep: Class 4 contains 660 members Mstep: Class 6 contains 2255 members Mstep: Class 8 contains 1385 members Mstep: Class 9 contains 688 members Mstep: Class 10 contains 714 members Mstep: Class 12 contains 1272 members Mstep: Class 13 contains 1521 members Mstep: Class 16 contains 1654 members Mstep: Class 17 contains 6369 members Mstep: Class 18 contains 106771 members Mstep: Class 19 contains 543 members Mstep: Class 20 contains 1401 members Mstep: Class 22 contains 222 members Entering Unmasked Estep ConsiderDeletion Score: -7888157.500000 Penalty: 8110.080078 Iteration 15Q: 16 clusters Score -7888158 nChanged 1217 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 17200 members Mstep: Class 3 contains 464 members Mstep: Class 4 contains 660 members Mstep: Class 6 contains 2186 members Mstep: Class 8 contains 1385 members Mstep: Class 9 contains 702 members Mstep: Class 10 contains 714 members Mstep: Class 12 contains 1229 members Mstep: Class 13 contains 1730 members Mstep: Class 16 contains 1669 members Mstep: Class 17 contains 6271 members Mstep: Class 18 contains 107146 members Mstep: Class 19 contains 543 members Mstep: Class 20 contains 1469 members Mstep: Class 22 contains 216 members Entering Unmasked Estep ConsiderDeletion Score: -7888583.000000 Penalty: 8110.080078 Iteration 16Q: 16 clusters Score -7888583 nChanged 1077 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 16805 members Mstep: Class 3 contains 466 members Mstep: Class 4 contains 660 members Mstep: Class 6 contains 2111 members Mstep: Class 8 contains 1385 members Mstep: Class 9 contains 735 members Mstep: Class 10 contains 713 members Mstep: Class 12 contains 1200 members Mstep: Class 13 contains 1923 members Mstep: Class 16 contains 1683 members Mstep: Class 17 contains 6174 members Mstep: Class 18 contains 107449 members Mstep: Class 19 contains 542 members Mstep: Class 20 contains 1529 members Mstep: Class 22 contains 209 members Entering Unmasked Estep ConsiderDeletion Score: -7888887.000000 Penalty: 8110.080078 Iteration 17Q: 16 clusters Score -7888887 nChanged 945 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 16420 members Mstep: Class 3 contains 472 members Mstep: Class 4 contains 660 members Mstep: Class 6 contains 2061 members Mstep: Class 8 contains 1385 members Mstep: Class 9 contains 760 members Mstep: Class 10 contains 714 members Mstep: Class 12 contains 1171 members Mstep: Class 13 contains 2077 members Mstep: Class 16 contains 1695 members Mstep: Class 17 contains 6082 members Mstep: Class 18 contains 107771 members Mstep: Class 19 contains 542 members Mstep: Class 20 contains 1568 members Mstep: Class 22 contains 206 members Entering Unmasked Estep ConsiderDeletion Score: -7889099.000000 Penalty: 8110.080078 Iteration 18Q: 16 clusters Score -7889099 nChanged 841 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 16088 members Mstep: Class 3 contains 485 members Mstep: Class 4 contains 660 members Mstep: Class 6 contains 2016 members Mstep: Class 8 contains 1385 members Mstep: Class 9 contains 774 members Mstep: Class 10 contains 715 members Mstep: Class 12 contains 1157 members Mstep: Class 13 contains 2228 members Mstep: Class 16 contains 1708 members Mstep: Class 17 contains 5992 members Mstep: Class 18 contains 108031 members Mstep: Class 19 contains 542 members Mstep: Class 20 contains 1600 members Mstep: Class 22 contains 203 members Entering Unmasked Estep ConsiderDeletion Score: -7889314.500000 Penalty: 8110.080078 Iteration 19Q: 16 clusters Score -7889314 nChanged 805 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 15761 members Mstep: Class 3 contains 499 members Mstep: Class 4 contains 660 members Mstep: Class 6 contains 1973 members Mstep: Class 8 contains 1385 members Mstep: Class 9 contains 778 members Mstep: Class 10 contains 717 members Mstep: Class 12 contains 1144 members Mstep: Class 13 contains 2371 members Mstep: Class 16 contains 1721 members Mstep: Class 17 contains 5908 members Mstep: Class 18 contains 108292 members Mstep: Class 19 contains 542 members Mstep: Class 20 contains 1631 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -7889978.500000 Penalty: 8110.080078 Iteration 20F: 16 clusters Score -7889978 nChanged 1179 Entering Unmasked Mstep Mstep: Class 0 contains 1186 members Mstep: Class 1 contains 15471 members Mstep: Class 3 contains 516 members Mstep: Class 4 contains 576 members Mstep: Class 6 contains 1886 members Mstep: Class 8 contains 1382 members Mstep: Class 9 contains 778 members Mstep: Class 10 contains 800 members Mstep: Class 12 contains 1135 members Mstep: Class 13 contains 2814 members Mstep: Class 16 contains 1733 members Mstep: Class 17 contains 5818 members Mstep: Class 18 contains 108215 members Mstep: Class 19 contains 543 members Mstep: Class 20 contains 1707 members Mstep: Class 22 contains 210 members Entering Unmasked Estep ConsiderDeletion Score: -7890855.500000 Penalty: 8110.080078 Iteration 21Q: 16 clusters Score -7890856 nChanged 1209 Entering Unmasked Mstep Mstep: Class 0 contains 1185 members Mstep: Class 1 contains 15165 members Mstep: Class 3 contains 527 members Mstep: Class 4 contains 492 members Mstep: Class 6 contains 1819 members Mstep: Class 8 contains 1381 members Mstep: Class 9 contains 807 members Mstep: Class 10 contains 885 members Mstep: Class 12 contains 1132 members Mstep: Class 13 contains 3279 members Mstep: Class 16 contains 1741 members Mstep: Class 17 contains 5754 members Mstep: Class 18 contains 108081 members Mstep: Class 19 contains 542 members Mstep: Class 20 contains 1766 members Mstep: Class 22 contains 214 members Entering Unmasked Estep ConsiderDeletion Score: -7891479.000000 Penalty: 8110.080078 Iteration 22Q: 16 clusters Score -7891479 nChanged 1172 Entering Unmasked Mstep Mstep: Class 0 contains 1185 members Mstep: Class 1 contains 14877 members Mstep: Class 3 contains 532 members Mstep: Class 4 contains 444 members Mstep: Class 6 contains 1762 members Mstep: Class 8 contains 1382 members Mstep: Class 9 contains 834 members Mstep: Class 10 contains 932 members Mstep: Class 12 contains 1132 members Mstep: Class 13 contains 3788 members Mstep: Class 16 contains 1749 members Mstep: Class 17 contains 5685 members Mstep: Class 18 contains 107904 members Mstep: Class 19 contains 543 members Mstep: Class 20 contains 1814 members Mstep: Class 22 contains 207 members Entering Unmasked Estep ConsiderDeletion Score: -7891951.500000 Penalty: 8110.080078 Iteration 23Q: 16 clusters Score -7891952 nChanged 1147 Entering Unmasked Mstep Mstep: Class 0 contains 1185 members Mstep: Class 1 contains 14591 members Mstep: Class 3 contains 536 members Mstep: Class 4 contains 413 members Mstep: Class 6 contains 1707 members Mstep: Class 8 contains 1381 members Mstep: Class 9 contains 844 members Mstep: Class 10 contains 967 members Mstep: Class 12 contains 1133 members Mstep: Class 13 contains 4302 members Mstep: Class 16 contains 1755 members Mstep: Class 17 contains 5615 members Mstep: Class 18 contains 107737 members Mstep: Class 19 contains 545 members Mstep: Class 20 contains 1864 members Mstep: Class 22 contains 195 members Entering Unmasked Estep ConsiderDeletion Score: -7892384.000000 Penalty: 8110.080078 Iteration 24Q: 16 clusters Score -7892384 nChanged 1056 Entering Unmasked Mstep Mstep: Class 0 contains 1185 members Mstep: Class 1 contains 14320 members Mstep: Class 3 contains 535 members Mstep: Class 4 contains 395 members Mstep: Class 6 contains 1668 members Mstep: Class 8 contains 1379 members Mstep: Class 9 contains 861 members Mstep: Class 10 contains 988 members Mstep: Class 12 contains 1137 members Mstep: Class 13 contains 4786 members Mstep: Class 16 contains 1759 members Mstep: Class 17 contains 5542 members Mstep: Class 18 contains 107576 members Mstep: Class 19 contains 546 members Mstep: Class 20 contains 1900 members Mstep: Class 22 contains 193 members Entering Unmasked Estep ConsiderDeletion Score: -7892686.000000 Penalty: 8110.080078 Iteration 25Q: 16 clusters Score -7892686 nChanged 982 Entering Unmasked Mstep Mstep: Class 0 contains 1185 members Mstep: Class 1 contains 14058 members Mstep: Class 3 contains 538 members Mstep: Class 4 contains 390 members Mstep: Class 6 contains 1627 members Mstep: Class 8 contains 1378 members Mstep: Class 9 contains 876 members Mstep: Class 10 contains 996 members Mstep: Class 12 contains 1152 members Mstep: Class 13 contains 5222 members Mstep: Class 16 contains 1761 members Mstep: Class 17 contains 5466 members Mstep: Class 18 contains 107447 members Mstep: Class 19 contains 546 members Mstep: Class 20 contains 1939 members Mstep: Class 22 contains 189 members Entering Unmasked Estep ConsiderDeletion Score: -7892976.000000 Penalty: 8110.080078 Iteration 26Q: 16 clusters Score -7892976 nChanged 952 Entering Unmasked Mstep Mstep: Class 0 contains 1185 members Mstep: Class 1 contains 13798 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 389 members Mstep: Class 6 contains 1605 members Mstep: Class 8 contains 1376 members Mstep: Class 9 contains 892 members Mstep: Class 10 contains 999 members Mstep: Class 12 contains 1165 members Mstep: Class 13 contains 5662 members Mstep: Class 16 contains 1761 members Mstep: Class 17 contains 5391 members Mstep: Class 18 contains 107310 members Mstep: Class 19 contains 546 members Mstep: Class 20 contains 1961 members Mstep: Class 22 contains 189 members Entering Unmasked Estep ConsiderDeletion Score: -7893129.000000 Penalty: 8110.080078 Iteration 27Q: 16 clusters Score -7893129 nChanged 876 Entering Unmasked Mstep Mstep: Class 0 contains 1185 members Mstep: Class 1 contains 13551 members Mstep: Class 3 contains 546 members Mstep: Class 4 contains 388 members Mstep: Class 6 contains 1594 members Mstep: Class 8 contains 1376 members Mstep: Class 9 contains 905 members Mstep: Class 10 contains 1000 members Mstep: Class 12 contains 1181 members Mstep: Class 13 contains 6085 members Mstep: Class 16 contains 1761 members Mstep: Class 17 contains 5334 members Mstep: Class 18 contains 107156 members Mstep: Class 19 contains 546 members Mstep: Class 20 contains 1973 members Mstep: Class 22 contains 189 members Entering Unmasked Estep ConsiderDeletion Score: -7893281.000000 Penalty: 8110.080078 Iteration 28Q: 16 clusters Score -7893281 nChanged 790 Entering Unmasked Mstep Mstep: Class 0 contains 1185 members Mstep: Class 1 contains 13326 members Mstep: Class 3 contains 548 members Mstep: Class 4 contains 388 members Mstep: Class 6 contains 1579 members Mstep: Class 8 contains 1376 members Mstep: Class 9 contains 911 members Mstep: Class 10 contains 1000 members Mstep: Class 12 contains 1190 members Mstep: Class 13 contains 6497 members Mstep: Class 16 contains 1762 members Mstep: Class 17 contains 5291 members Mstep: Class 18 contains 106995 members Mstep: Class 19 contains 546 members Mstep: Class 20 contains 1987 members Mstep: Class 22 contains 189 members Entering Unmasked Estep ConsiderDeletion Score: -7893428.500000 Penalty: 8110.080078 Iteration 29Q: 16 clusters Score -7893428 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 1185 members Mstep: Class 1 contains 13123 members Mstep: Class 3 contains 548 members Mstep: Class 4 contains 388 members Mstep: Class 6 contains 1564 members Mstep: Class 8 contains 1376 members Mstep: Class 9 contains 909 members Mstep: Class 10 contains 1000 members Mstep: Class 12 contains 1201 members Mstep: Class 13 contains 6858 members Mstep: Class 16 contains 1763 members Mstep: Class 17 contains 5245 members Mstep: Class 18 contains 106875 members Mstep: Class 19 contains 546 members Mstep: Class 20 contains 2001 members Mstep: Class 22 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -7893558.500000 Penalty: 8110.080078 Iteration 30Q: 16 clusters Score -7893558 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 1185 members Mstep: Class 1 contains 12954 members Mstep: Class 3 contains 547 members Mstep: Class 4 contains 388 members Mstep: Class 6 contains 1544 members Mstep: Class 8 contains 1376 members Mstep: Class 9 contains 913 members Mstep: Class 10 contains 1000 members Mstep: Class 12 contains 1212 members Mstep: Class 13 contains 7165 members Mstep: Class 16 contains 1764 members Mstep: Class 17 contains 5201 members Mstep: Class 18 contains 106767 members Mstep: Class 19 contains 546 members Mstep: Class 20 contains 2021 members Mstep: Class 22 contains 187 members Entering Unmasked Estep ConsiderDeletion Score: -7893616.000000 Penalty: 8110.080078 Iteration 31Q: 16 clusters Score -7893616 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 1185 members Mstep: Class 1 contains 12797 members Mstep: Class 3 contains 547 members Mstep: Class 4 contains 388 members Mstep: Class 6 contains 1527 members Mstep: Class 8 contains 1376 members Mstep: Class 9 contains 918 members Mstep: Class 10 contains 1000 members Mstep: Class 12 contains 1216 members Mstep: Class 13 contains 7443 members Mstep: Class 16 contains 1764 members Mstep: Class 17 contains 5149 members Mstep: Class 18 contains 106690 members Mstep: Class 19 contains 546 members Mstep: Class 20 contains 2038 members Mstep: Class 22 contains 186 members Entering Unmasked Estep ConsiderDeletion Score: -7893676.500000 Penalty: 8110.080078 Iteration 32Q: 16 clusters Score -7893676 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 1185 members Mstep: Class 1 contains 12631 members Mstep: Class 3 contains 546 members Mstep: Class 4 contains 388 members Mstep: Class 6 contains 1499 members Mstep: Class 8 contains 1376 members Mstep: Class 9 contains 918 members Mstep: Class 10 contains 1000 members Mstep: Class 12 contains 1221 members Mstep: Class 13 contains 7651 members Mstep: Class 16 contains 1766 members Mstep: Class 17 contains 5096 members Mstep: Class 18 contains 106700 members Mstep: Class 19 contains 546 members Mstep: Class 20 contains 2064 members Mstep: Class 22 contains 183 members Entering Unmasked Estep ConsiderDeletion Score: -7893768.500000 Penalty: 8110.080078 Iteration 33Q: 16 clusters Score -7893768 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 1185 members Mstep: Class 1 contains 12497 members Mstep: Class 3 contains 544 members Mstep: Class 4 contains 388 members Mstep: Class 6 contains 1470 members Mstep: Class 8 contains 1376 members Mstep: Class 9 contains 920 members Mstep: Class 10 contains 1000 members Mstep: Class 12 contains 1222 members Mstep: Class 13 contains 7838 members Mstep: Class 16 contains 1768 members Mstep: Class 17 contains 5033 members Mstep: Class 18 contains 106709 members Mstep: Class 19 contains 546 members Mstep: Class 20 contains 2091 members Mstep: Class 22 contains 183 members Entering Unmasked Estep ConsiderDeletion Score: -7893825.000000 Penalty: 8110.080078 Iteration 34Q: 16 clusters Score -7893825 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 1185 members Mstep: Class 1 contains 12388 members Mstep: Class 3 contains 545 members Mstep: Class 4 contains 387 members Mstep: Class 6 contains 1444 members Mstep: Class 8 contains 1376 members Mstep: Class 9 contains 923 members Mstep: Class 10 contains 1000 members Mstep: Class 12 contains 1223 members Mstep: Class 13 contains 8006 members Mstep: Class 16 contains 1768 members Mstep: Class 17 contains 4965 members Mstep: Class 18 contains 106715 members Mstep: Class 19 contains 546 members Mstep: Class 20 contains 2117 members Mstep: Class 22 contains 182 members Entering Unmasked Estep ConsiderDeletion Score: -7893848.500000 Penalty: 8110.080078 Iteration 35Q: 16 clusters Score -7893848 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 1185 members Mstep: Class 1 contains 12289 members Mstep: Class 3 contains 545 members Mstep: Class 4 contains 387 members Mstep: Class 6 contains 1421 members Mstep: Class 8 contains 1375 members Mstep: Class 9 contains 920 members Mstep: Class 10 contains 1000 members Mstep: Class 12 contains 1224 members Mstep: Class 13 contains 8178 members Mstep: Class 16 contains 1766 members Mstep: Class 17 contains 4899 members Mstep: Class 18 contains 106712 members Mstep: Class 19 contains 546 members Mstep: Class 20 contains 2143 members Mstep: Class 22 contains 180 members Entering Unmasked Estep ConsiderDeletion Score: -7893943.500000 Penalty: 8110.080078 Iteration 36Q: 16 clusters Score -7893944 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 1185 members Mstep: Class 1 contains 12209 members Mstep: Class 3 contains 548 members Mstep: Class 4 contains 387 members Mstep: Class 6 contains 1399 members Mstep: Class 8 contains 1375 members Mstep: Class 9 contains 918 members Mstep: Class 10 contains 1000 members Mstep: Class 12 contains 1226 members Mstep: Class 13 contains 8327 members Mstep: Class 16 contains 1767 members Mstep: Class 17 contains 4838 members Mstep: Class 18 contains 106702 members Mstep: Class 19 contains 545 members Mstep: Class 20 contains 2164 members Mstep: Class 22 contains 180 members Entering Unmasked Estep ConsiderDeletion Score: -7893984.000000 Penalty: 8110.080078 Iteration 37Q: 16 clusters Score -7893984 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 1185 members Mstep: Class 1 contains 12147 members Mstep: Class 3 contains 549 members Mstep: Class 4 contains 387 members Mstep: Class 6 contains 1384 members Mstep: Class 8 contains 1375 members Mstep: Class 9 contains 917 members Mstep: Class 10 contains 1000 members Mstep: Class 12 contains 1228 members Mstep: Class 13 contains 8464 members Mstep: Class 16 contains 1766 members Mstep: Class 17 contains 4780 members Mstep: Class 18 contains 106683 members Mstep: Class 19 contains 544 members Mstep: Class 20 contains 2181 members Mstep: Class 22 contains 180 members Entering Unmasked Estep ConsiderDeletion Score: -7894030.500000 Penalty: 8110.080078 Iteration 38Q: 16 clusters Score -7894030 nChanged 331 Entering ConstructFrom: Score: -7894030.500000 Penalty: 8110.080078 Entering ConstructFrom: Trying to split cluster 1 (12090 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12090 members Entering Unmasked Estep Score: -669817.375000 Penalty: 427.706116 Iteration 0F: 2 clusters Score -669817.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5978 members Mstep: Class 2 contains 6112 members Entering Unmasked Estep Score: -661800.750000 Penalty: 855.412231 Iteration 0F: 3 clusters Score -661800.8 nChanged 5640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5444 members Mstep: Class 2 contains 6646 members Entering Unmasked Estep Score: -665166.687500 Penalty: 855.412231 Iteration 1F: 3 clusters Score -665166.7 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5120 members Mstep: Class 2 contains 6970 members Entering Unmasked Estep Score: -665499.375000 Penalty: 855.412231 Iteration 2F: 3 clusters Score -665499.4 nChanged 664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4696 members Mstep: Class 2 contains 7394 members Entering Unmasked Estep Score: -665940.312500 Penalty: 855.412231 Iteration 3F: 3 clusters Score -665940.3 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4249 members Mstep: Class 2 contains 7841 members Entering Unmasked Estep Score: -666454.875000 Penalty: 855.412231 Iteration 4F: 3 clusters Score -666454.9 nChanged 725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3812 members Mstep: Class 2 contains 8278 members Entering Unmasked Estep Score: -666991.625000 Penalty: 855.412231 Iteration 5F: 3 clusters Score -666991.6 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3478 members Mstep: Class 2 contains 8612 members Entering Unmasked Estep Score: -667398.687500 Penalty: 855.412231 Iteration 6F: 3 clusters Score -667398.7 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3190 members Mstep: Class 2 contains 8900 members Entering Unmasked Estep Score: -667646.437500 Penalty: 855.412231 Iteration 7Q: 3 clusters Score -667646.4 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2952 members Mstep: Class 2 contains 9138 members Entering Unmasked Estep Score: -667782.187500 Penalty: 855.412231 Iteration 8Q: 3 clusters Score -667782.2 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2727 members Mstep: Class 2 contains 9363 members Entering Unmasked Estep Score: -667874.062500 Penalty: 855.412231 Iteration 9Q: 3 clusters Score -667874.1 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2489 members Mstep: Class 2 contains 9601 members Entering Unmasked Estep Score: -667967.187500 Penalty: 855.412231 Iteration 10Q: 3 clusters Score -667967.2 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 9838 members Entering Unmasked Estep Score: -668073.375000 Penalty: 855.412231 Iteration 11Q: 3 clusters Score -668073.4 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 10074 members Entering Unmasked Estep Score: -668183.562500 Penalty: 855.412231 Iteration 12Q: 3 clusters Score -668183.6 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 10306 members Entering Unmasked Estep Score: -668300.250000 Penalty: 855.412231 Iteration 13Q: 3 clusters Score -668300.2 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 10549 members Entering Unmasked Estep Score: -668443.000000 Penalty: 855.412231 Iteration 14Q: 3 clusters Score -668443 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 10804 members Entering Unmasked Estep Score: -668604.312500 Penalty: 855.412231 Iteration 15Q: 3 clusters Score -668604.3 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 11030 members Entering Unmasked Estep Score: -668743.437500 Penalty: 855.412231 Iteration 16Q: 3 clusters Score -668743.4 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 11243 members Entering Unmasked Estep Score: -668884.750000 Penalty: 855.412231 Iteration 17Q: 3 clusters Score -668884.8 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 11422 members Entering Unmasked Estep Score: -669010.062500 Penalty: 855.412231 Iteration 18Q: 3 clusters Score -669010.1 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 11580 members Entering Unmasked Estep Score: -669128.875000 Penalty: 855.412231 Iteration 19Q: 3 clusters Score -669128.9 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 11708 members Entering Unmasked Estep Score: -669226.187500 Penalty: 855.412231 Iteration 20F: 3 clusters Score -669226.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 11796 members Entering Unmasked Estep Score: -669307.937500 Penalty: 855.412231 Iteration 21Q: 3 clusters Score -669307.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 11856 members Entering Unmasked Estep Score: -669373.062500 Penalty: 855.412231 Iteration 22Q: 3 clusters Score -669373.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 11887 members Entering Unmasked Estep Score: -669414.250000 Penalty: 855.412231 Iteration 23Q: 3 clusters Score -669414.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 11906 members Entering Unmasked Estep Score: -669438.312500 Penalty: 855.412231 Iteration 24Q: 3 clusters Score -669438.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 11921 members Entering Unmasked Estep Score: -669453.250000 Penalty: 855.412231 Iteration 25Q: 3 clusters Score -669453.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 11931 members Entering Unmasked Estep Score: -669465.625000 Penalty: 855.412231 Iteration 26Q: 3 clusters Score -669465.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 11935 members Entering Unmasked Estep Score: -669476.125000 Penalty: 855.412231 Iteration 27Q: 3 clusters Score -669476.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 11943 members Entering Unmasked Estep Score: -669485.937500 Penalty: 855.412231 Iteration 28Q: 3 clusters Score -669485.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 11946 members Entering Unmasked Estep Score: -669485.875000 Penalty: 855.412231 Iteration 29Q: 3 clusters Score -669485.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 11947 members Entering Unmasked Estep Score: -669487.125000 Penalty: 855.412231 Iteration 30Q: 3 clusters Score -669487.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 11948 members Entering Unmasked Estep Score: -669487.187500 Penalty: 855.412231 Iteration 31Q: 3 clusters Score -669487.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 11947 members Entering Unmasked Estep Score: -669488.062500 Penalty: 855.412231 Iteration 32Q: 3 clusters Score -669488.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 11945 members Entering Unmasked Estep Score: -669488.187500 Penalty: 855.412231 Iteration 33Q: 3 clusters Score -669488.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 11946 members Entering Unmasked Estep Score: -669488.312500 Penalty: 855.412231 Iteration 34Q: 3 clusters Score -669488.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 11947 members Entering Unmasked Estep Score: -669488.750000 Penalty: 855.412231 Iteration 35Q: 3 clusters Score -669488.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 11951 members Entering Unmasked Estep Score: -669491.250000 Penalty: 855.412231 Iteration 36Q: 3 clusters Score -669491.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 11951 members Entering Unmasked Estep Score: -669492.250000 Penalty: 855.412231 Iteration 37Q: 3 clusters Score -669492.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 11951 members Entering Unmasked Estep Score: -669492.250000 Penalty: 855.412231 Iteration 38F: 3 clusters Score -669492.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (548 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Entering Unmasked Estep Score: -26566.822266 Penalty: 286.935516 Iteration 0F: 2 clusters Score -26566.82 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -26085.564453 Penalty: 573.871033 Iteration 0F: 3 clusters Score -26085.56 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -26339.156250 Penalty: 573.871033 Iteration 1F: 3 clusters Score -26339.16 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -26434.312500 Penalty: 573.871033 Iteration 2F: 3 clusters Score -26434.31 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -26497.998047 Penalty: 573.871033 Iteration 3F: 3 clusters Score -26498 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -26527.343750 Penalty: 573.871033 Iteration 4Q: 3 clusters Score -26527.34 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -26539.742188 Penalty: 573.871033 Iteration 5Q: 3 clusters Score -26539.74 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -26551.296875 Penalty: 573.871033 Iteration 6Q: 3 clusters Score -26551.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -26569.220703 Penalty: 573.871033 Iteration 7Q: 3 clusters Score -26569.22 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -26591.835938 Penalty: 573.871033 Iteration 8Q: 3 clusters Score -26591.84 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -26605.773438 Penalty: 573.871033 Iteration 9Q: 3 clusters Score -26605.77 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -26611.609375 Penalty: 573.871033 Iteration 10Q: 3 clusters Score -26611.61 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -26619.341797 Penalty: 573.871033 Iteration 11Q: 3 clusters Score -26619.34 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -26623.007812 Penalty: 573.871033 Iteration 12Q: 3 clusters Score -26623.01 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -26623.833984 Penalty: 573.871033 Iteration 13Q: 3 clusters Score -26623.83 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -26624.675781 Penalty: 573.871033 Iteration 14Q: 3 clusters Score -26624.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -26626.144531 Penalty: 573.871033 Iteration 15Q: 3 clusters Score -26626.14 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -26626.656250 Penalty: 573.871033 Iteration 16Q: 3 clusters Score -26626.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -26626.656250 Penalty: 573.871033 Iteration 17F: 3 clusters Score -26626.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1185 members Mstep: Class 1 contains 12090 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 173 members Mstep: Class 4 contains 387 members Mstep: Class 6 contains 1367 members Mstep: Class 8 contains 1375 members Mstep: Class 9 contains 922 members Mstep: Class 10 contains 1000 members Mstep: Class 12 contains 1231 members Mstep: Class 13 contains 8605 members Mstep: Class 16 contains 1764 members Mstep: Class 17 contains 4736 members Mstep: Class 18 contains 106637 members Mstep: Class 19 contains 544 members Mstep: Class 20 contains 2200 members Mstep: Class 22 contains 179 members Entering Unmasked Estep Score: -7893881.000000 Penalty: 8650.751953 Splitting cluster 3 changes total score from -7894030.500000 to -7893881.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 4 (387 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Entering Unmasked Estep Score: -15244.837891 Penalty: 271.108307 Iteration 0F: 2 clusters Score -15244.84 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -14872.109375 Penalty: 542.216614 Iteration 0F: 3 clusters Score -14872.11 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -15177.647461 Penalty: 542.216614 Iteration 1F: 3 clusters Score -15177.65 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -15320.461914 Penalty: 542.216614 Iteration 2F: 3 clusters Score -15320.46 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -15539.012695 Penalty: 542.216614 Iteration 3F: 3 clusters Score -15539.01 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -15843.758789 Penalty: 542.216614 Iteration 4F: 3 clusters Score -15843.76 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -16411.681641 Penalty: 542.216614 Iteration 5F: 3 clusters Score -16411.68 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -16704.712891 Penalty: 542.216614 Iteration 6F: 3 clusters Score -16704.71 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -16971.011719 Penalty: 542.216614 Iteration 7Q: 3 clusters Score -16971.01 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -17361.605469 Penalty: 542.216614 Iteration 8Q: 3 clusters Score -17361.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -17361.605469 Penalty: 542.216614 Iteration 9F: 3 clusters Score -17361.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1185 members Mstep: Class 1 contains 12090 members Mstep: Class 2 contains 186 members Mstep: Class 3 contains 548 members Mstep: Class 4 contains 201 members Mstep: Class 6 contains 1367 members Mstep: Class 8 contains 1375 members Mstep: Class 9 contains 922 members Mstep: Class 10 contains 1000 members Mstep: Class 12 contains 1231 members Mstep: Class 13 contains 8605 members Mstep: Class 16 contains 1764 members Mstep: Class 17 contains 4736 members Mstep: Class 18 contains 106637 members Mstep: Class 19 contains 544 members Mstep: Class 20 contains 2200 members Mstep: Class 22 contains 179 members Entering Unmasked Estep Score: -7895926.000000 Penalty: 8650.751953 Splitting cluster 4 changes total score from -7894030.500000 to -7895926.000000 So it's getting split into cluster 2. Entering ConstructFrom: Trying to split cluster 6 (1367 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Entering Unmasked Estep Score: -74578.429688 Penalty: 328.527008 Iteration 0F: 2 clusters Score -74578.43 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -73545.242188 Penalty: 657.054016 Iteration 0F: 3 clusters Score -73545.24 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -73867.164062 Penalty: 657.054016 Iteration 1F: 3 clusters Score -73867.16 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -73961.664062 Penalty: 657.054016 Iteration 2F: 3 clusters Score -73961.66 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -74050.515625 Penalty: 657.054016 Iteration 3F: 3 clusters Score -74050.52 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -74118.367188 Penalty: 657.054016 Iteration 4F: 3 clusters Score -74118.37 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -74164.500000 Penalty: 657.054016 Iteration 5Q: 3 clusters Score -74164.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -74204.289062 Penalty: 657.054016 Iteration 6Q: 3 clusters Score -74204.29 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -74234.429688 Penalty: 657.054016 Iteration 7Q: 3 clusters Score -74234.43 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -74256.195312 Penalty: 657.054016 Iteration 8Q: 3 clusters Score -74256.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -74265.382812 Penalty: 657.054016 Iteration 9Q: 3 clusters Score -74265.38 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -74271.921875 Penalty: 657.054016 Iteration 10Q: 3 clusters Score -74271.92 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -74278.382812 Penalty: 657.054016 Iteration 11Q: 3 clusters Score -74278.38 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -74284.476562 Penalty: 657.054016 Iteration 12Q: 3 clusters Score -74284.48 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -74288.921875 Penalty: 657.054016 Iteration 13Q: 3 clusters Score -74288.92 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -74295.968750 Penalty: 657.054016 Iteration 14Q: 3 clusters Score -74295.97 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -74303.289062 Penalty: 657.054016 Iteration 15Q: 3 clusters Score -74303.29 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -74314.351562 Penalty: 657.054016 Iteration 16Q: 3 clusters Score -74314.35 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -74318.289062 Penalty: 657.054016 Iteration 17Q: 3 clusters Score -74318.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -74319.484375 Penalty: 657.054016 Iteration 18Q: 3 clusters Score -74319.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -74319.484375 Penalty: 657.054016 Iteration 19F: 3 clusters Score -74319.48 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1375 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Entering Unmasked Estep Score: -43250.039062 Penalty: 328.792511 Iteration 0F: 2 clusters Score -43250.04 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -42314.289062 Penalty: 657.585022 Iteration 0F: 3 clusters Score -42314.29 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -44436.343750 Penalty: 657.585022 Iteration 1F: 3 clusters Score -44436.34 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -45867.945312 Penalty: 657.585022 Iteration 2F: 3 clusters Score -45867.95 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -46545.546875 Penalty: 657.585022 Iteration 3F: 3 clusters Score -46545.55 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -47928.433594 Penalty: 657.585022 Iteration 4Q: 3 clusters Score -47928.43 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -48051.925781 Penalty: 657.585022 Iteration 5Q: 3 clusters Score -48051.93 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -48140.304688 Penalty: 657.585022 Iteration 6Q: 3 clusters Score -48140.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -48242.453125 Penalty: 657.585022 Iteration 7Q: 3 clusters Score -48242.45 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -48332.250000 Penalty: 657.585022 Iteration 8Q: 3 clusters Score -48332.25 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -48392.441406 Penalty: 657.585022 Iteration 9Q: 3 clusters Score -48392.44 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -48450.179688 Penalty: 657.585022 Iteration 10Q: 3 clusters Score -48450.18 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -48509.148438 Penalty: 657.585022 Iteration 11Q: 3 clusters Score -48509.15 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -48537.714844 Penalty: 657.585022 Iteration 12Q: 3 clusters Score -48537.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -48548.429688 Penalty: 657.585022 Iteration 13Q: 3 clusters Score -48548.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -48552.363281 Penalty: 657.585022 Iteration 14Q: 3 clusters Score -48552.36 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -48556.503906 Penalty: 657.585022 Iteration 15F: 3 clusters Score -48556.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -48574.406250 Penalty: 657.585022 Iteration 16Q: 3 clusters Score -48574.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -48575.914062 Penalty: 657.585022 Iteration 17Q: 3 clusters Score -48575.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -48575.914062 Penalty: 657.585022 Iteration 18F: 3 clusters Score -48575.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1185 members Mstep: Class 1 contains 12090 members Mstep: Class 2 contains 186 members Mstep: Class 3 contains 548 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 311 members Mstep: Class 6 contains 1367 members Mstep: Class 8 contains 1064 members Mstep: Class 9 contains 922 members Mstep: Class 10 contains 1000 members Mstep: Class 12 contains 1231 members Mstep: Class 13 contains 8605 members Mstep: Class 16 contains 1764 members Mstep: Class 17 contains 4736 members Mstep: Class 18 contains 106637 members Mstep: Class 19 contains 544 members Mstep: Class 20 contains 2200 members Mstep: Class 22 contains 179 members Entering Unmasked Estep Score: -7901045.000000 Penalty: 9191.423828 Splitting cluster 8 changes total score from -7894030.500000 to -7901045.000000 So it's getting split into cluster 5. Entering ConstructFrom: Trying to split cluster 9 (922 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Entering Unmasked Estep Score: -53642.386719 Penalty: 310.607819 Iteration 0F: 2 clusters Score -53642.39 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -52923.820312 Penalty: 621.215637 Iteration 0F: 3 clusters Score -52923.82 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -53307.203125 Penalty: 621.215637 Iteration 1F: 3 clusters Score -53307.2 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -53427.421875 Penalty: 621.215637 Iteration 2F: 3 clusters Score -53427.42 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -53484.148438 Penalty: 621.215637 Iteration 3F: 3 clusters Score -53484.15 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -53514.902344 Penalty: 621.215637 Iteration 4Q: 3 clusters Score -53514.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -53523.636719 Penalty: 621.215637 Iteration 5Q: 3 clusters Score -53523.64 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -53526.371094 Penalty: 621.215637 Iteration 6Q: 3 clusters Score -53526.37 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -53528.339844 Penalty: 621.215637 Iteration 7Q: 3 clusters Score -53528.34 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -53529.789062 Penalty: 621.215637 Iteration 8Q: 3 clusters Score -53529.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -53530.121094 Penalty: 621.215637 Iteration 9Q: 3 clusters Score -53530.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -53530.121094 Penalty: 621.215637 Iteration 10F: 3 clusters Score -53530.12 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1000 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Entering Unmasked Estep Score: -46851.531250 Penalty: 314.302856 Iteration 0F: 2 clusters Score -46851.53 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -46124.824219 Penalty: 628.605713 Iteration 0F: 3 clusters Score -46124.82 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -46705.468750 Penalty: 628.605713 Iteration 1F: 3 clusters Score -46705.47 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -46947.707031 Penalty: 628.605713 Iteration 2F: 3 clusters Score -46947.71 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -47061.605469 Penalty: 628.605713 Iteration 3F: 3 clusters Score -47061.61 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -47113.460938 Penalty: 628.605713 Iteration 4Q: 3 clusters Score -47113.46 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -47144.273438 Penalty: 628.605713 Iteration 5Q: 3 clusters Score -47144.27 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -47173.171875 Penalty: 628.605713 Iteration 6Q: 3 clusters Score -47173.17 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -47207.960938 Penalty: 628.605713 Iteration 7Q: 3 clusters Score -47207.96 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -47251.363281 Penalty: 628.605713 Iteration 8Q: 3 clusters Score -47251.36 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -47325.863281 Penalty: 628.605713 Iteration 9Q: 3 clusters Score -47325.86 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -47595.382812 Penalty: 628.605713 Iteration 10Q: 3 clusters Score -47595.38 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -48031.046875 Penalty: 628.605713 Iteration 11Q: 3 clusters Score -48031.05 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -48070.378906 Penalty: 628.605713 Iteration 12Q: 3 clusters Score -48070.38 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -48109.500000 Penalty: 628.605713 Iteration 13Q: 3 clusters Score -48109.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -48137.152344 Penalty: 628.605713 Iteration 14Q: 3 clusters Score -48137.15 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -48179.167969 Penalty: 628.605713 Iteration 15Q: 3 clusters Score -48179.17 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -48238.781250 Penalty: 628.605713 Iteration 16Q: 3 clusters Score -48238.78 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -48270.476562 Penalty: 628.605713 Iteration 17Q: 3 clusters Score -48270.48 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -48292.273438 Penalty: 628.605713 Iteration 18Q: 3 clusters Score -48292.27 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -48307.652344 Penalty: 628.605713 Iteration 19Q: 3 clusters Score -48307.65 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -48365.292969 Penalty: 628.605713 Iteration 20F: 3 clusters Score -48365.29 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -48509.566406 Penalty: 628.605713 Iteration 21Q: 3 clusters Score -48509.57 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -48593.500000 Penalty: 628.605713 Iteration 22Q: 3 clusters Score -48593.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -48625.675781 Penalty: 628.605713 Iteration 23Q: 3 clusters Score -48625.68 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -48655.246094 Penalty: 628.605713 Iteration 24Q: 3 clusters Score -48655.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -48671.398438 Penalty: 628.605713 Iteration 25Q: 3 clusters Score -48671.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -48677.644531 Penalty: 628.605713 Iteration 26Q: 3 clusters Score -48677.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -48677.644531 Penalty: 628.605713 Iteration 27F: 3 clusters Score -48677.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1185 members Mstep: Class 1 contains 12090 members Mstep: Class 2 contains 186 members Mstep: Class 3 contains 548 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 311 members Mstep: Class 6 contains 1367 members Mstep: Class 7 contains 713 members Mstep: Class 8 contains 1064 members Mstep: Class 9 contains 922 members Mstep: Class 10 contains 287 members Mstep: Class 12 contains 1231 members Mstep: Class 13 contains 8605 members Mstep: Class 16 contains 1764 members Mstep: Class 17 contains 4736 members Mstep: Class 18 contains 106637 members Mstep: Class 19 contains 544 members Mstep: Class 20 contains 2200 members Mstep: Class 22 contains 179 members Entering Unmasked Estep Score: -7902641.500000 Penalty: 9732.095703 Splitting cluster 10 changes total score from -7894030.500000 to -7902641.500000 So it's getting split into cluster 7. Entering ConstructFrom: Trying to split cluster 12 (1231 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Entering Unmasked Estep Score: -73974.046875 Penalty: 323.758972 Iteration 0F: 2 clusters Score -73974.05 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -73030.289062 Penalty: 647.517944 Iteration 0F: 3 clusters Score -73030.29 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -73355.679688 Penalty: 647.517944 Iteration 1F: 3 clusters Score -73355.68 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -73482.640625 Penalty: 647.517944 Iteration 2F: 3 clusters Score -73482.64 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -73591.937500 Penalty: 647.517944 Iteration 3F: 3 clusters Score -73591.94 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -73673.671875 Penalty: 647.517944 Iteration 4F: 3 clusters Score -73673.67 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -73727.351562 Penalty: 647.517944 Iteration 5Q: 3 clusters Score -73727.35 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -73771.421875 Penalty: 647.517944 Iteration 6Q: 3 clusters Score -73771.42 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -73799.187500 Penalty: 647.517944 Iteration 7Q: 3 clusters Score -73799.19 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -73819.648438 Penalty: 647.517944 Iteration 8Q: 3 clusters Score -73819.65 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -73835.289062 Penalty: 647.517944 Iteration 9Q: 3 clusters Score -73835.29 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -73852.585938 Penalty: 647.517944 Iteration 10Q: 3 clusters Score -73852.59 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -73877.960938 Penalty: 647.517944 Iteration 11Q: 3 clusters Score -73877.96 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -73898.890625 Penalty: 647.517944 Iteration 12Q: 3 clusters Score -73898.89 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -73906.921875 Penalty: 647.517944 Iteration 13Q: 3 clusters Score -73906.92 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -73915.367188 Penalty: 647.517944 Iteration 14Q: 3 clusters Score -73915.37 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -73920.234375 Penalty: 647.517944 Iteration 15Q: 3 clusters Score -73920.23 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -73925.023438 Penalty: 647.517944 Iteration 16Q: 3 clusters Score -73925.02 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -73928.031250 Penalty: 647.517944 Iteration 17Q: 3 clusters Score -73928.03 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -73929.937500 Penalty: 647.517944 Iteration 18Q: 3 clusters Score -73929.94 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -73933.304688 Penalty: 647.517944 Iteration 19Q: 3 clusters Score -73933.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -73935.578125 Penalty: 647.517944 Iteration 20F: 3 clusters Score -73935.58 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -73936.164062 Penalty: 647.517944 Iteration 21Q: 3 clusters Score -73936.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -73936.250000 Penalty: 647.517944 Iteration 22Q: 3 clusters Score -73936.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -73936.375000 Penalty: 647.517944 Iteration 23Q: 3 clusters Score -73936.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -73936.375000 Penalty: 647.517944 Iteration 24F: 3 clusters Score -73936.38 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (8605 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8605 members Entering Unmasked Estep Score: -526028.312500 Penalty: 412.234497 Iteration 0F: 2 clusters Score -526028.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4402 members Mstep: Class 2 contains 4203 members Entering Unmasked Estep Score: -520207.625000 Penalty: 824.468994 Iteration 0F: 3 clusters Score -520207.6 nChanged 3971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5265 members Mstep: Class 2 contains 3340 members Entering Unmasked Estep Score: -522817.468750 Penalty: 824.468994 Iteration 1F: 3 clusters Score -522817.5 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5709 members Mstep: Class 2 contains 2896 members Entering Unmasked Estep Score: -523258.937500 Penalty: 824.468994 Iteration 2F: 3 clusters Score -523258.9 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6202 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -523743.625000 Penalty: 824.468994 Iteration 3F: 3 clusters Score -523743.6 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6715 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -524265.812500 Penalty: 824.468994 Iteration 4F: 3 clusters Score -524265.8 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7154 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -524665.750000 Penalty: 824.468994 Iteration 5F: 3 clusters Score -524665.8 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7470 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -524921.187500 Penalty: 824.468994 Iteration 6Q: 3 clusters Score -524921.2 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7695 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -525086.562500 Penalty: 824.468994 Iteration 7Q: 3 clusters Score -525086.6 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7875 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -525212.062500 Penalty: 824.468994 Iteration 8Q: 3 clusters Score -525212.1 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8020 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -525312.750000 Penalty: 824.468994 Iteration 9Q: 3 clusters Score -525312.8 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8145 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -525404.312500 Penalty: 824.468994 Iteration 10Q: 3 clusters Score -525404.3 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8253 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -525483.687500 Penalty: 824.468994 Iteration 11Q: 3 clusters Score -525483.7 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8318 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -525539.500000 Penalty: 824.468994 Iteration 12Q: 3 clusters Score -525539.5 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8382 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -525585.062500 Penalty: 824.468994 Iteration 13Q: 3 clusters Score -525585.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8419 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -525611.000000 Penalty: 824.468994 Iteration 14Q: 3 clusters Score -525611 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8445 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -525630.750000 Penalty: 824.468994 Iteration 15Q: 3 clusters Score -525630.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8471 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -525650.000000 Penalty: 824.468994 Iteration 16Q: 3 clusters Score -525650 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8485 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -525663.125000 Penalty: 824.468994 Iteration 17Q: 3 clusters Score -525663.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8490 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -525671.875000 Penalty: 824.468994 Iteration 18Q: 3 clusters Score -525671.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8492 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -525677.687500 Penalty: 824.468994 Iteration 19Q: 3 clusters Score -525677.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8496 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -525679.187500 Penalty: 824.468994 Iteration 20F: 3 clusters Score -525679.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8498 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -525680.812500 Penalty: 824.468994 Iteration 21Q: 3 clusters Score -525680.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8498 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -525680.812500 Penalty: 824.468994 Iteration 22F: 3 clusters Score -525680.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1764 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Entering Unmasked Estep Score: -95244.710938 Penalty: 340.127930 Iteration 0F: 2 clusters Score -95244.71 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -93940.460938 Penalty: 680.255859 Iteration 0F: 3 clusters Score -93940.46 nChanged 769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -94424.664062 Penalty: 680.255859 Iteration 1F: 3 clusters Score -94424.66 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -94578.148438 Penalty: 680.255859 Iteration 2F: 3 clusters Score -94578.15 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -94739.117188 Penalty: 680.255859 Iteration 3F: 3 clusters Score -94739.12 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -94875.750000 Penalty: 680.255859 Iteration 4F: 3 clusters Score -94875.75 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -95004.054688 Penalty: 680.255859 Iteration 5F: 3 clusters Score -95004.05 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -95089.023438 Penalty: 680.255859 Iteration 6F: 3 clusters Score -95089.02 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -95146.156250 Penalty: 680.255859 Iteration 7Q: 3 clusters Score -95146.16 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -95190.539062 Penalty: 680.255859 Iteration 8Q: 3 clusters Score -95190.54 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -95216.171875 Penalty: 680.255859 Iteration 9Q: 3 clusters Score -95216.17 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -95235.875000 Penalty: 680.255859 Iteration 10Q: 3 clusters Score -95235.88 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -95258.687500 Penalty: 680.255859 Iteration 11Q: 3 clusters Score -95258.69 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -95279.812500 Penalty: 680.255859 Iteration 12Q: 3 clusters Score -95279.81 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -95296.812500 Penalty: 680.255859 Iteration 13Q: 3 clusters Score -95296.81 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -95311.492188 Penalty: 680.255859 Iteration 14Q: 3 clusters Score -95311.49 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -95323.617188 Penalty: 680.255859 Iteration 15Q: 3 clusters Score -95323.62 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -95332.492188 Penalty: 680.255859 Iteration 16Q: 3 clusters Score -95332.49 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -95335.882812 Penalty: 680.255859 Iteration 17Q: 3 clusters Score -95335.88 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -95338.375000 Penalty: 680.255859 Iteration 18Q: 3 clusters Score -95338.38 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -95342.203125 Penalty: 680.255859 Iteration 19Q: 3 clusters Score -95342.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -95343.679688 Penalty: 680.255859 Iteration 20F: 3 clusters Score -95343.68 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -95345.625000 Penalty: 680.255859 Iteration 21Q: 3 clusters Score -95345.62 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -95346.601562 Penalty: 680.255859 Iteration 22Q: 3 clusters Score -95346.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -95347.632812 Penalty: 680.255859 Iteration 23Q: 3 clusters Score -95347.63 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -95348.507812 Penalty: 680.255859 Iteration 24Q: 3 clusters Score -95348.51 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -95348.835938 Penalty: 680.255859 Iteration 25Q: 3 clusters Score -95348.84 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -95349.445312 Penalty: 680.255859 Iteration 26Q: 3 clusters Score -95349.45 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -95350.187500 Penalty: 680.255859 Iteration 27Q: 3 clusters Score -95350.19 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -95350.187500 Penalty: 680.255859 Iteration 28F: 3 clusters Score -95350.19 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1185 members Mstep: Class 1 contains 12090 members Mstep: Class 2 contains 186 members Mstep: Class 3 contains 548 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 311 members Mstep: Class 6 contains 1367 members Mstep: Class 7 contains 713 members Mstep: Class 8 contains 1064 members Mstep: Class 9 contains 922 members Mstep: Class 10 contains 287 members Mstep: Class 11 contains 1522 members Mstep: Class 12 contains 1231 members Mstep: Class 13 contains 8605 members Mstep: Class 16 contains 242 members Mstep: Class 17 contains 4736 members Mstep: Class 18 contains 106637 members Mstep: Class 19 contains 544 members Mstep: Class 20 contains 2200 members Mstep: Class 22 contains 179 members Entering Unmasked Estep Score: -7902549.500000 Penalty: 10272.768555 Splitting cluster 16 changes total score from -7894030.500000 to -7902549.500000 So it's getting split into cluster 11. Entering ConstructFrom: Trying to split cluster 17 (4736 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4736 members Entering Unmasked Estep Score: -249005.578125 Penalty: 385.064117 Iteration 0F: 2 clusters Score -249005.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2369 members Mstep: Class 2 contains 2367 members Entering Unmasked Estep Score: -245779.828125 Penalty: 770.128235 Iteration 0F: 3 clusters Score -245779.8 nChanged 2130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -246955.484375 Penalty: 770.128235 Iteration 1F: 3 clusters Score -246955.5 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2611 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -247071.265625 Penalty: 770.128235 Iteration 2F: 3 clusters Score -247071.3 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2709 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -247189.312500 Penalty: 770.128235 Iteration 3F: 3 clusters Score -247189.3 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2830 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -247354.656250 Penalty: 770.128235 Iteration 4F: 3 clusters Score -247354.7 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2937 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -247579.078125 Penalty: 770.128235 Iteration 5F: 3 clusters Score -247579.1 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3049 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -247865.609375 Penalty: 770.128235 Iteration 6F: 3 clusters Score -247865.6 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3116 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -248173.218750 Penalty: 770.128235 Iteration 7F: 3 clusters Score -248173.2 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3166 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -248481.671875 Penalty: 770.128235 Iteration 8F: 3 clusters Score -248481.7 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3208 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -248689.468750 Penalty: 770.128235 Iteration 9Q: 3 clusters Score -248689.5 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3243 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -248827.296875 Penalty: 770.128235 Iteration 10Q: 3 clusters Score -248827.3 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3273 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -248908.000000 Penalty: 770.128235 Iteration 11Q: 3 clusters Score -248908 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3300 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -248946.156250 Penalty: 770.128235 Iteration 12Q: 3 clusters Score -248946.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3317 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -248958.765625 Penalty: 770.128235 Iteration 13Q: 3 clusters Score -248958.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3334 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -248964.812500 Penalty: 770.128235 Iteration 14Q: 3 clusters Score -248964.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3346 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -248968.125000 Penalty: 770.128235 Iteration 15Q: 3 clusters Score -248968.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3350 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -248970.968750 Penalty: 770.128235 Iteration 16Q: 3 clusters Score -248971 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3355 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -248972.453125 Penalty: 770.128235 Iteration 17Q: 3 clusters Score -248972.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3359 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -248972.468750 Penalty: 770.128235 Iteration 18Q: 3 clusters Score -248972.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3361 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -248973.140625 Penalty: 770.128235 Iteration 19Q: 3 clusters Score -248973.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3361 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -248973.140625 Penalty: 770.128235 Iteration 20F: 3 clusters Score -248973.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (106637 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106637 members Entering Unmasked Estep Score: -6029462.000000 Penalty: 526.761963 Iteration 0F: 2 clusters Score -6029462 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53388 members Mstep: Class 2 contains 53249 members Entering Unmasked Estep Score: -5957231.500000 Penalty: 1053.523926 Iteration 0F: 3 clusters Score -5957232 nChanged 52297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57077 members Mstep: Class 2 contains 49560 members Entering Unmasked Estep Score: -5989405.000000 Penalty: 1053.523926 Iteration 1F: 3 clusters Score -5989405 nChanged 4875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59444 members Mstep: Class 2 contains 47193 members Entering Unmasked Estep Score: -5991406.500000 Penalty: 1053.523926 Iteration 2Q: 3 clusters Score -5991406 nChanged 5807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62949 members Mstep: Class 2 contains 43688 members Entering Unmasked Estep Score: -5994349.000000 Penalty: 1053.523926 Iteration 3F: 3 clusters Score -5994349 nChanged 6821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67496 members Mstep: Class 2 contains 39141 members Entering Unmasked Estep Score: -5998882.000000 Penalty: 1053.523926 Iteration 4F: 3 clusters Score -5998882 nChanged 7404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72574 members Mstep: Class 2 contains 34063 members Entering Unmasked Estep Score: -6004835.500000 Penalty: 1053.523926 Iteration 5F: 3 clusters Score -6004836 nChanged 7053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77219 members Mstep: Class 2 contains 29418 members Entering Unmasked Estep Score: -6011001.500000 Penalty: 1053.523926 Iteration 6F: 3 clusters Score -6011002 nChanged 5737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80628 members Mstep: Class 2 contains 26009 members Entering Unmasked Estep Score: -6015416.000000 Penalty: 1053.523926 Iteration 7F: 3 clusters Score -6015416 nChanged 3997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82897 members Mstep: Class 2 contains 23740 members Entering Unmasked Estep Score: -6017649.500000 Penalty: 1053.523926 Iteration 8Q: 3 clusters Score -6017650 nChanged 2587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84794 members Mstep: Class 2 contains 21843 members Entering Unmasked Estep Score: -6018746.000000 Penalty: 1053.523926 Iteration 9Q: 3 clusters Score -6018746 nChanged 1982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86624 members Mstep: Class 2 contains 20013 members Entering Unmasked Estep Score: -6019547.500000 Penalty: 1053.523926 Iteration 10Q: 3 clusters Score -6019548 nChanged 1774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88378 members Mstep: Class 2 contains 18259 members Entering Unmasked Estep Score: -6020218.000000 Penalty: 1053.523926 Iteration 11Q: 3 clusters Score -6020218 nChanged 1700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90078 members Mstep: Class 2 contains 16559 members Entering Unmasked Estep Score: -6020862.500000 Penalty: 1053.523926 Iteration 12Q: 3 clusters Score -6020862 nChanged 1750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91828 members Mstep: Class 2 contains 14809 members Entering Unmasked Estep Score: -6021572.500000 Penalty: 1053.523926 Iteration 13Q: 3 clusters Score -6021572 nChanged 1766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93594 members Mstep: Class 2 contains 13043 members Entering Unmasked Estep Score: -6022390.000000 Penalty: 1053.523926 Iteration 14Q: 3 clusters Score -6022390 nChanged 1841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95435 members Mstep: Class 2 contains 11202 members Entering Unmasked Estep Score: -6023224.500000 Penalty: 1053.523926 Iteration 15Q: 3 clusters Score -6023224 nChanged 1812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97247 members Mstep: Class 2 contains 9390 members Entering Unmasked Estep Score: -6024128.500000 Penalty: 1053.523926 Iteration 16Q: 3 clusters Score -6024128 nChanged 1714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98961 members Mstep: Class 2 contains 7676 members Entering Unmasked Estep Score: -6025063.000000 Penalty: 1053.523926 Iteration 17Q: 3 clusters Score -6025063 nChanged 1525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100486 members Mstep: Class 2 contains 6151 members Entering Unmasked Estep Score: -6025929.500000 Penalty: 1053.523926 Iteration 18Q: 3 clusters Score -6025930 nChanged 1299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101785 members Mstep: Class 2 contains 4852 members Entering Unmasked Estep Score: -6026662.000000 Penalty: 1053.523926 Iteration 19Q: 3 clusters Score -6026662 nChanged 1096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102881 members Mstep: Class 2 contains 3756 members Entering Unmasked Estep Score: -6027251.500000 Penalty: 1053.523926 Iteration 20F: 3 clusters Score -6027252 nChanged 862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103743 members Mstep: Class 2 contains 2894 members Entering Unmasked Estep Score: -6027735.000000 Penalty: 1053.523926 Iteration 21Q: 3 clusters Score -6027735 nChanged 677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104420 members Mstep: Class 2 contains 2217 members Entering Unmasked Estep Score: -6028119.000000 Penalty: 1053.523926 Iteration 22Q: 3 clusters Score -6028119 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104929 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -6028390.500000 Penalty: 1053.523926 Iteration 23Q: 3 clusters Score -6028390 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105313 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -6028568.500000 Penalty: 1053.523926 Iteration 24Q: 3 clusters Score -6028568 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105608 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -6028737.500000 Penalty: 1053.523926 Iteration 25Q: 3 clusters Score -6028738 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105800 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -6028810.000000 Penalty: 1053.523926 Iteration 26Q: 3 clusters Score -6028810 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105950 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -6028872.000000 Penalty: 1053.523926 Iteration 27Q: 3 clusters Score -6028872 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106054 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -6028908.500000 Penalty: 1053.523926 Iteration 28Q: 3 clusters Score -6028908 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106129 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -6028943.500000 Penalty: 1053.523926 Iteration 29Q: 3 clusters Score -6028944 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106191 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -6028965.500000 Penalty: 1053.523926 Iteration 30Q: 3 clusters Score -6028966 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106236 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -6028987.500000 Penalty: 1053.523926 Iteration 31Q: 3 clusters Score -6028988 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106277 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -6029007.000000 Penalty: 1053.523926 Iteration 32Q: 3 clusters Score -6029007 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106307 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -6029013.000000 Penalty: 1053.523926 Iteration 33Q: 3 clusters Score -6029013 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106317 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -6029008.500000 Penalty: 1053.523926 Iteration 34Q: 3 clusters Score -6029008 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106324 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -6029017.000000 Penalty: 1053.523926 Iteration 35Q: 3 clusters Score -6029017 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106329 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -6029017.500000 Penalty: 1053.523926 Iteration 36Q: 3 clusters Score -6029018 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106334 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -6029023.000000 Penalty: 1053.523926 Iteration 37Q: 3 clusters Score -6029023 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106336 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -6029020.500000 Penalty: 1053.523926 Iteration 38Q: 3 clusters Score -6029020 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106336 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -6029022.500000 Penalty: 1053.523926 Iteration 39Q: 3 clusters Score -6029022 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106338 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -6029030.000000 Penalty: 1053.523926 Iteration 40F: 3 clusters Score -6029030 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106345 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -6029024.000000 Penalty: 1053.523926 Iteration 41Q: 3 clusters Score -6029024 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106355 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -6029027.500000 Penalty: 1053.523926 Iteration 42Q: 3 clusters Score -6029028 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106364 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -6029027.500000 Penalty: 1053.523926 Iteration 43Q: 3 clusters Score -6029028 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106372 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -6029027.500000 Penalty: 1053.523926 Iteration 44Q: 3 clusters Score -6029028 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106378 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -6029031.000000 Penalty: 1053.523926 Iteration 45Q: 3 clusters Score -6029031 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106382 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -6029035.500000 Penalty: 1053.523926 Iteration 46Q: 3 clusters Score -6029036 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106388 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -6029037.000000 Penalty: 1053.523926 Iteration 47Q: 3 clusters Score -6029037 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106391 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -6029038.000000 Penalty: 1053.523926 Iteration 48Q: 3 clusters Score -6029038 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106392 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -6029037.000000 Penalty: 1053.523926 Iteration 49Q: 3 clusters Score -6029037 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106392 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -6029047.000000 Penalty: 1053.523926 Iteration 50Q: 3 clusters Score -6029047 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106390 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -6029044.500000 Penalty: 1053.523926 Iteration 51Q: 3 clusters Score -6029044 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106387 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -6029049.000000 Penalty: 1053.523926 Iteration 52Q: 3 clusters Score -6029049 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106385 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -6029046.000000 Penalty: 1053.523926 Iteration 53Q: 3 clusters Score -6029046 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106382 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -6029050.500000 Penalty: 1053.523926 Iteration 54Q: 3 clusters Score -6029050 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106382 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -6029048.000000 Penalty: 1053.523926 Iteration 55Q: 3 clusters Score -6029048 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106381 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -6029052.000000 Penalty: 1053.523926 Iteration 56Q: 3 clusters Score -6029052 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106380 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -6029050.500000 Penalty: 1053.523926 Iteration 57Q: 3 clusters Score -6029050 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106379 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -6029055.000000 Penalty: 1053.523926 Iteration 58Q: 3 clusters Score -6029055 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106380 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -6029054.000000 Penalty: 1053.523926 Iteration 59Q: 3 clusters Score -6029054 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106380 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -6029054.000000 Penalty: 1053.523926 Iteration 60F: 3 clusters Score -6029054 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (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: -27682.236328 Penalty: 286.602203 Iteration 0F: 2 clusters Score -27682.24 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -27186.054688 Penalty: 573.204407 Iteration 0F: 3 clusters Score -27186.05 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -27314.089844 Penalty: 573.204407 Iteration 1F: 3 clusters Score -27314.09 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -27344.226562 Penalty: 573.204407 Iteration 2F: 3 clusters Score -27344.23 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -27362.134766 Penalty: 573.204407 Iteration 3Q: 3 clusters Score -27362.13 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -27374.382812 Penalty: 573.204407 Iteration 4Q: 3 clusters Score -27374.38 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -27383.949219 Penalty: 573.204407 Iteration 5Q: 3 clusters Score -27383.95 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -27396.667969 Penalty: 573.204407 Iteration 6Q: 3 clusters Score -27396.67 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -27407.457031 Penalty: 573.204407 Iteration 7Q: 3 clusters Score -27407.46 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -27418.292969 Penalty: 573.204407 Iteration 8Q: 3 clusters Score -27418.29 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -27426.617188 Penalty: 573.204407 Iteration 9Q: 3 clusters Score -27426.62 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -27441.890625 Penalty: 573.204407 Iteration 10Q: 3 clusters Score -27441.89 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -27449.214844 Penalty: 573.204407 Iteration 11Q: 3 clusters Score -27449.21 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -27452.712891 Penalty: 573.204407 Iteration 12Q: 3 clusters Score -27452.71 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -27456.939453 Penalty: 573.204407 Iteration 13Q: 3 clusters Score -27456.94 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -27462.572266 Penalty: 573.204407 Iteration 14Q: 3 clusters Score -27462.57 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -27483.648438 Penalty: 573.204407 Iteration 15Q: 3 clusters Score -27483.65 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -27490.693359 Penalty: 573.204407 Iteration 16Q: 3 clusters Score -27490.69 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -27506.119141 Penalty: 573.204407 Iteration 17Q: 3 clusters Score -27506.12 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -27523.433594 Penalty: 573.204407 Iteration 18Q: 3 clusters Score -27523.43 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -27530.375000 Penalty: 573.204407 Iteration 19Q: 3 clusters Score -27530.38 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -27534.136719 Penalty: 573.204407 Iteration 20F: 3 clusters Score -27534.14 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -27535.019531 Penalty: 573.204407 Iteration 21Q: 3 clusters Score -27535.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -27535.619141 Penalty: 573.204407 Iteration 22Q: 3 clusters Score -27535.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -27536.066406 Penalty: 573.204407 Iteration 23Q: 3 clusters Score -27536.07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -27537.238281 Penalty: 573.204407 Iteration 24Q: 3 clusters Score -27537.24 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -27537.767578 Penalty: 573.204407 Iteration 25Q: 3 clusters Score -27537.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -27538.283203 Penalty: 573.204407 Iteration 26Q: 3 clusters Score -27538.28 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -27538.283203 Penalty: 573.204407 Iteration 27F: 3 clusters Score -27538.28 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (2200 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Entering Unmasked Estep Score: -120433.390625 Penalty: 350.177673 Iteration 0F: 2 clusters Score -120433.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -118899.562500 Penalty: 700.355347 Iteration 0F: 3 clusters Score -118899.6 nChanged 952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -119455.210938 Penalty: 700.355347 Iteration 1F: 3 clusters Score -119455.2 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -119574.335938 Penalty: 700.355347 Iteration 2F: 3 clusters Score -119574.3 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -119686.750000 Penalty: 700.355347 Iteration 3F: 3 clusters Score -119686.8 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -119818.039062 Penalty: 700.355347 Iteration 4F: 3 clusters Score -119818 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -119919.914062 Penalty: 700.355347 Iteration 5Q: 3 clusters Score -119919.9 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -120006.031250 Penalty: 700.355347 Iteration 6Q: 3 clusters Score -120006 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -120061.234375 Penalty: 700.355347 Iteration 7Q: 3 clusters Score -120061.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -120090.296875 Penalty: 700.355347 Iteration 8Q: 3 clusters Score -120090.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -120115.078125 Penalty: 700.355347 Iteration 9Q: 3 clusters Score -120115.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -120130.945312 Penalty: 700.355347 Iteration 10Q: 3 clusters Score -120130.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -120144.640625 Penalty: 700.355347 Iteration 11Q: 3 clusters Score -120144.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -120165.218750 Penalty: 700.355347 Iteration 12Q: 3 clusters Score -120165.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -120184.296875 Penalty: 700.355347 Iteration 13Q: 3 clusters Score -120184.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -120203.351562 Penalty: 700.355347 Iteration 14Q: 3 clusters Score -120203.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -120218.445312 Penalty: 700.355347 Iteration 15Q: 3 clusters Score -120218.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -120227.656250 Penalty: 700.355347 Iteration 16Q: 3 clusters Score -120227.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -120238.460938 Penalty: 700.355347 Iteration 17Q: 3 clusters Score -120238.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -120255.109375 Penalty: 700.355347 Iteration 18Q: 3 clusters Score -120255.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 2065 members Entering Unmasked Estep Score: -120265.070312 Penalty: 700.355347 Iteration 19Q: 3 clusters Score -120265.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -120270.585938 Penalty: 700.355347 Iteration 20F: 3 clusters Score -120270.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -120276.093750 Penalty: 700.355347 Iteration 21Q: 3 clusters Score -120276.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -120282.187500 Penalty: 700.355347 Iteration 22Q: 3 clusters Score -120282.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 2105 members Entering Unmasked Estep Score: -120294.664062 Penalty: 700.355347 Iteration 23Q: 3 clusters Score -120294.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -120300.398438 Penalty: 700.355347 Iteration 24Q: 3 clusters Score -120300.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -120304.578125 Penalty: 700.355347 Iteration 25Q: 3 clusters Score -120304.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 2121 members Entering Unmasked Estep Score: -120308.570312 Penalty: 700.355347 Iteration 26Q: 3 clusters Score -120308.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -120311.453125 Penalty: 700.355347 Iteration 27Q: 3 clusters Score -120311.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -120311.453125 Penalty: 700.355347 Iteration 28F: 3 clusters Score -120311.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (179 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Entering Unmasked Estep Score: -8897.978516 Penalty: 236.026047 Iteration 0F: 2 clusters Score -8897.979 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -8623.148438 Penalty: 472.052094 Iteration 0F: 3 clusters Score -8623.148 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -8680.425781 Penalty: 472.052094 Iteration 1F: 3 clusters Score -8680.426 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -8701.818359 Penalty: 472.052094 Iteration 2F: 3 clusters Score -8701.818 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -8712.601562 Penalty: 472.052094 Iteration 3Q: 3 clusters Score -8712.602 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -8716.239258 Penalty: 472.052094 Iteration 4Q: 3 clusters Score -8716.239 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -8717.537109 Penalty: 472.052094 Iteration 5Q: 3 clusters Score -8717.537 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -8717.537109 Penalty: 472.052094 Iteration 6F: 3 clusters Score -8717.537 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1185 members Mstep: Class 1 contains 12090 members Mstep: Class 3 contains 548 members Mstep: Class 4 contains 201 members Mstep: Class 6 contains 1367 members Mstep: Class 8 contains 1064 members Mstep: Class 9 contains 922 members Mstep: Class 10 contains 287 members Mstep: Class 12 contains 1231 members Mstep: Class 13 contains 8605 members Mstep: Class 16 contains 242 members Mstep: Class 17 contains 4736 members Mstep: Class 18 contains 106637 members Mstep: Class 19 contains 544 members Mstep: Class 20 contains 2200 members Mstep: Class 22 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -7902782.500000 Penalty: 10272.768555 Iteration 39Q: 20 clusters Score -7902782 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 1188 members Mstep: Class 1 contains 12041 members Mstep: Class 2 contains 175 members Mstep: Class 3 contains 547 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 293 members Mstep: Class 6 contains 1354 members Mstep: Class 7 contains 738 members Mstep: Class 8 contains 1062 members Mstep: Class 9 contains 925 members Mstep: Class 10 contains 293 members Mstep: Class 11 contains 1520 members Mstep: Class 12 contains 1231 members Mstep: Class 13 contains 8747 members Mstep: Class 16 contains 243 members Mstep: Class 17 contains 4689 members Mstep: Class 18 contains 106587 members Mstep: Class 19 contains 541 members Mstep: Class 20 contains 2215 members Mstep: Class 22 contains 180 members Entering Unmasked Estep ConsiderDeletion Score: -7903399.500000 Penalty: 10272.768555 Iteration 40F: 20 clusters Score -7903400 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 1185 members Mstep: Class 1 contains 12000 members Mstep: Class 2 contains 189 members Mstep: Class 3 contains 547 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 257 members Mstep: Class 6 contains 1329 members Mstep: Class 7 contains 760 members Mstep: Class 8 contains 1064 members Mstep: Class 9 contains 929 members Mstep: Class 10 contains 299 members Mstep: Class 11 contains 1530 members Mstep: Class 12 contains 1232 members Mstep: Class 13 contains 9108 members Mstep: Class 16 contains 243 members Mstep: Class 17 contains 4644 members Mstep: Class 18 contains 106307 members Mstep: Class 19 contains 534 members Mstep: Class 20 contains 2233 members Mstep: Class 22 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -7903966.500000 Penalty: 10272.768555 Iteration 41Q: 20 clusters Score -7903966 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 11972 members Mstep: Class 2 contains 198 members Mstep: Class 3 contains 545 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 241 members Mstep: Class 6 contains 1310 members Mstep: Class 7 contains 767 members Mstep: Class 8 contains 1065 members Mstep: Class 9 contains 933 members Mstep: Class 10 contains 305 members Mstep: Class 11 contains 1540 members Mstep: Class 12 contains 1235 members Mstep: Class 13 contains 9492 members Mstep: Class 16 contains 237 members Mstep: Class 17 contains 4590 members Mstep: Class 18 contains 105999 members Mstep: Class 19 contains 529 members Mstep: Class 20 contains 2249 members Mstep: Class 22 contains 178 members Entering Unmasked Estep ConsiderDeletion Score: -7904220.500000 Penalty: 10272.768555 Iteration 42Q: 20 clusters Score -7904220 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 1183 members Mstep: Class 1 contains 11937 members Mstep: Class 2 contains 197 members Mstep: Class 3 contains 544 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 238 members Mstep: Class 6 contains 1290 members Mstep: Class 7 contains 772 members Mstep: Class 8 contains 1066 members Mstep: Class 9 contains 942 members Mstep: Class 10 contains 307 members Mstep: Class 11 contains 1546 members Mstep: Class 12 contains 1241 members Mstep: Class 13 contains 9873 members Mstep: Class 16 contains 233 members Mstep: Class 17 contains 4547 members Mstep: Class 18 contains 105683 members Mstep: Class 19 contains 526 members Mstep: Class 20 contains 2267 members Mstep: Class 22 contains 177 members Entering Unmasked Estep ConsiderDeletion Score: -7904402.500000 Penalty: 10272.768555 Iteration 43Q: 20 clusters Score -7904402 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 1183 members Mstep: Class 1 contains 11907 members Mstep: Class 2 contains 197 members Mstep: Class 3 contains 544 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 234 members Mstep: Class 6 contains 1265 members Mstep: Class 7 contains 775 members Mstep: Class 8 contains 1067 members Mstep: Class 9 contains 952 members Mstep: Class 10 contains 308 members Mstep: Class 11 contains 1550 members Mstep: Class 12 contains 1242 members Mstep: Class 13 contains 10226 members Mstep: Class 16 contains 230 members Mstep: Class 17 contains 4506 members Mstep: Class 18 contains 105390 members Mstep: Class 19 contains 525 members Mstep: Class 20 contains 2291 members Mstep: Class 22 contains 177 members Entering Unmasked Estep ConsiderDeletion Score: -7904680.000000 Penalty: 10272.768555 Iteration 44Q: 20 clusters Score -7904680 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 1183 members Mstep: Class 1 contains 11871 members Mstep: Class 2 contains 199 members Mstep: Class 3 contains 543 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 232 members Mstep: Class 6 contains 1242 members Mstep: Class 7 contains 775 members Mstep: Class 8 contains 1068 members Mstep: Class 9 contains 961 members Mstep: Class 10 contains 308 members Mstep: Class 11 contains 1558 members Mstep: Class 12 contains 1247 members Mstep: Class 13 contains 10594 members Mstep: Class 16 contains 224 members Mstep: Class 17 contains 4470 members Mstep: Class 18 contains 105080 members Mstep: Class 19 contains 525 members Mstep: Class 20 contains 2312 members Mstep: Class 22 contains 177 members Entering Unmasked Estep ConsiderDeletion Score: -7904821.000000 Penalty: 10272.768555 Iteration 45Q: 20 clusters Score -7904821 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 1183 members Mstep: Class 1 contains 11844 members Mstep: Class 2 contains 202 members Mstep: Class 3 contains 543 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 229 members Mstep: Class 6 contains 1224 members Mstep: Class 7 contains 774 members Mstep: Class 8 contains 1069 members Mstep: Class 9 contains 971 members Mstep: Class 10 contains 308 members Mstep: Class 11 contains 1563 members Mstep: Class 12 contains 1257 members Mstep: Class 13 contains 10974 members Mstep: Class 16 contains 219 members Mstep: Class 17 contains 4432 members Mstep: Class 18 contains 104744 members Mstep: Class 19 contains 525 members Mstep: Class 20 contains 2332 members Mstep: Class 22 contains 176 members Entering Unmasked Estep ConsiderDeletion Score: -7904979.500000 Penalty: 10272.768555 Iteration 46Q: 20 clusters Score -7904980 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 1183 members Mstep: Class 1 contains 11821 members Mstep: Class 2 contains 203 members Mstep: Class 3 contains 542 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 227 members Mstep: Class 6 contains 1210 members Mstep: Class 7 contains 774 members Mstep: Class 8 contains 1070 members Mstep: Class 9 contains 980 members Mstep: Class 10 contains 308 members Mstep: Class 11 contains 1567 members Mstep: Class 12 contains 1265 members Mstep: Class 13 contains 11389 members Mstep: Class 16 contains 215 members Mstep: Class 17 contains 4390 members Mstep: Class 18 contains 104376 members Mstep: Class 19 contains 525 members Mstep: Class 20 contains 2348 members Mstep: Class 22 contains 176 members Entering Unmasked Estep ConsiderDeletion Score: -7905166.000000 Penalty: 10272.768555 Iteration 47Q: 20 clusters Score -7905166 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 1183 members Mstep: Class 1 contains 11793 members Mstep: Class 2 contains 200 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 224 members Mstep: Class 6 contains 1190 members Mstep: Class 7 contains 778 members Mstep: Class 8 contains 1072 members Mstep: Class 9 contains 989 members Mstep: Class 10 contains 308 members Mstep: Class 11 contains 1571 members Mstep: Class 12 contains 1276 members Mstep: Class 13 contains 11787 members Mstep: Class 16 contains 210 members Mstep: Class 17 contains 4342 members Mstep: Class 18 contains 104034 members Mstep: Class 19 contains 525 members Mstep: Class 20 contains 2369 members Mstep: Class 22 contains 177 members Entering Unmasked Estep ConsiderDeletion Score: -7905301.000000 Penalty: 10272.768555 Iteration 48Q: 20 clusters Score -7905301 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 11767 members Mstep: Class 2 contains 197 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 221 members Mstep: Class 6 contains 1166 members Mstep: Class 7 contains 781 members Mstep: Class 8 contains 1074 members Mstep: Class 9 contains 996 members Mstep: Class 10 contains 308 members Mstep: Class 11 contains 1574 members Mstep: Class 12 contains 1287 members Mstep: Class 13 contains 12143 members Mstep: Class 16 contains 205 members Mstep: Class 17 contains 4298 members Mstep: Class 18 contains 103729 members Mstep: Class 19 contains 525 members Mstep: Class 20 contains 2394 members Mstep: Class 22 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -7905434.000000 Penalty: 10272.768555 Iteration 49Q: 20 clusters Score -7905434 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 1185 members Mstep: Class 1 contains 11745 members Mstep: Class 2 contains 198 members Mstep: Class 3 contains 541 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 218 members Mstep: Class 6 contains 1145 members Mstep: Class 7 contains 781 members Mstep: Class 8 contains 1075 members Mstep: Class 9 contains 1005 members Mstep: Class 10 contains 308 members Mstep: Class 11 contains 1574 members Mstep: Class 12 contains 1295 members Mstep: Class 13 contains 12482 members Mstep: Class 16 contains 200 members Mstep: Class 17 contains 4262 members Mstep: Class 18 contains 103431 members Mstep: Class 19 contains 525 members Mstep: Class 20 contains 2421 members Mstep: Class 22 contains 178 members Entering Unmasked Estep ConsiderDeletion Score: -7905678.500000 Penalty: 10272.768555 Iteration 50Q: 20 clusters Score -7905678 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 11731 members Mstep: Class 2 contains 199 members Mstep: Class 3 contains 544 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 1130 members Mstep: Class 7 contains 782 members Mstep: Class 8 contains 1078 members Mstep: Class 9 contains 1014 members Mstep: Class 10 contains 308 members Mstep: Class 11 contains 1567 members Mstep: Class 12 contains 1303 members Mstep: Class 13 contains 12834 members Mstep: Class 16 contains 199 members Mstep: Class 17 contains 4229 members Mstep: Class 18 contains 103110 members Mstep: Class 19 contains 525 members Mstep: Class 20 contains 2443 members Mstep: Class 22 contains 175 members Entering Unmasked Estep ConsiderDeletion Score: -7905844.000000 Penalty: 10272.768555 Iteration 51Q: 20 clusters Score -7905844 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 11709 members Mstep: Class 2 contains 198 members Mstep: Class 3 contains 546 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 212 members Mstep: Class 6 contains 1109 members Mstep: Class 7 contains 783 members Mstep: Class 8 contains 1079 members Mstep: Class 9 contains 1017 members Mstep: Class 10 contains 308 members Mstep: Class 11 contains 1564 members Mstep: Class 12 contains 1314 members Mstep: Class 13 contains 13136 members Mstep: Class 16 contains 198 members Mstep: Class 17 contains 4189 members Mstep: Class 18 contains 102857 members Mstep: Class 19 contains 525 members Mstep: Class 20 contains 2468 members Mstep: Class 22 contains 173 members Entering Unmasked Estep ConsiderDeletion Score: -7905934.000000 Penalty: 10272.768555 Iteration 52Q: 20 clusters Score -7905934 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 11680 members Mstep: Class 2 contains 197 members Mstep: Class 3 contains 546 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 212 members Mstep: Class 6 contains 1085 members Mstep: Class 7 contains 784 members Mstep: Class 8 contains 1079 members Mstep: Class 9 contains 1020 members Mstep: Class 10 contains 308 members Mstep: Class 11 contains 1563 members Mstep: Class 12 contains 1320 members Mstep: Class 13 contains 13385 members Mstep: Class 16 contains 197 members Mstep: Class 17 contains 4152 members Mstep: Class 18 contains 102668 members Mstep: Class 19 contains 525 members Mstep: Class 20 contains 2493 members Mstep: Class 22 contains 171 members Entering Unmasked Estep ConsiderDeletion Score: -7905998.000000 Penalty: 10272.768555 Iteration 53Q: 20 clusters Score -7905998 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 11655 members Mstep: Class 2 contains 194 members Mstep: Class 3 contains 546 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 212 members Mstep: Class 6 contains 1055 members Mstep: Class 7 contains 787 members Mstep: Class 8 contains 1079 members Mstep: Class 9 contains 1022 members Mstep: Class 10 contains 308 members Mstep: Class 11 contains 1564 members Mstep: Class 12 contains 1329 members Mstep: Class 13 contains 13618 members Mstep: Class 16 contains 195 members Mstep: Class 17 contains 4120 members Mstep: Class 18 contains 102486 members Mstep: Class 19 contains 525 members Mstep: Class 20 contains 2522 members Mstep: Class 22 contains 168 members Entering Unmasked Estep ConsiderDeletion Score: -7906042.500000 Penalty: 10272.768555 Iteration 54Q: 20 clusters Score -7906042 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 11640 members Mstep: Class 2 contains 191 members Mstep: Class 3 contains 547 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 212 members Mstep: Class 6 contains 1040 members Mstep: Class 7 contains 790 members Mstep: Class 8 contains 1079 members Mstep: Class 9 contains 1024 members Mstep: Class 10 contains 308 members Mstep: Class 11 contains 1559 members Mstep: Class 12 contains 1334 members Mstep: Class 13 contains 13829 members Mstep: Class 16 contains 194 members Mstep: Class 17 contains 4088 members Mstep: Class 18 contains 102316 members Mstep: Class 19 contains 525 members Mstep: Class 20 contains 2542 members Mstep: Class 22 contains 167 members Entering Unmasked Estep ConsiderDeletion Score: -7906078.500000 Penalty: 10272.768555 Iteration 55Q: 20 clusters Score -7906078 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 11620 members Mstep: Class 2 contains 188 members Mstep: Class 3 contains 548 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 212 members Mstep: Class 6 contains 1039 members Mstep: Class 7 contains 793 members Mstep: Class 8 contains 1079 members Mstep: Class 9 contains 1024 members Mstep: Class 10 contains 308 members Mstep: Class 11 contains 1547 members Mstep: Class 12 contains 1342 members Mstep: Class 13 contains 13996 members Mstep: Class 16 contains 193 members Mstep: Class 17 contains 4063 members Mstep: Class 18 contains 102187 members Mstep: Class 19 contains 525 members Mstep: Class 20 contains 2555 members Mstep: Class 22 contains 166 members Entering Unmasked Estep ConsiderDeletion Score: -7906122.500000 Penalty: 10272.768555 Iteration 56Q: 20 clusters Score -7906122 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 11614 members Mstep: Class 2 contains 186 members Mstep: Class 3 contains 549 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 212 members Mstep: Class 6 contains 1041 members Mstep: Class 7 contains 795 members Mstep: Class 8 contains 1079 members Mstep: Class 9 contains 1032 members Mstep: Class 10 contains 308 members Mstep: Class 11 contains 1536 members Mstep: Class 12 contains 1351 members Mstep: Class 13 contains 14137 members Mstep: Class 16 contains 192 members Mstep: Class 17 contains 4033 members Mstep: Class 18 contains 102065 members Mstep: Class 19 contains 525 members Mstep: Class 20 contains 2565 members Mstep: Class 22 contains 165 members Entering Unmasked Estep ConsiderDeletion Score: -7906121.500000 Penalty: 10272.768555 Iteration 57Q: 20 clusters Score -7906122 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 11597 members Mstep: Class 2 contains 185 members Mstep: Class 3 contains 549 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 212 members Mstep: Class 6 contains 1046 members Mstep: Class 7 contains 796 members Mstep: Class 8 contains 1079 members Mstep: Class 9 contains 1035 members Mstep: Class 10 contains 308 members Mstep: Class 11 contains 1522 members Mstep: Class 12 contains 1360 members Mstep: Class 13 contains 14262 members Mstep: Class 16 contains 192 members Mstep: Class 17 contains 4008 members Mstep: Class 18 contains 101971 members Mstep: Class 19 contains 525 members Mstep: Class 20 contains 2574 members Mstep: Class 22 contains 164 members Entering Unmasked Estep ConsiderDeletion Score: -7906151.500000 Penalty: 10272.768555 Iteration 58Q: 20 clusters Score -7906152 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 11590 members Mstep: Class 2 contains 184 members Mstep: Class 3 contains 549 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 212 members Mstep: Class 6 contains 1054 members Mstep: Class 7 contains 797 members Mstep: Class 8 contains 1079 members Mstep: Class 9 contains 1036 members Mstep: Class 10 contains 308 members Mstep: Class 11 contains 1512 members Mstep: Class 12 contains 1366 members Mstep: Class 13 contains 14353 members Mstep: Class 16 contains 191 members Mstep: Class 17 contains 3980 members Mstep: Class 18 contains 101909 members Mstep: Class 19 contains 525 members Mstep: Class 20 contains 2577 members Mstep: Class 22 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -7906144.500000 Penalty: 10272.768555 Iteration 59Q: 20 clusters Score -7906144 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 1184 members Mstep: Class 1 contains 11588 members Mstep: Class 2 contains 184 members Mstep: Class 3 contains 550 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 212 members Mstep: Class 6 contains 1062 members Mstep: Class 7 contains 797 members Mstep: Class 8 contains 1079 members Mstep: Class 9 contains 1039 members Mstep: Class 10 contains 308 members Mstep: Class 11 contains 1503 members Mstep: Class 12 contains 1369 members Mstep: Class 13 contains 14442 members Mstep: Class 16 contains 191 members Mstep: Class 17 contains 3943 members Mstep: Class 18 contains 101853 members Mstep: Class 19 contains 525 members Mstep: Class 20 contains 2578 members Mstep: Class 22 contains 162 members Entering Unmasked Estep ConsiderDeletion Score: -7906241.000000 Penalty: 10272.768555 Iteration 60F: 20 clusters Score -7906241 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 1178 members Mstep: Class 1 contains 11582 members Mstep: Class 2 contains 187 members Mstep: Class 3 contains 551 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 212 members Mstep: Class 6 contains 1072 members Mstep: Class 7 contains 799 members Mstep: Class 8 contains 1079 members Mstep: Class 9 contains 1042 members Mstep: Class 10 contains 308 members Mstep: Class 11 contains 1494 members Mstep: Class 12 contains 1373 members Mstep: Class 13 contains 14540 members Mstep: Class 16 contains 191 members Mstep: Class 17 contains 3913 members Mstep: Class 18 contains 101784 members Mstep: Class 19 contains 525 members Mstep: Class 20 contains 2578 members Mstep: Class 22 contains 161 members Entering Unmasked Estep ConsiderDeletion Score: -7906375.000000 Penalty: 10272.768555 Iteration 61Q: 20 clusters Score -7906375 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 1175 members Mstep: Class 1 contains 11577 members Mstep: Class 2 contains 188 members Mstep: Class 3 contains 551 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 212 members Mstep: Class 6 contains 1078 members Mstep: Class 7 contains 800 members Mstep: Class 8 contains 1079 members Mstep: Class 9 contains 1039 members Mstep: Class 10 contains 308 members Mstep: Class 11 contains 1488 members Mstep: Class 12 contains 1375 members Mstep: Class 13 contains 14639 members Mstep: Class 16 contains 193 members Mstep: Class 17 contains 3890 members Mstep: Class 18 contains 101717 members Mstep: Class 19 contains 525 members Mstep: Class 20 contains 2577 members Mstep: Class 22 contains 158 members Entering Unmasked Estep ConsiderDeletion Deleting Class 22. Lose 534.879028 but Gain 540.672852 Score: -7906417.500000 Penalty: 9732.095703 Iteration 62Q: 19 clusters Score -7906418 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 1175 members Mstep: Class 1 contains 11593 members Mstep: Class 2 contains 189 members Mstep: Class 3 contains 565 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 212 members Mstep: Class 6 contains 1082 members Mstep: Class 7 contains 800 members Mstep: Class 8 contains 1079 members Mstep: Class 9 contains 1038 members Mstep: Class 10 contains 307 members Mstep: Class 11 contains 1493 members Mstep: Class 12 contains 1379 members Mstep: Class 13 contains 14725 members Mstep: Class 16 contains 184 members Mstep: Class 17 contains 3996 members Mstep: Class 18 contains 101650 members Mstep: Class 19 contains 525 members Mstep: Class 20 contains 2577 members Entering Unmasked Estep ConsiderDeletion Score: -7906717.000000 Penalty: 9732.095703 Iteration 63Q: 19 clusters Score -7906717 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 1175 members Mstep: Class 1 contains 11669 members Mstep: Class 2 contains 189 members Mstep: Class 3 contains 569 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 212 members Mstep: Class 6 contains 1084 members Mstep: Class 7 contains 800 members Mstep: Class 8 contains 1079 members Mstep: Class 9 contains 1033 members Mstep: Class 10 contains 307 members Mstep: Class 11 contains 1499 members Mstep: Class 12 contains 1378 members Mstep: Class 13 contains 14801 members Mstep: Class 16 contains 176 members Mstep: Class 17 contains 3901 members Mstep: Class 18 contains 101595 members Mstep: Class 19 contains 525 members Mstep: Class 20 contains 2577 members Entering Unmasked Estep ConsiderDeletion Score: -7906755.000000 Penalty: 9732.095703 Iteration 64Q: 19 clusters Score -7906755 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 1175 members Mstep: Class 1 contains 11747 members Mstep: Class 2 contains 189 members Mstep: Class 3 contains 570 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 212 members Mstep: Class 6 contains 1086 members Mstep: Class 7 contains 800 members Mstep: Class 8 contains 1079 members Mstep: Class 9 contains 1032 members Mstep: Class 10 contains 307 members Mstep: Class 11 contains 1504 members Mstep: Class 12 contains 1380 members Mstep: Class 13 contains 14873 members Mstep: Class 16 contains 170 members Mstep: Class 17 contains 3800 members Mstep: Class 18 contains 101544 members Mstep: Class 19 contains 525 members Mstep: Class 20 contains 2576 members Entering Unmasked Estep ConsiderDeletion Score: -7906764.000000 Penalty: 9732.095703 Iteration 65Q: 19 clusters Score -7906764 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 1175 members Mstep: Class 1 contains 11804 members Mstep: Class 2 contains 189 members Mstep: Class 3 contains 570 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 212 members Mstep: Class 6 contains 1091 members Mstep: Class 7 contains 800 members Mstep: Class 8 contains 1079 members Mstep: Class 9 contains 1031 members Mstep: Class 10 contains 307 members Mstep: Class 11 contains 1501 members Mstep: Class 12 contains 1383 members Mstep: Class 13 contains 14937 members Mstep: Class 16 contains 169 members Mstep: Class 17 contains 3728 members Mstep: Class 18 contains 101493 members Mstep: Class 19 contains 525 members Mstep: Class 20 contains 2575 members Entering Unmasked Estep ConsiderDeletion Score: -7906788.000000 Penalty: 9732.095703 Iteration 66Q: 19 clusters Score -7906788 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 1175 members Mstep: Class 1 contains 11858 members Mstep: Class 2 contains 189 members Mstep: Class 3 contains 571 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 212 members Mstep: Class 6 contains 1097 members Mstep: Class 7 contains 800 members Mstep: Class 8 contains 1079 members Mstep: Class 9 contains 1030 members Mstep: Class 10 contains 307 members Mstep: Class 11 contains 1498 members Mstep: Class 12 contains 1386 members Mstep: Class 13 contains 14991 members Mstep: Class 16 contains 167 members Mstep: Class 17 contains 3651 members Mstep: Class 18 contains 101459 members Mstep: Class 19 contains 525 members Mstep: Class 20 contains 2574 members Entering Unmasked Estep ConsiderDeletion Score: -7906811.500000 Penalty: 9732.095703 Iteration 67Q: 19 clusters Score -7906812 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 1175 members Mstep: Class 1 contains 11906 members Mstep: Class 2 contains 189 members Mstep: Class 3 contains 571 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 212 members Mstep: Class 6 contains 1100 members Mstep: Class 7 contains 800 members Mstep: Class 8 contains 1079 members Mstep: Class 9 contains 1028 members Mstep: Class 10 contains 307 members Mstep: Class 11 contains 1496 members Mstep: Class 12 contains 1387 members Mstep: Class 13 contains 15038 members Mstep: Class 16 contains 168 members Mstep: Class 17 contains 3584 members Mstep: Class 18 contains 101432 members Mstep: Class 19 contains 525 members Mstep: Class 20 contains 2572 members Entering Unmasked Estep ConsiderDeletion Score: -7906838.000000 Penalty: 9732.095703 Iteration 68Q: 19 clusters Score -7906838 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 1175 members Mstep: Class 1 contains 11983 members Mstep: Class 2 contains 189 members Mstep: Class 3 contains 571 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 212 members Mstep: Class 6 contains 1104 members Mstep: Class 7 contains 800 members Mstep: Class 8 contains 1079 members Mstep: Class 9 contains 1027 members Mstep: Class 10 contains 307 members Mstep: Class 11 contains 1495 members Mstep: Class 12 contains 1388 members Mstep: Class 13 contains 15089 members Mstep: Class 16 contains 165 members Mstep: Class 17 contains 3497 members Mstep: Class 18 contains 101391 members Mstep: Class 19 contains 525 members Mstep: Class 20 contains 2572 members Entering Unmasked Estep ConsiderDeletion Score: -7906859.000000 Penalty: 9732.095703 Iteration 69Q: 19 clusters Score -7906859 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 1175 members Mstep: Class 1 contains 12080 members Mstep: Class 2 contains 189 members Mstep: Class 3 contains 570 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 212 members Mstep: Class 6 contains 1105 members Mstep: Class 7 contains 800 members Mstep: Class 8 contains 1079 members Mstep: Class 9 contains 1026 members Mstep: Class 10 contains 307 members Mstep: Class 11 contains 1499 members Mstep: Class 12 contains 1391 members Mstep: Class 13 contains 15126 members Mstep: Class 16 contains 160 members Mstep: Class 17 contains 3400 members Mstep: Class 18 contains 101353 members Mstep: Class 19 contains 525 members Mstep: Class 20 contains 2572 members Entering Unmasked Estep ConsiderDeletion Score: -7906872.000000 Penalty: 9732.095703 Iteration 70Q: 19 clusters Score -7906872 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 1175 members Mstep: Class 1 contains 12185 members Mstep: Class 2 contains 189 members Mstep: Class 3 contains 570 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 212 members Mstep: Class 6 contains 1105 members Mstep: Class 7 contains 800 members Mstep: Class 8 contains 1079 members Mstep: Class 9 contains 1023 members Mstep: Class 10 contains 307 members Mstep: Class 11 contains 1502 members Mstep: Class 12 contains 1392 members Mstep: Class 13 contains 15161 members Mstep: Class 16 contains 158 members Mstep: Class 17 contains 3283 members Mstep: Class 18 contains 101332 members Mstep: Class 19 contains 525 members Mstep: Class 20 contains 2571 members Entering Unmasked Estep ConsiderDeletion Score: -7906914.000000 Penalty: 9732.095703 Iteration 71Q: 19 clusters Score -7906914 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 1175 members Mstep: Class 1 contains 12293 members Mstep: Class 2 contains 189 members Mstep: Class 3 contains 569 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 212 members Mstep: Class 6 contains 1106 members Mstep: Class 7 contains 800 members Mstep: Class 8 contains 1079 members Mstep: Class 9 contains 1023 members Mstep: Class 10 contains 307 members Mstep: Class 11 contains 1504 members Mstep: Class 12 contains 1394 members Mstep: Class 13 contains 15194 members Mstep: Class 16 contains 159 members Mstep: Class 17 contains 3169 members Mstep: Class 18 contains 101303 members Mstep: Class 19 contains 525 members Mstep: Class 20 contains 2568 members Entering Unmasked Estep ConsiderDeletion Score: -7906948.000000 Penalty: 9732.095703 Iteration 72Q: 19 clusters Score -7906948 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 1175 members Mstep: Class 1 contains 12378 members Mstep: Class 2 contains 189 members Mstep: Class 3 contains 569 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 212 members Mstep: Class 6 contains 1107 members Mstep: Class 7 contains 800 members Mstep: Class 8 contains 1079 members Mstep: Class 9 contains 1023 members Mstep: Class 10 contains 306 members Mstep: Class 11 contains 1506 members Mstep: Class 12 contains 1396 members Mstep: Class 13 contains 15229 members Mstep: Class 16 contains 158 members Mstep: Class 17 contains 3069 members Mstep: Class 18 contains 101281 members Mstep: Class 19 contains 525 members Mstep: Class 20 contains 2567 members Entering Unmasked Estep ConsiderDeletion Score: -7906966.500000 Penalty: 9732.095703 Iteration 73Q: 19 clusters Score -7906966 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 1175 members Mstep: Class 1 contains 12435 members Mstep: Class 2 contains 189 members Mstep: Class 3 contains 569 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 212 members Mstep: Class 6 contains 1110 members Mstep: Class 7 contains 800 members Mstep: Class 8 contains 1079 members Mstep: Class 9 contains 1023 members Mstep: Class 10 contains 306 members Mstep: Class 11 contains 1507 members Mstep: Class 12 contains 1402 members Mstep: Class 13 contains 15265 members Mstep: Class 16 contains 156 members Mstep: Class 17 contains 2983 members Mstep: Class 18 contains 101267 members Mstep: Class 19 contains 525 members Mstep: Class 20 contains 2566 members Entering Unmasked Estep ConsiderDeletion Score: -7906966.000000 Penalty: 9732.095703 Iteration 74Q: 19 clusters Score -7906966 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 1175 members Mstep: Class 1 contains 12491 members Mstep: Class 2 contains 189 members Mstep: Class 3 contains 568 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 212 members Mstep: Class 6 contains 1111 members Mstep: Class 7 contains 800 members Mstep: Class 8 contains 1079 members Mstep: Class 9 contains 1024 members Mstep: Class 10 contains 306 members Mstep: Class 11 contains 1509 members Mstep: Class 12 contains 1408 members Mstep: Class 13 contains 15307 members Mstep: Class 16 contains 153 members Mstep: Class 17 contains 2892 members Mstep: Class 18 contains 101254 members Mstep: Class 19 contains 525 members Mstep: Class 20 contains 2566 members Entering Unmasked Estep ConsiderDeletion Score: -7907004.500000 Penalty: 9732.095703 Iteration 75Q: 19 clusters Score -7907004 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 1175 members Mstep: Class 1 contains 12562 members Mstep: Class 2 contains 189 members Mstep: Class 3 contains 568 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 212 members Mstep: Class 6 contains 1114 members Mstep: Class 7 contains 800 members Mstep: Class 8 contains 1079 members Mstep: Class 9 contains 1024 members Mstep: Class 10 contains 306 members Mstep: Class 11 contains 1507 members Mstep: Class 12 contains 1419 members Mstep: Class 13 contains 15343 members Mstep: Class 16 contains 152 members Mstep: Class 17 contains 2790 members Mstep: Class 18 contains 101238 members Mstep: Class 19 contains 525 members Mstep: Class 20 contains 2566 members Entering Unmasked Estep ConsiderDeletion Score: -7907041.500000 Penalty: 9732.095703 Iteration 76Q: 19 clusters Score -7907042 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 1175 members Mstep: Class 1 contains 12642 members Mstep: Class 2 contains 189 members Mstep: Class 3 contains 568 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 212 members Mstep: Class 6 contains 1116 members Mstep: Class 7 contains 800 members Mstep: Class 8 contains 1079 members Mstep: Class 9 contains 1025 members Mstep: Class 10 contains 306 members Mstep: Class 11 contains 1507 members Mstep: Class 12 contains 1432 members Mstep: Class 13 contains 15376 members Mstep: Class 16 contains 150 members Mstep: Class 17 contains 2699 members Mstep: Class 18 contains 101202 members Mstep: Class 19 contains 525 members Mstep: Class 20 contains 2566 members Entering Unmasked Estep ConsiderDeletion Score: -7907069.000000 Penalty: 9732.095703 Iteration 77Q: 19 clusters Score -7907069 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 1175 members Mstep: Class 1 contains 12686 members Mstep: Class 2 contains 189 members Mstep: Class 3 contains 569 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 212 members Mstep: Class 6 contains 1118 members Mstep: Class 7 contains 800 members Mstep: Class 8 contains 1079 members Mstep: Class 9 contains 1024 members Mstep: Class 10 contains 306 members Mstep: Class 11 contains 1506 members Mstep: Class 12 contains 1449 members Mstep: Class 13 contains 15404 members Mstep: Class 16 contains 149 members Mstep: Class 17 contains 2624 members Mstep: Class 18 contains 101188 members Mstep: Class 19 contains 525 members Mstep: Class 20 contains 2566 members Entering Unmasked Estep ConsiderDeletion Score: -7907106.500000 Penalty: 9732.095703 Iteration 78Q: 19 clusters Score -7907106 nChanged 208 Entering ConstructFrom: Score: -7907106.500000 Penalty: 9732.095703 Entering ConstructFrom: Trying to split cluster 1 (12732 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12732 members Entering Unmasked Estep Score: -697369.062500 Penalty: 430.060242 Iteration 0F: 2 clusters Score -697369.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6351 members Mstep: Class 2 contains 6381 members Entering Unmasked Estep Score: -688912.437500 Penalty: 860.120483 Iteration 0F: 3 clusters Score -688912.4 nChanged 5932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6519 members Mstep: Class 2 contains 6213 members Entering Unmasked Estep Score: -692513.750000 Penalty: 860.120483 Iteration 1F: 3 clusters Score -692513.8 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6535 members Mstep: Class 2 contains 6197 members Entering Unmasked Estep Score: -692713.125000 Penalty: 860.120483 Iteration 2Q: 3 clusters Score -692713.1 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6553 members Mstep: Class 2 contains 6179 members Entering Unmasked Estep Score: -692883.312500 Penalty: 860.120483 Iteration 3Q: 3 clusters Score -692883.3 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6543 members Mstep: Class 2 contains 6189 members Entering Unmasked Estep Score: -693046.625000 Penalty: 860.120483 Iteration 4Q: 3 clusters Score -693046.6 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6509 members Mstep: Class 2 contains 6223 members Entering Unmasked Estep Score: -693203.937500 Penalty: 860.120483 Iteration 5Q: 3 clusters Score -693203.9 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6439 members Mstep: Class 2 contains 6293 members Entering Unmasked Estep Score: -693348.875000 Penalty: 860.120483 Iteration 6Q: 3 clusters Score -693348.9 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6303 members Mstep: Class 2 contains 6429 members Entering Unmasked Estep Score: -693491.812500 Penalty: 860.120483 Iteration 7Q: 3 clusters Score -693491.8 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6103 members Mstep: Class 2 contains 6629 members Entering Unmasked Estep Score: -693626.312500 Penalty: 860.120483 Iteration 8Q: 3 clusters Score -693626.3 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5852 members Mstep: Class 2 contains 6880 members Entering Unmasked Estep Score: -693765.437500 Penalty: 860.120483 Iteration 9Q: 3 clusters Score -693765.4 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5558 members Mstep: Class 2 contains 7174 members Entering Unmasked Estep Score: -693919.000000 Penalty: 860.120483 Iteration 10Q: 3 clusters Score -693919 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5149 members Mstep: Class 2 contains 7583 members Entering Unmasked Estep Score: -694125.187500 Penalty: 860.120483 Iteration 11Q: 3 clusters Score -694125.2 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4669 members Mstep: Class 2 contains 8063 members Entering Unmasked Estep Score: -694399.625000 Penalty: 860.120483 Iteration 12Q: 3 clusters Score -694399.6 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4125 members Mstep: Class 2 contains 8607 members Entering Unmasked Estep Score: -694780.375000 Penalty: 860.120483 Iteration 13Q: 3 clusters Score -694780.4 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3562 members Mstep: Class 2 contains 9170 members Entering Unmasked Estep Score: -695291.312500 Penalty: 860.120483 Iteration 14Q: 3 clusters Score -695291.3 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3050 members Mstep: Class 2 contains 9682 members Entering Unmasked Estep Score: -695719.250000 Penalty: 860.120483 Iteration 15Q: 3 clusters Score -695719.2 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2627 members Mstep: Class 2 contains 10105 members Entering Unmasked Estep Score: -695970.875000 Penalty: 860.120483 Iteration 16Q: 3 clusters Score -695970.9 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 10428 members Entering Unmasked Estep Score: -696130.000000 Penalty: 860.120483 Iteration 17Q: 3 clusters Score -696130 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 10721 members Entering Unmasked Estep Score: -696257.062500 Penalty: 860.120483 Iteration 18Q: 3 clusters Score -696257.1 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 10970 members Entering Unmasked Estep Score: -696377.625000 Penalty: 860.120483 Iteration 19Q: 3 clusters Score -696377.6 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 11201 members Entering Unmasked Estep Score: -696481.937500 Penalty: 860.120483 Iteration 20F: 3 clusters Score -696481.9 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 11409 members Entering Unmasked Estep Score: -696587.500000 Penalty: 860.120483 Iteration 21Q: 3 clusters Score -696587.5 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 11576 members Entering Unmasked Estep Score: -696672.750000 Penalty: 860.120483 Iteration 22Q: 3 clusters Score -696672.8 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 11720 members Entering Unmasked Estep Score: -696746.437500 Penalty: 860.120483 Iteration 23Q: 3 clusters Score -696746.4 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 11847 members Entering Unmasked Estep Score: -696801.500000 Penalty: 860.120483 Iteration 24Q: 3 clusters Score -696801.5 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 11937 members Entering Unmasked Estep Score: -696843.312500 Penalty: 860.120483 Iteration 25Q: 3 clusters Score -696843.3 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 12021 members Entering Unmasked Estep Score: -696878.562500 Penalty: 860.120483 Iteration 26Q: 3 clusters Score -696878.6 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 12102 members Entering Unmasked Estep Score: -696915.687500 Penalty: 860.120483 Iteration 27Q: 3 clusters Score -696915.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 12155 members Entering Unmasked Estep Score: -696939.062500 Penalty: 860.120483 Iteration 28Q: 3 clusters Score -696939.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 12198 members Entering Unmasked Estep Score: -696954.062500 Penalty: 860.120483 Iteration 29Q: 3 clusters Score -696954.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 12226 members Entering Unmasked Estep Score: -696965.625000 Penalty: 860.120483 Iteration 30Q: 3 clusters Score -696965.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 12257 members Entering Unmasked Estep Score: -696977.062500 Penalty: 860.120483 Iteration 31Q: 3 clusters Score -696977.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 12280 members Entering Unmasked Estep Score: -696989.500000 Penalty: 860.120483 Iteration 32Q: 3 clusters Score -696989.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 12304 members Entering Unmasked Estep Score: -697001.187500 Penalty: 860.120483 Iteration 33Q: 3 clusters Score -697001.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 12325 members Entering Unmasked Estep Score: -697014.062500 Penalty: 860.120483 Iteration 34Q: 3 clusters Score -697014.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 12348 members Entering Unmasked Estep Score: -697030.125000 Penalty: 860.120483 Iteration 35Q: 3 clusters Score -697030.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 12363 members Entering Unmasked Estep Score: -697034.437500 Penalty: 860.120483 Iteration 36Q: 3 clusters Score -697034.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 12373 members Entering Unmasked Estep Score: -697039.687500 Penalty: 860.120483 Iteration 37Q: 3 clusters Score -697039.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 12385 members Entering Unmasked Estep Score: -697045.000000 Penalty: 860.120483 Iteration 38Q: 3 clusters Score -697045 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 12396 members Entering Unmasked Estep Score: -697049.375000 Penalty: 860.120483 Iteration 39Q: 3 clusters Score -697049.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 12404 members Entering Unmasked Estep Score: -697051.625000 Penalty: 860.120483 Iteration 40F: 3 clusters Score -697051.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 12406 members Entering Unmasked Estep Score: -697052.375000 Penalty: 860.120483 Iteration 41Q: 3 clusters Score -697052.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 12410 members Entering Unmasked Estep Score: -697053.562500 Penalty: 860.120483 Iteration 42Q: 3 clusters Score -697053.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 12415 members Entering Unmasked Estep Score: -697054.875000 Penalty: 860.120483 Iteration 43Q: 3 clusters Score -697054.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 12416 members Entering Unmasked Estep Score: -697054.687500 Penalty: 860.120483 Iteration 44Q: 3 clusters Score -697054.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 12417 members Entering Unmasked Estep Score: -697055.250000 Penalty: 860.120483 Iteration 45Q: 3 clusters Score -697055.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 12419 members Entering Unmasked Estep Score: -697056.125000 Penalty: 860.120483 Iteration 46Q: 3 clusters Score -697056.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 12421 members Entering Unmasked Estep Score: -697056.125000 Penalty: 860.120483 Iteration 47Q: 3 clusters Score -697056.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 12421 members Entering Unmasked Estep Score: -697056.125000 Penalty: 860.120483 Iteration 48F: 3 clusters Score -697056.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (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: -7684.991211 Penalty: 238.499481 Iteration 0F: 2 clusters Score -7684.991 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -7484.975098 Penalty: 476.998962 Iteration 0F: 3 clusters Score -7484.975 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -7590.584961 Penalty: 476.998962 Iteration 1F: 3 clusters Score -7590.585 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -7634.045410 Penalty: 476.998962 Iteration 2F: 3 clusters Score -7634.045 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -7647.256836 Penalty: 476.998962 Iteration 3Q: 3 clusters Score -7647.257 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -7663.977539 Penalty: 476.998962 Iteration 4Q: 3 clusters Score -7663.978 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -7696.453125 Penalty: 476.998962 Iteration 5Q: 3 clusters Score -7696.453 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -7771.845215 Penalty: 476.998962 Iteration 6Q: 3 clusters Score -7771.845 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -7833.969238 Penalty: 476.998962 Iteration 7Q: 3 clusters Score -7833.969 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -7838.790039 Penalty: 476.998962 Iteration 8Q: 3 clusters Score -7838.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -7839.836914 Penalty: 476.998962 Iteration 9Q: 3 clusters Score -7839.837 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -7839.836914 Penalty: 476.998962 Iteration 10F: 3 clusters Score -7839.837 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1175 members Mstep: Class 1 contains 12732 members Mstep: Class 2 contains 62 members Mstep: Class 3 contains 569 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 212 members Mstep: Class 6 contains 1122 members Mstep: Class 7 contains 800 members Mstep: Class 8 contains 1079 members Mstep: Class 9 contains 1024 members Mstep: Class 10 contains 306 members Mstep: Class 11 contains 1502 members Mstep: Class 12 contains 1467 members Mstep: Class 13 contains 15431 members Mstep: Class 14 contains 127 members Mstep: Class 16 contains 149 members Mstep: Class 17 contains 2547 members Mstep: Class 18 contains 101174 members Mstep: Class 19 contains 525 members Mstep: Class 20 contains 2566 members Entering Unmasked Estep Score: -7906986.500000 Penalty: 10272.768555 Splitting cluster 2 changes total score from -7907106.500000 to -7906986.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (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: -27521.445312 Penalty: 288.646576 Iteration 0F: 2 clusters Score -27521.45 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -27065.625000 Penalty: 577.293152 Iteration 0F: 3 clusters Score -27065.62 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -27300.738281 Penalty: 577.293152 Iteration 1F: 3 clusters Score -27300.74 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -27389.216797 Penalty: 577.293152 Iteration 2F: 3 clusters Score -27389.22 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -27464.470703 Penalty: 577.293152 Iteration 3F: 3 clusters Score -27464.47 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -27490.435547 Penalty: 577.293152 Iteration 4Q: 3 clusters Score -27490.44 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -27509.367188 Penalty: 577.293152 Iteration 5Q: 3 clusters Score -27509.37 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -27527.324219 Penalty: 577.293152 Iteration 6Q: 3 clusters Score -27527.32 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -27536.187500 Penalty: 577.293152 Iteration 7Q: 3 clusters Score -27536.19 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -27547.152344 Penalty: 577.293152 Iteration 8Q: 3 clusters Score -27547.15 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -27553.744141 Penalty: 577.293152 Iteration 9Q: 3 clusters Score -27553.74 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -27558.621094 Penalty: 577.293152 Iteration 10Q: 3 clusters Score -27558.62 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -27561.519531 Penalty: 577.293152 Iteration 11Q: 3 clusters Score -27561.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -27564.509766 Penalty: 577.293152 Iteration 12Q: 3 clusters Score -27564.51 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -27566.607422 Penalty: 577.293152 Iteration 13Q: 3 clusters Score -27566.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -27568.078125 Penalty: 577.293152 Iteration 14Q: 3 clusters Score -27568.08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -27570.062500 Penalty: 577.293152 Iteration 15Q: 3 clusters Score -27570.06 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -27574.392578 Penalty: 577.293152 Iteration 16Q: 3 clusters Score -27574.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -27574.681641 Penalty: 577.293152 Iteration 17Q: 3 clusters Score -27574.68 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -27584.564453 Penalty: 577.293152 Iteration 18F: 3 clusters Score -27584.56 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -27599.714844 Penalty: 577.293152 Iteration 19Q: 3 clusters Score -27599.71 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -27604.714844 Penalty: 577.293152 Iteration 20F: 3 clusters Score -27604.71 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -27606.650391 Penalty: 577.293152 Iteration 21Q: 3 clusters Score -27606.65 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -27607.154297 Penalty: 577.293152 Iteration 22Q: 3 clusters Score -27607.15 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -27607.462891 Penalty: 577.293152 Iteration 23Q: 3 clusters Score -27607.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -27607.462891 Penalty: 577.293152 Iteration 24F: 3 clusters Score -27607.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1175 members Mstep: Class 1 contains 12732 members Mstep: Class 2 contains 189 members Mstep: Class 3 contains 359 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 212 members Mstep: Class 6 contains 1122 members Mstep: Class 7 contains 800 members Mstep: Class 8 contains 1079 members Mstep: Class 9 contains 1024 members Mstep: Class 10 contains 306 members Mstep: Class 11 contains 1502 members Mstep: Class 12 contains 1467 members Mstep: Class 13 contains 15431 members Mstep: Class 14 contains 210 members Mstep: Class 16 contains 149 members Mstep: Class 17 contains 2547 members Mstep: Class 18 contains 101174 members Mstep: Class 19 contains 525 members Mstep: Class 20 contains 2566 members Entering Unmasked Estep Score: -7906967.000000 Penalty: 10272.768555 Splitting cluster 3 changes total score from -7907106.500000 to -7906967.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 4 (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: -9582.230469 Penalty: 241.300369 Iteration 0F: 2 clusters Score -9582.23 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 95 members Entering Unmasked Estep Score: -9296.724609 Penalty: 482.600739 Iteration 0F: 3 clusters Score -9296.725 nChanged 62 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: -9380.091797 Penalty: 482.600739 Iteration 1F: 3 clusters Score -9380.092 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -9416.545898 Penalty: 482.600739 Iteration 2F: 3 clusters Score -9416.546 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -9433.528320 Penalty: 482.600739 Iteration 3Q: 3 clusters Score -9433.528 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -9441.509766 Penalty: 482.600739 Iteration 4Q: 3 clusters Score -9441.51 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -9450.211914 Penalty: 482.600739 Iteration 5Q: 3 clusters Score -9450.212 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -9456.619141 Penalty: 482.600739 Iteration 6Q: 3 clusters Score -9456.619 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -9461.904297 Penalty: 482.600739 Iteration 7Q: 3 clusters Score -9461.904 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -9464.836914 Penalty: 482.600739 Iteration 8Q: 3 clusters Score -9464.837 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -9467.746094 Penalty: 482.600739 Iteration 9Q: 3 clusters Score -9467.746 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -9467.746094 Penalty: 482.600739 Iteration 10F: 3 clusters Score -9467.746 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (212 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Entering Unmasked Estep Score: -8357.231445 Penalty: 243.724686 Iteration 0F: 2 clusters Score -8357.231 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 101 members Entering Unmasked Estep Score: -8067.340332 Penalty: 487.449371 Iteration 0F: 3 clusters Score -8067.34 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -8332.899414 Penalty: 487.449371 Iteration 1F: 3 clusters Score -8332.899 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -8482.012695 Penalty: 487.449371 Iteration 2F: 3 clusters Score -8482.013 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 36 members Entering Unmasked Estep Score: -8703.594727 Penalty: 487.449371 Iteration 3F: 3 clusters Score -8703.595 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 33 members Entering Unmasked Estep Score: -9322.565430 Penalty: 487.449371 Iteration 4F: 3 clusters Score -9322.565 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 29 members Entering Unmasked Estep Score: -9396.916992 Penalty: 487.449371 Iteration 5Q: 3 clusters Score -9396.917 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 29 members Entering Unmasked Estep Score: -9396.916992 Penalty: 487.449371 Iteration 6F: 3 clusters Score -9396.917 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1175 members Mstep: Class 1 contains 12732 members Mstep: Class 2 contains 189 members Mstep: Class 3 contains 569 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 183 members Mstep: Class 6 contains 1122 members Mstep: Class 7 contains 800 members Mstep: Class 8 contains 1079 members Mstep: Class 9 contains 1024 members Mstep: Class 10 contains 306 members Mstep: Class 11 contains 1502 members Mstep: Class 12 contains 1467 members Mstep: Class 13 contains 15431 members Mstep: Class 14 contains 29 members Mstep: Class 16 contains 149 members Mstep: Class 17 contains 2547 members Mstep: Class 18 contains 101174 members Mstep: Class 19 contains 525 members Mstep: Class 20 contains 2566 members Entering Unmasked Estep Score: -7907876.500000 Penalty: 10272.768555 Splitting cluster 5 changes total score from -7907106.500000 to -7907876.500000 So it's getting split into cluster 14. Entering ConstructFrom: Trying to split cluster 6 (1122 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Entering Unmasked Estep Score: -61614.136719 Penalty: 319.540497 Iteration 0F: 2 clusters Score -61614.14 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -60722.753906 Penalty: 639.080994 Iteration 0F: 3 clusters Score -60722.75 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -61019.320312 Penalty: 639.080994 Iteration 1F: 3 clusters Score -61019.32 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -61090.781250 Penalty: 639.080994 Iteration 2F: 3 clusters Score -61090.78 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -61135.929688 Penalty: 639.080994 Iteration 3F: 3 clusters Score -61135.93 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -61149.332031 Penalty: 639.080994 Iteration 4Q: 3 clusters Score -61149.33 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -61157.218750 Penalty: 639.080994 Iteration 5Q: 3 clusters Score -61157.22 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -61163.347656 Penalty: 639.080994 Iteration 6Q: 3 clusters Score -61163.35 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -61167.445312 Penalty: 639.080994 Iteration 7Q: 3 clusters Score -61167.45 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -61171.339844 Penalty: 639.080994 Iteration 8Q: 3 clusters Score -61171.34 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -61173.855469 Penalty: 639.080994 Iteration 9Q: 3 clusters Score -61173.86 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -61177.757812 Penalty: 639.080994 Iteration 10Q: 3 clusters Score -61177.76 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -61179.062500 Penalty: 639.080994 Iteration 11Q: 3 clusters Score -61179.06 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -61181.812500 Penalty: 639.080994 Iteration 12Q: 3 clusters Score -61181.81 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -61183.347656 Penalty: 639.080994 Iteration 13Q: 3 clusters Score -61183.35 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -61185.011719 Penalty: 639.080994 Iteration 14Q: 3 clusters Score -61185.01 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -61187.914062 Penalty: 639.080994 Iteration 15Q: 3 clusters Score -61187.91 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -61190.414062 Penalty: 639.080994 Iteration 16Q: 3 clusters Score -61190.41 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -61192.234375 Penalty: 639.080994 Iteration 17Q: 3 clusters Score -61192.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -61193.304688 Penalty: 639.080994 Iteration 18Q: 3 clusters Score -61193.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -61194.316406 Penalty: 639.080994 Iteration 19Q: 3 clusters Score -61194.32 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -61195.023438 Penalty: 639.080994 Iteration 20F: 3 clusters Score -61195.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -61195.382812 Penalty: 639.080994 Iteration 21Q: 3 clusters Score -61195.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -61195.601562 Penalty: 639.080994 Iteration 22Q: 3 clusters Score -61195.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -61195.863281 Penalty: 639.080994 Iteration 23Q: 3 clusters Score -61195.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -61196.218750 Penalty: 639.080994 Iteration 24Q: 3 clusters Score -61196.22 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -61196.917969 Penalty: 639.080994 Iteration 25Q: 3 clusters Score -61196.92 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -61198.421875 Penalty: 639.080994 Iteration 26Q: 3 clusters Score -61198.42 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -61201.636719 Penalty: 639.080994 Iteration 27Q: 3 clusters Score -61201.64 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -61202.582031 Penalty: 639.080994 Iteration 28Q: 3 clusters Score -61202.58 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -61203.769531 Penalty: 639.080994 Iteration 29Q: 3 clusters Score -61203.77 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -61204.773438 Penalty: 639.080994 Iteration 30Q: 3 clusters Score -61204.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -61205.621094 Penalty: 639.080994 Iteration 31Q: 3 clusters Score -61205.62 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -61206.304688 Penalty: 639.080994 Iteration 32Q: 3 clusters Score -61206.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -61209.226562 Penalty: 639.080994 Iteration 33Q: 3 clusters Score -61209.23 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -61214.664062 Penalty: 639.080994 Iteration 34Q: 3 clusters Score -61214.66 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -61217.484375 Penalty: 639.080994 Iteration 35Q: 3 clusters Score -61217.48 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -61221.886719 Penalty: 639.080994 Iteration 36Q: 3 clusters Score -61221.89 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -61226.550781 Penalty: 639.080994 Iteration 37Q: 3 clusters Score -61226.55 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -61232.277344 Penalty: 639.080994 Iteration 38Q: 3 clusters Score -61232.28 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -61239.175781 Penalty: 639.080994 Iteration 39Q: 3 clusters Score -61239.18 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -61243.238281 Penalty: 639.080994 Iteration 40F: 3 clusters Score -61243.24 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -61252.003906 Penalty: 639.080994 Iteration 41Q: 3 clusters Score -61252 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -61257.269531 Penalty: 639.080994 Iteration 42Q: 3 clusters Score -61257.27 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -61266.023438 Penalty: 639.080994 Iteration 43Q: 3 clusters Score -61266.02 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -61274.429688 Penalty: 639.080994 Iteration 44Q: 3 clusters Score -61274.43 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -61286.835938 Penalty: 639.080994 Iteration 45Q: 3 clusters Score -61286.84 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -61302.593750 Penalty: 639.080994 Iteration 46Q: 3 clusters Score -61302.59 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -61311.500000 Penalty: 639.080994 Iteration 47Q: 3 clusters Score -61311.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -61316.285156 Penalty: 639.080994 Iteration 48Q: 3 clusters Score -61316.29 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -61317.285156 Penalty: 639.080994 Iteration 49Q: 3 clusters Score -61317.29 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -61317.765625 Penalty: 639.080994 Iteration 50Q: 3 clusters Score -61317.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -61320.273438 Penalty: 639.080994 Iteration 51Q: 3 clusters Score -61320.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -61321.378906 Penalty: 639.080994 Iteration 52Q: 3 clusters Score -61321.38 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -61322.527344 Penalty: 639.080994 Iteration 53Q: 3 clusters Score -61322.53 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -61322.832031 Penalty: 639.080994 Iteration 54Q: 3 clusters Score -61322.83 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -61322.953125 Penalty: 639.080994 Iteration 55Q: 3 clusters Score -61322.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -61322.953125 Penalty: 639.080994 Iteration 56F: 3 clusters Score -61322.95 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (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: -39800.191406 Penalty: 304.149841 Iteration 0F: 2 clusters Score -39800.19 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -39136.765625 Penalty: 608.299683 Iteration 0F: 3 clusters Score -39136.77 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -39476.898438 Penalty: 608.299683 Iteration 1F: 3 clusters Score -39476.9 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -39658.585938 Penalty: 608.299683 Iteration 2F: 3 clusters Score -39658.59 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -39795.105469 Penalty: 608.299683 Iteration 3F: 3 clusters Score -39795.11 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -39857.226562 Penalty: 608.299683 Iteration 4Q: 3 clusters Score -39857.23 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -39889.476562 Penalty: 608.299683 Iteration 5Q: 3 clusters Score -39889.48 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -39916.183594 Penalty: 608.299683 Iteration 6Q: 3 clusters Score -39916.18 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -39952.621094 Penalty: 608.299683 Iteration 7Q: 3 clusters Score -39952.62 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -39966.601562 Penalty: 608.299683 Iteration 8Q: 3 clusters Score -39966.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -39975.589844 Penalty: 608.299683 Iteration 9Q: 3 clusters Score -39975.59 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -39980.867188 Penalty: 608.299683 Iteration 10Q: 3 clusters Score -39980.87 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -39987.789062 Penalty: 608.299683 Iteration 11Q: 3 clusters Score -39987.79 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -39997.265625 Penalty: 608.299683 Iteration 12Q: 3 clusters Score -39997.27 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -40014.562500 Penalty: 608.299683 Iteration 13Q: 3 clusters Score -40014.56 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -40031.859375 Penalty: 608.299683 Iteration 14Q: 3 clusters Score -40031.86 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -40064.699219 Penalty: 608.299683 Iteration 15Q: 3 clusters Score -40064.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -40115.558594 Penalty: 608.299683 Iteration 16Q: 3 clusters Score -40115.56 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -40133.738281 Penalty: 608.299683 Iteration 17Q: 3 clusters Score -40133.74 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -40138.605469 Penalty: 608.299683 Iteration 18Q: 3 clusters Score -40138.61 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -40144.933594 Penalty: 608.299683 Iteration 19Q: 3 clusters Score -40144.93 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -40147.375000 Penalty: 608.299683 Iteration 20F: 3 clusters Score -40147.38 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -40149.304688 Penalty: 608.299683 Iteration 21Q: 3 clusters Score -40149.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -40149.890625 Penalty: 608.299683 Iteration 22Q: 3 clusters Score -40149.89 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -40150.515625 Penalty: 608.299683 Iteration 23Q: 3 clusters Score -40150.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -40150.949219 Penalty: 608.299683 Iteration 24Q: 3 clusters Score -40150.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -40151.613281 Penalty: 608.299683 Iteration 25Q: 3 clusters Score -40151.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -40151.613281 Penalty: 608.299683 Iteration 26F: 3 clusters Score -40151.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1175 members Mstep: Class 1 contains 12732 members Mstep: Class 2 contains 189 members Mstep: Class 3 contains 569 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 183 members Mstep: Class 6 contains 1122 members Mstep: Class 7 contains 490 members Mstep: Class 8 contains 1079 members Mstep: Class 9 contains 1024 members Mstep: Class 10 contains 306 members Mstep: Class 11 contains 1502 members Mstep: Class 12 contains 1467 members Mstep: Class 13 contains 15431 members Mstep: Class 14 contains 29 members Mstep: Class 15 contains 310 members Mstep: Class 16 contains 149 members Mstep: Class 17 contains 2547 members Mstep: Class 18 contains 101174 members Mstep: Class 19 contains 525 members Mstep: Class 20 contains 2566 members Entering Unmasked Estep Score: -7907991.000000 Penalty: 10813.440430 Splitting cluster 7 changes total score from -7907106.500000 to -7907991.000000 So it's getting split into cluster 15. Entering ConstructFrom: Trying to split cluster 8 (1079 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Entering Unmasked Estep Score: -39337.753906 Penalty: 317.762451 Iteration 0F: 2 clusters Score -39337.75 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -38538.410156 Penalty: 635.524902 Iteration 0F: 3 clusters Score -38538.41 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -39351.398438 Penalty: 635.524902 Iteration 1F: 3 clusters Score -39351.4 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -39776.710938 Penalty: 635.524902 Iteration 2F: 3 clusters Score -39776.71 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -40034.089844 Penalty: 635.524902 Iteration 3F: 3 clusters Score -40034.09 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -40105.246094 Penalty: 635.524902 Iteration 4Q: 3 clusters Score -40105.25 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -40146.066406 Penalty: 635.524902 Iteration 5Q: 3 clusters Score -40146.07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -40165.777344 Penalty: 635.524902 Iteration 6Q: 3 clusters Score -40165.78 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -40187.523438 Penalty: 635.524902 Iteration 7Q: 3 clusters Score -40187.52 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -40203.566406 Penalty: 635.524902 Iteration 8Q: 3 clusters Score -40203.57 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -40222.726562 Penalty: 635.524902 Iteration 9Q: 3 clusters Score -40222.73 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -40263.613281 Penalty: 635.524902 Iteration 10Q: 3 clusters Score -40263.61 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -40342.859375 Penalty: 635.524902 Iteration 11Q: 3 clusters Score -40342.86 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -40352.921875 Penalty: 635.524902 Iteration 12Q: 3 clusters Score -40352.92 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -40354.570312 Penalty: 635.524902 Iteration 13Q: 3 clusters Score -40354.57 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -40355.625000 Penalty: 635.524902 Iteration 14Q: 3 clusters Score -40355.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -40355.988281 Penalty: 635.524902 Iteration 15Q: 3 clusters Score -40355.99 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -40356.132812 Penalty: 635.524902 Iteration 16F: 3 clusters Score -40356.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -40357.875000 Penalty: 635.524902 Iteration 17Q: 3 clusters Score -40357.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -40361.679688 Penalty: 635.524902 Iteration 18Q: 3 clusters Score -40361.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -40366.898438 Penalty: 635.524902 Iteration 19Q: 3 clusters Score -40366.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -40369.800781 Penalty: 635.524902 Iteration 20F: 3 clusters Score -40369.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -40373.988281 Penalty: 635.524902 Iteration 21Q: 3 clusters Score -40373.99 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -40377.648438 Penalty: 635.524902 Iteration 22Q: 3 clusters Score -40377.65 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -40381.222656 Penalty: 635.524902 Iteration 23Q: 3 clusters Score -40381.22 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -40382.777344 Penalty: 635.524902 Iteration 24Q: 3 clusters Score -40382.78 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -40382.914062 Penalty: 635.524902 Iteration 25Q: 3 clusters Score -40382.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -40382.914062 Penalty: 635.524902 Iteration 26F: 3 clusters Score -40382.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1175 members Mstep: Class 1 contains 12732 members Mstep: Class 2 contains 189 members Mstep: Class 3 contains 569 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 183 members Mstep: Class 6 contains 1122 members Mstep: Class 7 contains 490 members Mstep: Class 8 contains 376 members Mstep: Class 9 contains 1024 members Mstep: Class 10 contains 306 members Mstep: Class 11 contains 1502 members Mstep: Class 12 contains 1467 members Mstep: Class 13 contains 15431 members Mstep: Class 14 contains 29 members Mstep: Class 15 contains 310 members Mstep: Class 16 contains 149 members Mstep: Class 17 contains 2547 members Mstep: Class 18 contains 101174 members Mstep: Class 19 contains 525 members Mstep: Class 20 contains 2566 members Mstep: Class 21 contains 703 members Entering Unmasked Estep Score: -7908813.500000 Penalty: 11354.112305 Splitting cluster 8 changes total score from -7907106.500000 to -7908813.500000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 9 (1024 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Entering Unmasked Estep Score: -59558.414062 Penalty: 315.381958 Iteration 0F: 2 clusters Score -59558.41 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -58745.652344 Penalty: 630.763916 Iteration 0F: 3 clusters Score -58745.65 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -58996.765625 Penalty: 630.763916 Iteration 1F: 3 clusters Score -58996.77 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -59105.023438 Penalty: 630.763916 Iteration 2F: 3 clusters Score -59105.02 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -59171.152344 Penalty: 630.763916 Iteration 3F: 3 clusters Score -59171.15 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -59202.871094 Penalty: 630.763916 Iteration 4Q: 3 clusters Score -59202.87 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -59240.238281 Penalty: 630.763916 Iteration 5Q: 3 clusters Score -59240.24 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -59272.531250 Penalty: 630.763916 Iteration 6Q: 3 clusters Score -59272.53 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -59294.644531 Penalty: 630.763916 Iteration 7Q: 3 clusters Score -59294.64 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -59317.476562 Penalty: 630.763916 Iteration 8Q: 3 clusters Score -59317.48 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -59338.839844 Penalty: 630.763916 Iteration 9Q: 3 clusters Score -59338.84 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -59355.253906 Penalty: 630.763916 Iteration 10Q: 3 clusters Score -59355.25 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -59370.058594 Penalty: 630.763916 Iteration 11Q: 3 clusters Score -59370.06 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -59379.828125 Penalty: 630.763916 Iteration 12Q: 3 clusters Score -59379.83 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -59386.480469 Penalty: 630.763916 Iteration 13Q: 3 clusters Score -59386.48 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -59390.015625 Penalty: 630.763916 Iteration 14Q: 3 clusters Score -59390.02 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -59398.300781 Penalty: 630.763916 Iteration 15Q: 3 clusters Score -59398.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -59408.449219 Penalty: 630.763916 Iteration 16Q: 3 clusters Score -59408.45 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -59411.738281 Penalty: 630.763916 Iteration 17Q: 3 clusters Score -59411.74 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -59414.187500 Penalty: 630.763916 Iteration 18Q: 3 clusters Score -59414.19 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -59416.011719 Penalty: 630.763916 Iteration 19Q: 3 clusters Score -59416.01 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -59417.917969 Penalty: 630.763916 Iteration 20F: 3 clusters Score -59417.92 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -59419.691406 Penalty: 630.763916 Iteration 21Q: 3 clusters Score -59419.69 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -59420.441406 Penalty: 630.763916 Iteration 22Q: 3 clusters Score -59420.44 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -59421.089844 Penalty: 630.763916 Iteration 23Q: 3 clusters Score -59421.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -59421.089844 Penalty: 630.763916 Iteration 24F: 3 clusters Score -59421.09 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (306 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Entering Unmasked Estep Score: -14629.158203 Penalty: 260.423126 Iteration 0F: 2 clusters Score -14629.16 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -14291.822266 Penalty: 520.846252 Iteration 0F: 3 clusters Score -14291.82 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -14423.538086 Penalty: 520.846252 Iteration 1F: 3 clusters Score -14423.54 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -14485.168945 Penalty: 520.846252 Iteration 2F: 3 clusters Score -14485.17 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -14545.076172 Penalty: 520.846252 Iteration 3F: 3 clusters Score -14545.08 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -14556.896484 Penalty: 520.846252 Iteration 4Q: 3 clusters Score -14556.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -14560.451172 Penalty: 520.846252 Iteration 5Q: 3 clusters Score -14560.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -14562.177734 Penalty: 520.846252 Iteration 6Q: 3 clusters Score -14562.18 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -14564.373047 Penalty: 520.846252 Iteration 7Q: 3 clusters Score -14564.37 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -14564.373047 Penalty: 520.846252 Iteration 8F: 3 clusters Score -14564.37 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1502 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Entering Unmasked Estep Score: -82353.890625 Penalty: 332.812164 Iteration 0F: 2 clusters Score -82353.89 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -81214.609375 Penalty: 665.624329 Iteration 0F: 3 clusters Score -81214.61 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -81593.617188 Penalty: 665.624329 Iteration 1F: 3 clusters Score -81593.62 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -81675.046875 Penalty: 665.624329 Iteration 2F: 3 clusters Score -81675.05 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -81733.984375 Penalty: 665.624329 Iteration 3F: 3 clusters Score -81733.98 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -81786.375000 Penalty: 665.624329 Iteration 4F: 3 clusters Score -81786.38 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -81836.765625 Penalty: 665.624329 Iteration 5Q: 3 clusters Score -81836.77 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -81880.312500 Penalty: 665.624329 Iteration 6Q: 3 clusters Score -81880.31 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -81918.414062 Penalty: 665.624329 Iteration 7Q: 3 clusters Score -81918.41 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -81952.039062 Penalty: 665.624329 Iteration 8Q: 3 clusters Score -81952.04 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -81977.835938 Penalty: 665.624329 Iteration 9Q: 3 clusters Score -81977.84 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -81997.734375 Penalty: 665.624329 Iteration 10Q: 3 clusters Score -81997.73 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -82010.117188 Penalty: 665.624329 Iteration 11Q: 3 clusters Score -82010.12 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -82017.617188 Penalty: 665.624329 Iteration 12Q: 3 clusters Score -82017.62 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -82023.140625 Penalty: 665.624329 Iteration 13Q: 3 clusters Score -82023.14 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -82026.734375 Penalty: 665.624329 Iteration 14Q: 3 clusters Score -82026.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -82031.070312 Penalty: 665.624329 Iteration 15Q: 3 clusters Score -82031.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -82034.460938 Penalty: 665.624329 Iteration 16Q: 3 clusters Score -82034.46 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -82036.148438 Penalty: 665.624329 Iteration 17Q: 3 clusters Score -82036.15 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -82040.726562 Penalty: 665.624329 Iteration 18Q: 3 clusters Score -82040.73 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -82043.187500 Penalty: 665.624329 Iteration 19Q: 3 clusters Score -82043.19 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -82046.281250 Penalty: 665.624329 Iteration 20F: 3 clusters Score -82046.28 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -82048.968750 Penalty: 665.624329 Iteration 21Q: 3 clusters Score -82048.97 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -82052.031250 Penalty: 665.624329 Iteration 22Q: 3 clusters Score -82052.03 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -82054.195312 Penalty: 665.624329 Iteration 23Q: 3 clusters Score -82054.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -82055.632812 Penalty: 665.624329 Iteration 24Q: 3 clusters Score -82055.63 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -82056.007812 Penalty: 665.624329 Iteration 25Q: 3 clusters Score -82056.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -82056.343750 Penalty: 665.624329 Iteration 26Q: 3 clusters Score -82056.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -82056.343750 Penalty: 665.624329 Iteration 27F: 3 clusters Score -82056.34 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1467 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Entering Unmasked Estep Score: -87789.039062 Penalty: 331.739349 Iteration 0F: 2 clusters Score -87789.04 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -86646.828125 Penalty: 663.478699 Iteration 0F: 3 clusters Score -86646.83 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -87051.828125 Penalty: 663.478699 Iteration 1F: 3 clusters Score -87051.83 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -87148.820312 Penalty: 663.478699 Iteration 2F: 3 clusters Score -87148.82 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -87223.226562 Penalty: 663.478699 Iteration 3F: 3 clusters Score -87223.23 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -87297.117188 Penalty: 663.478699 Iteration 4F: 3 clusters Score -87297.12 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -87358.179688 Penalty: 663.478699 Iteration 5F: 3 clusters Score -87358.18 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -87411.992188 Penalty: 663.478699 Iteration 6Q: 3 clusters Score -87411.99 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -87465.101562 Penalty: 663.478699 Iteration 7Q: 3 clusters Score -87465.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -87529.945312 Penalty: 663.478699 Iteration 8Q: 3 clusters Score -87529.95 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -87613.984375 Penalty: 663.478699 Iteration 9Q: 3 clusters Score -87613.98 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -87696.828125 Penalty: 663.478699 Iteration 10Q: 3 clusters Score -87696.83 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -87755.148438 Penalty: 663.478699 Iteration 11Q: 3 clusters Score -87755.15 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -87776.039062 Penalty: 663.478699 Iteration 12Q: 3 clusters Score -87776.04 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -87787.984375 Penalty: 663.478699 Iteration 13Q: 3 clusters Score -87787.98 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -87794.593750 Penalty: 663.478699 Iteration 14Q: 3 clusters Score -87794.59 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -87797.164062 Penalty: 663.478699 Iteration 15Q: 3 clusters Score -87797.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -87797.523438 Penalty: 663.478699 Iteration 16Q: 3 clusters Score -87797.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -87801.828125 Penalty: 663.478699 Iteration 17F: 3 clusters Score -87801.83 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -87804.968750 Penalty: 663.478699 Iteration 18Q: 3 clusters Score -87804.97 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -87807.539062 Penalty: 663.478699 Iteration 19Q: 3 clusters Score -87807.54 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -87809.429688 Penalty: 663.478699 Iteration 20F: 3 clusters Score -87809.43 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -87810.500000 Penalty: 663.478699 Iteration 21Q: 3 clusters Score -87810.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -87810.570312 Penalty: 663.478699 Iteration 22Q: 3 clusters Score -87810.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -87810.570312 Penalty: 663.478699 Iteration 23F: 3 clusters Score -87810.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1175 members Mstep: Class 1 contains 12732 members Mstep: Class 2 contains 189 members Mstep: Class 3 contains 569 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 183 members Mstep: Class 6 contains 1122 members Mstep: Class 7 contains 490 members Mstep: Class 8 contains 376 members Mstep: Class 9 contains 1024 members Mstep: Class 10 contains 306 members Mstep: Class 11 contains 1502 members Mstep: Class 12 contains 408 members Mstep: Class 13 contains 15431 members Mstep: Class 14 contains 29 members Mstep: Class 15 contains 310 members Mstep: Class 16 contains 149 members Mstep: Class 17 contains 2547 members Mstep: Class 18 contains 101174 members Mstep: Class 19 contains 525 members Mstep: Class 20 contains 2566 members Mstep: Class 21 contains 703 members Mstep: Class 22 contains 1059 members Entering Unmasked Estep Score: -7908631.000000 Penalty: 11894.784180 Splitting cluster 12 changes total score from -7907106.500000 to -7908631.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 13 (15431 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15431 members Entering Unmasked Estep Score: -930617.250000 Penalty: 438.808075 Iteration 0F: 2 clusters Score -930617.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7681 members Mstep: Class 2 contains 7750 members Entering Unmasked Estep Score: -920382.062500 Penalty: 877.616150 Iteration 0F: 3 clusters Score -920382.1 nChanged 7238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7733 members Mstep: Class 2 contains 7698 members Entering Unmasked Estep Score: -924652.500000 Penalty: 877.616150 Iteration 1F: 3 clusters Score -924652.5 nChanged 748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7651 members Mstep: Class 2 contains 7780 members Entering Unmasked Estep Score: -924988.000000 Penalty: 877.616150 Iteration 2Q: 3 clusters Score -924988 nChanged 804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7519 members Mstep: Class 2 contains 7912 members Entering Unmasked Estep Score: -925419.937500 Penalty: 877.616150 Iteration 3F: 3 clusters Score -925419.9 nChanged 898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7307 members Mstep: Class 2 contains 8124 members Entering Unmasked Estep Score: -925994.000000 Penalty: 877.616150 Iteration 4F: 3 clusters Score -925994 nChanged 1076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6997 members Mstep: Class 2 contains 8434 members Entering Unmasked Estep Score: -926848.500000 Penalty: 877.616150 Iteration 5F: 3 clusters Score -926848.5 nChanged 1123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6652 members Mstep: Class 2 contains 8779 members Entering Unmasked Estep Score: -927654.312500 Penalty: 877.616150 Iteration 6F: 3 clusters Score -927654.3 nChanged 815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6427 members Mstep: Class 2 contains 9004 members Entering Unmasked Estep Score: -928031.125000 Penalty: 877.616150 Iteration 7F: 3 clusters Score -928031.1 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6251 members Mstep: Class 2 contains 9180 members Entering Unmasked Estep Score: -928167.562500 Penalty: 877.616150 Iteration 8Q: 3 clusters Score -928167.6 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6081 members Mstep: Class 2 contains 9350 members Entering Unmasked Estep Score: -928254.062500 Penalty: 877.616150 Iteration 9Q: 3 clusters Score -928254.1 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5912 members Mstep: Class 2 contains 9519 members Entering Unmasked Estep Score: -928330.125000 Penalty: 877.616150 Iteration 10Q: 3 clusters Score -928330.1 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5754 members Mstep: Class 2 contains 9677 members Entering Unmasked Estep Score: -928388.687500 Penalty: 877.616150 Iteration 11Q: 3 clusters Score -928388.7 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5597 members Mstep: Class 2 contains 9834 members Entering Unmasked Estep Score: -928452.062500 Penalty: 877.616150 Iteration 12Q: 3 clusters Score -928452.1 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5425 members Mstep: Class 2 contains 10006 members Entering Unmasked Estep Score: -928514.000000 Penalty: 877.616150 Iteration 13Q: 3 clusters Score -928514 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5243 members Mstep: Class 2 contains 10188 members Entering Unmasked Estep Score: -928583.375000 Penalty: 877.616150 Iteration 14Q: 3 clusters Score -928583.4 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5075 members Mstep: Class 2 contains 10356 members Entering Unmasked Estep Score: -928648.937500 Penalty: 877.616150 Iteration 15Q: 3 clusters Score -928648.9 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4935 members Mstep: Class 2 contains 10496 members Entering Unmasked Estep Score: -928698.250000 Penalty: 877.616150 Iteration 16Q: 3 clusters Score -928698.2 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4780 members Mstep: Class 2 contains 10651 members Entering Unmasked Estep Score: -928743.062500 Penalty: 877.616150 Iteration 17Q: 3 clusters Score -928743.1 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4633 members Mstep: Class 2 contains 10798 members Entering Unmasked Estep Score: -928786.375000 Penalty: 877.616150 Iteration 18Q: 3 clusters Score -928786.4 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4503 members Mstep: Class 2 contains 10928 members Entering Unmasked Estep Score: -928823.812500 Penalty: 877.616150 Iteration 19Q: 3 clusters Score -928823.8 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4361 members Mstep: Class 2 contains 11070 members Entering Unmasked Estep Score: -928877.562500 Penalty: 877.616150 Iteration 20F: 3 clusters Score -928877.6 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4205 members Mstep: Class 2 contains 11226 members Entering Unmasked Estep Score: -928937.125000 Penalty: 877.616150 Iteration 21Q: 3 clusters Score -928937.1 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4048 members Mstep: Class 2 contains 11383 members Entering Unmasked Estep Score: -929005.937500 Penalty: 877.616150 Iteration 22Q: 3 clusters Score -929005.9 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3901 members Mstep: Class 2 contains 11530 members Entering Unmasked Estep Score: -929072.625000 Penalty: 877.616150 Iteration 23Q: 3 clusters Score -929072.6 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3749 members Mstep: Class 2 contains 11682 members Entering Unmasked Estep Score: -929128.687500 Penalty: 877.616150 Iteration 24Q: 3 clusters Score -929128.7 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3608 members Mstep: Class 2 contains 11823 members Entering Unmasked Estep Score: -929192.750000 Penalty: 877.616150 Iteration 25Q: 3 clusters Score -929192.8 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3462 members Mstep: Class 2 contains 11969 members Entering Unmasked Estep Score: -929260.250000 Penalty: 877.616150 Iteration 26Q: 3 clusters Score -929260.2 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3331 members Mstep: Class 2 contains 12100 members Entering Unmasked Estep Score: -929319.625000 Penalty: 877.616150 Iteration 27Q: 3 clusters Score -929319.6 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3214 members Mstep: Class 2 contains 12217 members Entering Unmasked Estep Score: -929374.062500 Penalty: 877.616150 Iteration 28Q: 3 clusters Score -929374.1 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3110 members Mstep: Class 2 contains 12321 members Entering Unmasked Estep Score: -929444.437500 Penalty: 877.616150 Iteration 29Q: 3 clusters Score -929444.4 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2995 members Mstep: Class 2 contains 12436 members Entering Unmasked Estep Score: -929519.937500 Penalty: 877.616150 Iteration 30Q: 3 clusters Score -929519.9 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2896 members Mstep: Class 2 contains 12535 members Entering Unmasked Estep Score: -929577.687500 Penalty: 877.616150 Iteration 31Q: 3 clusters Score -929577.7 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2799 members Mstep: Class 2 contains 12632 members Entering Unmasked Estep Score: -929637.062500 Penalty: 877.616150 Iteration 32Q: 3 clusters Score -929637.1 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 12720 members Entering Unmasked Estep Score: -929687.625000 Penalty: 877.616150 Iteration 33Q: 3 clusters Score -929687.6 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 12801 members Entering Unmasked Estep Score: -929730.500000 Penalty: 877.616150 Iteration 34Q: 3 clusters Score -929730.5 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2573 members Mstep: Class 2 contains 12858 members Entering Unmasked Estep Score: -929751.562500 Penalty: 877.616150 Iteration 35Q: 3 clusters Score -929751.6 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 12909 members Entering Unmasked Estep Score: -929768.000000 Penalty: 877.616150 Iteration 36Q: 3 clusters Score -929768 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2492 members Mstep: Class 2 contains 12939 members Entering Unmasked Estep Score: -929773.312500 Penalty: 877.616150 Iteration 37Q: 3 clusters Score -929773.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 12953 members Entering Unmasked Estep Score: -929775.000000 Penalty: 877.616150 Iteration 38Q: 3 clusters Score -929775 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 12972 members Entering Unmasked Estep Score: -929779.062500 Penalty: 877.616150 Iteration 39Q: 3 clusters Score -929779.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2446 members Mstep: Class 2 contains 12985 members Entering Unmasked Estep Score: -929782.187500 Penalty: 877.616150 Iteration 40F: 3 clusters Score -929782.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2427 members Mstep: Class 2 contains 13004 members Entering Unmasked Estep Score: -929785.875000 Penalty: 877.616150 Iteration 41Q: 3 clusters Score -929785.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 13015 members Entering Unmasked Estep Score: -929785.562500 Penalty: 877.616150 Iteration 42Q: 3 clusters Score -929785.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2402 members Mstep: Class 2 contains 13029 members Entering Unmasked Estep Score: -929786.937500 Penalty: 877.616150 Iteration 43Q: 3 clusters Score -929786.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2393 members Mstep: Class 2 contains 13038 members Entering Unmasked Estep Score: -929786.125000 Penalty: 877.616150 Iteration 44Q: 3 clusters Score -929786.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 13047 members Entering Unmasked Estep Score: -929784.125000 Penalty: 877.616150 Iteration 45Q: 3 clusters Score -929784.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 13058 members Entering Unmasked Estep Score: -929789.062500 Penalty: 877.616150 Iteration 46Q: 3 clusters Score -929789.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 13081 members Entering Unmasked Estep Score: -929789.625000 Penalty: 877.616150 Iteration 47Q: 3 clusters Score -929789.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 13104 members Entering Unmasked Estep Score: -929792.312500 Penalty: 877.616150 Iteration 48Q: 3 clusters Score -929792.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 13129 members Entering Unmasked Estep Score: -929792.687500 Penalty: 877.616150 Iteration 49Q: 3 clusters Score -929792.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Mstep: Class 2 contains 13157 members Entering Unmasked Estep Score: -929793.500000 Penalty: 877.616150 Iteration 50Q: 3 clusters Score -929793.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 13186 members Entering Unmasked Estep Score: -929798.937500 Penalty: 877.616150 Iteration 51Q: 3 clusters Score -929798.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 13217 members Entering Unmasked Estep Score: -929803.937500 Penalty: 877.616150 Iteration 52Q: 3 clusters Score -929803.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 13244 members Entering Unmasked Estep Score: -929806.875000 Penalty: 877.616150 Iteration 53Q: 3 clusters Score -929806.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2160 members Mstep: Class 2 contains 13271 members Entering Unmasked Estep Score: -929808.187500 Penalty: 877.616150 Iteration 54Q: 3 clusters Score -929808.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 13296 members Entering Unmasked Estep Score: -929812.187500 Penalty: 877.616150 Iteration 55Q: 3 clusters Score -929812.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 13320 members Entering Unmasked Estep Score: -929813.375000 Penalty: 877.616150 Iteration 56Q: 3 clusters Score -929813.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 13346 members Entering Unmasked Estep Score: -929816.375000 Penalty: 877.616150 Iteration 57Q: 3 clusters Score -929816.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 13361 members Entering Unmasked Estep Score: -929817.000000 Penalty: 877.616150 Iteration 58Q: 3 clusters Score -929817 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 13377 members Entering Unmasked Estep Score: -929817.500000 Penalty: 877.616150 Iteration 59Q: 3 clusters Score -929817.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 13392 members Entering Unmasked Estep Score: -929820.187500 Penalty: 877.616150 Iteration 60F: 3 clusters Score -929820.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 13398 members Entering Unmasked Estep Score: -929818.750000 Penalty: 877.616150 Iteration 61Q: 3 clusters Score -929818.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 13401 members Entering Unmasked Estep Score: -929817.812500 Penalty: 877.616150 Iteration 62Q: 3 clusters Score -929817.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 13403 members Entering Unmasked Estep Score: -929818.125000 Penalty: 877.616150 Iteration 63Q: 3 clusters Score -929818.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 13409 members Entering Unmasked Estep Score: -929819.750000 Penalty: 877.616150 Iteration 64Q: 3 clusters Score -929819.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 13412 members Entering Unmasked Estep Score: -929820.312500 Penalty: 877.616150 Iteration 65Q: 3 clusters Score -929820.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 13415 members Entering Unmasked Estep Score: -929819.875000 Penalty: 877.616150 Iteration 66Q: 3 clusters Score -929819.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 13415 members Entering Unmasked Estep Score: -929819.875000 Penalty: 877.616150 Iteration 67F: 3 clusters Score -929819.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (149 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Entering Unmasked Estep Score: -7407.732422 Penalty: 227.679550 Iteration 0F: 2 clusters Score -7407.732 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -7165.614258 Penalty: 455.359100 Iteration 0F: 3 clusters Score -7165.614 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -7202.363281 Penalty: 455.359100 Iteration 1F: 3 clusters Score -7202.363 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -7229.484375 Penalty: 455.359100 Iteration 2F: 3 clusters Score -7229.484 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -7241.504395 Penalty: 455.359100 Iteration 3F: 3 clusters Score -7241.504 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -7253.373047 Penalty: 455.359100 Iteration 4Q: 3 clusters Score -7253.373 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -7280.994629 Penalty: 455.359100 Iteration 5F: 3 clusters Score -7280.995 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -7301.549805 Penalty: 455.359100 Iteration 6Q: 3 clusters Score -7301.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -7312.432617 Penalty: 455.359100 Iteration 7Q: 3 clusters Score -7312.433 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -7320.587402 Penalty: 455.359100 Iteration 8Q: 3 clusters Score -7320.587 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -7320.587402 Penalty: 455.359100 Iteration 9F: 3 clusters Score -7320.587 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (2547 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2547 members Entering Unmasked Estep Score: -131623.187500 Penalty: 356.841553 Iteration 0F: 2 clusters Score -131623.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -129828.171875 Penalty: 713.683105 Iteration 0F: 3 clusters Score -129828.2 nChanged 1118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -130441.960938 Penalty: 713.683105 Iteration 1F: 3 clusters Score -130442 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -130540.781250 Penalty: 713.683105 Iteration 2F: 3 clusters Score -130540.8 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -130662.468750 Penalty: 713.683105 Iteration 3F: 3 clusters Score -130662.5 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -130803.085938 Penalty: 713.683105 Iteration 4F: 3 clusters Score -130803.1 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -130950.007812 Penalty: 713.683105 Iteration 5F: 3 clusters Score -130950 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -131106.062500 Penalty: 713.683105 Iteration 6F: 3 clusters Score -131106.1 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -131260.640625 Penalty: 713.683105 Iteration 7F: 3 clusters Score -131260.6 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -131370.171875 Penalty: 713.683105 Iteration 8F: 3 clusters Score -131370.2 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -131436.109375 Penalty: 713.683105 Iteration 9Q: 3 clusters Score -131436.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -131467.015625 Penalty: 713.683105 Iteration 10Q: 3 clusters Score -131467 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -131481.093750 Penalty: 713.683105 Iteration 11Q: 3 clusters Score -131481.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -131488.359375 Penalty: 713.683105 Iteration 12Q: 3 clusters Score -131488.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -131493.171875 Penalty: 713.683105 Iteration 13Q: 3 clusters Score -131493.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -131496.046875 Penalty: 713.683105 Iteration 14Q: 3 clusters Score -131496 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -131497.828125 Penalty: 713.683105 Iteration 15Q: 3 clusters Score -131497.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -131499.546875 Penalty: 713.683105 Iteration 16Q: 3 clusters Score -131499.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -131500.421875 Penalty: 713.683105 Iteration 17Q: 3 clusters Score -131500.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -131500.828125 Penalty: 713.683105 Iteration 18Q: 3 clusters Score -131500.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -131500.828125 Penalty: 713.683105 Iteration 19F: 3 clusters Score -131500.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (101174 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101174 members Entering Unmasked Estep Score: -5713606.000000 Penalty: 524.369141 Iteration 0F: 2 clusters Score -5713606 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50551 members Mstep: Class 2 contains 50623 members Entering Unmasked Estep Score: -5645397.500000 Penalty: 1048.738281 Iteration 0F: 3 clusters Score -5645398 nChanged 49426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50937 members Mstep: Class 2 contains 50237 members Entering Unmasked Estep Score: -5675386.000000 Penalty: 1048.738281 Iteration 1F: 3 clusters Score -5675386 nChanged 4118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51367 members Mstep: Class 2 contains 49807 members Entering Unmasked Estep Score: -5676734.500000 Penalty: 1048.738281 Iteration 2Q: 3 clusters Score -5676734 nChanged 4719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52040 members Mstep: Class 2 contains 49134 members Entering Unmasked Estep Score: -5678702.000000 Penalty: 1048.738281 Iteration 3Q: 3 clusters Score -5678702 nChanged 5469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52883 members Mstep: Class 2 contains 48291 members Entering Unmasked Estep Score: -5681751.500000 Penalty: 1048.738281 Iteration 4F: 3 clusters Score -5681752 nChanged 6308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53595 members Mstep: Class 2 contains 47579 members Entering Unmasked Estep Score: -5685707.500000 Penalty: 1048.738281 Iteration 5F: 3 clusters Score -5685708 nChanged 6613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53834 members Mstep: Class 2 contains 47340 members Entering Unmasked Estep Score: -5690348.000000 Penalty: 1048.738281 Iteration 6F: 3 clusters Score -5690348 nChanged 6395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53591 members Mstep: Class 2 contains 47583 members Entering Unmasked Estep Score: -5694936.500000 Penalty: 1048.738281 Iteration 7F: 3 clusters Score -5694936 nChanged 5723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53036 members Mstep: Class 2 contains 48138 members Entering Unmasked Estep Score: -5698693.500000 Penalty: 1048.738281 Iteration 8F: 3 clusters Score -5698694 nChanged 4437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52539 members Mstep: Class 2 contains 48635 members Entering Unmasked Estep Score: -5701064.000000 Penalty: 1048.738281 Iteration 9Q: 3 clusters Score -5701064 nChanged 3144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52219 members Mstep: Class 2 contains 48955 members Entering Unmasked Estep Score: -5702356.000000 Penalty: 1048.738281 Iteration 10Q: 3 clusters Score -5702356 nChanged 2233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51932 members Mstep: Class 2 contains 49242 members Entering Unmasked Estep Score: -5703212.000000 Penalty: 1048.738281 Iteration 11Q: 3 clusters Score -5703212 nChanged 1944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51606 members Mstep: Class 2 contains 49568 members Entering Unmasked Estep Score: -5703962.000000 Penalty: 1048.738281 Iteration 12Q: 3 clusters Score -5703962 nChanged 1814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51248 members Mstep: Class 2 contains 49926 members Entering Unmasked Estep Score: -5704590.500000 Penalty: 1048.738281 Iteration 13Q: 3 clusters Score -5704590 nChanged 1535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50911 members Mstep: Class 2 contains 50263 members Entering Unmasked Estep Score: -5705095.500000 Penalty: 1048.738281 Iteration 14Q: 3 clusters Score -5705096 nChanged 1374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50589 members Mstep: Class 2 contains 50585 members Entering Unmasked Estep Score: -5705493.500000 Penalty: 1048.738281 Iteration 15Q: 3 clusters Score -5705494 nChanged 1169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50294 members Mstep: Class 2 contains 50880 members Entering Unmasked Estep Score: -5705782.000000 Penalty: 1048.738281 Iteration 16Q: 3 clusters Score -5705782 nChanged 1042 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50018 members Mstep: Class 2 contains 51156 members Entering Unmasked Estep Score: -5706019.000000 Penalty: 1048.738281 Iteration 17Q: 3 clusters Score -5706019 nChanged 922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49770 members Mstep: Class 2 contains 51404 members Entering Unmasked Estep Score: -5706178.000000 Penalty: 1048.738281 Iteration 18Q: 3 clusters Score -5706178 nChanged 782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49522 members Mstep: Class 2 contains 51652 members Entering Unmasked Estep Score: -5706273.000000 Penalty: 1048.738281 Iteration 19Q: 3 clusters Score -5706273 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49267 members Mstep: Class 2 contains 51907 members Entering Unmasked Estep Score: -5706359.000000 Penalty: 1048.738281 Iteration 20F: 3 clusters Score -5706359 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49024 members Mstep: Class 2 contains 52150 members Entering Unmasked Estep Score: -5706427.500000 Penalty: 1048.738281 Iteration 21Q: 3 clusters Score -5706428 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48783 members Mstep: Class 2 contains 52391 members Entering Unmasked Estep Score: -5706495.500000 Penalty: 1048.738281 Iteration 22Q: 3 clusters Score -5706496 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48522 members Mstep: Class 2 contains 52652 members Entering Unmasked Estep Score: -5706531.500000 Penalty: 1048.738281 Iteration 23Q: 3 clusters Score -5706532 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48292 members Mstep: Class 2 contains 52882 members Entering Unmasked Estep Score: -5706577.000000 Penalty: 1048.738281 Iteration 24Q: 3 clusters Score -5706577 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48111 members Mstep: Class 2 contains 53063 members Entering Unmasked Estep Score: -5706588.000000 Penalty: 1048.738281 Iteration 25Q: 3 clusters Score -5706588 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47927 members Mstep: Class 2 contains 53247 members Entering Unmasked Estep Score: -5706599.000000 Penalty: 1048.738281 Iteration 26Q: 3 clusters Score -5706599 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47726 members Mstep: Class 2 contains 53448 members Entering Unmasked Estep Score: -5706602.500000 Penalty: 1048.738281 Iteration 27Q: 3 clusters Score -5706602 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47544 members Mstep: Class 2 contains 53630 members Entering Unmasked Estep Score: -5706625.000000 Penalty: 1048.738281 Iteration 28Q: 3 clusters Score -5706625 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47353 members Mstep: Class 2 contains 53821 members Entering Unmasked Estep Score: -5706637.500000 Penalty: 1048.738281 Iteration 29Q: 3 clusters Score -5706638 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47177 members Mstep: Class 2 contains 53997 members Entering Unmasked Estep Score: -5706656.000000 Penalty: 1048.738281 Iteration 30Q: 3 clusters Score -5706656 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47027 members Mstep: Class 2 contains 54147 members Entering Unmasked Estep Score: -5706670.500000 Penalty: 1048.738281 Iteration 31Q: 3 clusters Score -5706670 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46881 members Mstep: Class 2 contains 54293 members Entering Unmasked Estep Score: -5706656.000000 Penalty: 1048.738281 Iteration 32Q: 3 clusters Score -5706656 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46755 members Mstep: Class 2 contains 54419 members Entering Unmasked Estep Score: -5706654.000000 Penalty: 1048.738281 Iteration 33Q: 3 clusters Score -5706654 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46637 members Mstep: Class 2 contains 54537 members Entering Unmasked Estep Score: -5706669.000000 Penalty: 1048.738281 Iteration 34Q: 3 clusters Score -5706669 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46523 members Mstep: Class 2 contains 54651 members Entering Unmasked Estep Score: -5706675.000000 Penalty: 1048.738281 Iteration 35Q: 3 clusters Score -5706675 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46400 members Mstep: Class 2 contains 54774 members Entering Unmasked Estep Score: -5706697.000000 Penalty: 1048.738281 Iteration 36Q: 3 clusters Score -5706697 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46280 members Mstep: Class 2 contains 54894 members Entering Unmasked Estep Score: -5706717.000000 Penalty: 1048.738281 Iteration 37Q: 3 clusters Score -5706717 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46154 members Mstep: Class 2 contains 55020 members Entering Unmasked Estep Score: -5706716.000000 Penalty: 1048.738281 Iteration 38Q: 3 clusters Score -5706716 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46034 members Mstep: Class 2 contains 55140 members Entering Unmasked Estep Score: -5706732.000000 Penalty: 1048.738281 Iteration 39Q: 3 clusters Score -5706732 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45915 members Mstep: Class 2 contains 55259 members Entering Unmasked Estep Score: -5706736.000000 Penalty: 1048.738281 Iteration 40F: 3 clusters Score -5706736 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45815 members Mstep: Class 2 contains 55359 members Entering Unmasked Estep Score: -5706740.000000 Penalty: 1048.738281 Iteration 41Q: 3 clusters Score -5706740 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45718 members Mstep: Class 2 contains 55456 members Entering Unmasked Estep Score: -5706738.000000 Penalty: 1048.738281 Iteration 42Q: 3 clusters Score -5706738 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45625 members Mstep: Class 2 contains 55549 members Entering Unmasked Estep Score: -5706745.000000 Penalty: 1048.738281 Iteration 43Q: 3 clusters Score -5706745 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45532 members Mstep: Class 2 contains 55642 members Entering Unmasked Estep Score: -5706737.500000 Penalty: 1048.738281 Iteration 44Q: 3 clusters Score -5706738 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45441 members Mstep: Class 2 contains 55733 members Entering Unmasked Estep Score: -5706737.000000 Penalty: 1048.738281 Iteration 45Q: 3 clusters Score -5706737 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45350 members Mstep: Class 2 contains 55824 members Entering Unmasked Estep Score: -5706726.500000 Penalty: 1048.738281 Iteration 46Q: 3 clusters Score -5706726 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45256 members Mstep: Class 2 contains 55918 members Entering Unmasked Estep Score: -5706731.500000 Penalty: 1048.738281 Iteration 47Q: 3 clusters Score -5706732 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45161 members Mstep: Class 2 contains 56013 members Entering Unmasked Estep Score: -5706739.500000 Penalty: 1048.738281 Iteration 48Q: 3 clusters Score -5706740 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45083 members Mstep: Class 2 contains 56091 members Entering Unmasked Estep Score: -5706743.500000 Penalty: 1048.738281 Iteration 49Q: 3 clusters Score -5706744 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45010 members Mstep: Class 2 contains 56164 members Entering Unmasked Estep Score: -5706742.000000 Penalty: 1048.738281 Iteration 50Q: 3 clusters Score -5706742 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44940 members Mstep: Class 2 contains 56234 members Entering Unmasked Estep Score: -5706734.500000 Penalty: 1048.738281 Iteration 51Q: 3 clusters Score -5706734 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44866 members Mstep: Class 2 contains 56308 members Entering Unmasked Estep Score: -5706731.500000 Penalty: 1048.738281 Iteration 52Q: 3 clusters Score -5706732 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44801 members Mstep: Class 2 contains 56373 members Entering Unmasked Estep Score: -5706730.000000 Penalty: 1048.738281 Iteration 53Q: 3 clusters Score -5706730 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44730 members Mstep: Class 2 contains 56444 members Entering Unmasked Estep Score: -5706731.000000 Penalty: 1048.738281 Iteration 54Q: 3 clusters Score -5706731 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44670 members Mstep: Class 2 contains 56504 members Entering Unmasked Estep Score: -5706731.000000 Penalty: 1048.738281 Iteration 55Q: 3 clusters Score -5706731 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44613 members Mstep: Class 2 contains 56561 members Entering Unmasked Estep Score: -5706731.000000 Penalty: 1048.738281 Iteration 56Q: 3 clusters Score -5706731 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44556 members Mstep: Class 2 contains 56618 members Entering Unmasked Estep Score: -5706730.000000 Penalty: 1048.738281 Iteration 57Q: 3 clusters Score -5706730 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44497 members Mstep: Class 2 contains 56677 members Entering Unmasked Estep Score: -5706743.000000 Penalty: 1048.738281 Iteration 58Q: 3 clusters Score -5706743 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44432 members Mstep: Class 2 contains 56742 members Entering Unmasked Estep Score: -5706739.000000 Penalty: 1048.738281 Iteration 59Q: 3 clusters Score -5706739 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44350 members Mstep: Class 2 contains 56824 members Entering Unmasked Estep Score: -5706749.000000 Penalty: 1048.738281 Iteration 60F: 3 clusters Score -5706749 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44259 members Mstep: Class 2 contains 56915 members Entering Unmasked Estep Score: -5706754.000000 Penalty: 1048.738281 Iteration 61Q: 3 clusters Score -5706754 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44166 members Mstep: Class 2 contains 57008 members Entering Unmasked Estep Score: -5706751.000000 Penalty: 1048.738281 Iteration 62Q: 3 clusters Score -5706751 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44077 members Mstep: Class 2 contains 57097 members Entering Unmasked Estep Score: -5706742.500000 Penalty: 1048.738281 Iteration 63Q: 3 clusters Score -5706742 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43981 members Mstep: Class 2 contains 57193 members Entering Unmasked Estep Score: -5706760.000000 Penalty: 1048.738281 Iteration 64Q: 3 clusters Score -5706760 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43884 members Mstep: Class 2 contains 57290 members Entering Unmasked Estep Score: -5706756.500000 Penalty: 1048.738281 Iteration 65Q: 3 clusters Score -5706756 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43778 members Mstep: Class 2 contains 57396 members Entering Unmasked Estep Score: -5706761.500000 Penalty: 1048.738281 Iteration 66Q: 3 clusters Score -5706762 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43655 members Mstep: Class 2 contains 57519 members Entering Unmasked Estep Score: -5706770.000000 Penalty: 1048.738281 Iteration 67Q: 3 clusters Score -5706770 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43538 members Mstep: Class 2 contains 57636 members Entering Unmasked Estep Score: -5706782.500000 Penalty: 1048.738281 Iteration 68Q: 3 clusters Score -5706782 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43420 members Mstep: Class 2 contains 57754 members Entering Unmasked Estep Score: -5706797.000000 Penalty: 1048.738281 Iteration 69Q: 3 clusters Score -5706797 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43306 members Mstep: Class 2 contains 57868 members Entering Unmasked Estep Score: -5706801.000000 Penalty: 1048.738281 Iteration 70Q: 3 clusters Score -5706801 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43192 members Mstep: Class 2 contains 57982 members Entering Unmasked Estep Score: -5706804.000000 Penalty: 1048.738281 Iteration 71Q: 3 clusters Score -5706804 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43082 members Mstep: Class 2 contains 58092 members Entering Unmasked Estep Score: -5706806.500000 Penalty: 1048.738281 Iteration 72Q: 3 clusters Score -5706806 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42984 members Mstep: Class 2 contains 58190 members Entering Unmasked Estep Score: -5706824.500000 Penalty: 1048.738281 Iteration 73Q: 3 clusters Score -5706824 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42876 members Mstep: Class 2 contains 58298 members Entering Unmasked Estep Score: -5706841.500000 Penalty: 1048.738281 Iteration 74Q: 3 clusters Score -5706842 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42760 members Mstep: Class 2 contains 58414 members Entering Unmasked Estep Score: -5706837.000000 Penalty: 1048.738281 Iteration 75Q: 3 clusters Score -5706837 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42645 members Mstep: Class 2 contains 58529 members Entering Unmasked Estep Score: -5706846.000000 Penalty: 1048.738281 Iteration 76Q: 3 clusters Score -5706846 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42533 members Mstep: Class 2 contains 58641 members Entering Unmasked Estep Score: -5706843.000000 Penalty: 1048.738281 Iteration 77Q: 3 clusters Score -5706843 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42403 members Mstep: Class 2 contains 58771 members Entering Unmasked Estep Score: -5706834.500000 Penalty: 1048.738281 Iteration 78Q: 3 clusters Score -5706834 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42263 members Mstep: Class 2 contains 58911 members Entering Unmasked Estep Score: -5706826.500000 Penalty: 1048.738281 Iteration 79Q: 3 clusters Score -5706826 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42121 members Mstep: Class 2 contains 59053 members Entering Unmasked Estep Score: -5706827.500000 Penalty: 1048.738281 Iteration 80F: 3 clusters Score -5706828 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41961 members Mstep: Class 2 contains 59213 members Entering Unmasked Estep Score: -5706843.000000 Penalty: 1048.738281 Iteration 81Q: 3 clusters Score -5706843 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41797 members Mstep: Class 2 contains 59377 members Entering Unmasked Estep Score: -5706842.500000 Penalty: 1048.738281 Iteration 82Q: 3 clusters Score -5706842 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41651 members Mstep: Class 2 contains 59523 members Entering Unmasked Estep Score: -5706852.000000 Penalty: 1048.738281 Iteration 83Q: 3 clusters Score -5706852 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41506 members Mstep: Class 2 contains 59668 members Entering Unmasked Estep Score: -5706839.500000 Penalty: 1048.738281 Iteration 84Q: 3 clusters Score -5706840 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41354 members Mstep: Class 2 contains 59820 members Entering Unmasked Estep Score: -5706863.000000 Penalty: 1048.738281 Iteration 85Q: 3 clusters Score -5706863 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41202 members Mstep: Class 2 contains 59972 members Entering Unmasked Estep Score: -5706877.000000 Penalty: 1048.738281 Iteration 86Q: 3 clusters Score -5706877 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41037 members Mstep: Class 2 contains 60137 members Entering Unmasked Estep Score: -5706880.000000 Penalty: 1048.738281 Iteration 87Q: 3 clusters Score -5706880 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40893 members Mstep: Class 2 contains 60281 members Entering Unmasked Estep Score: -5706880.500000 Penalty: 1048.738281 Iteration 88Q: 3 clusters Score -5706880 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40750 members Mstep: Class 2 contains 60424 members Entering Unmasked Estep Score: -5706910.000000 Penalty: 1048.738281 Iteration 89Q: 3 clusters Score -5706910 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40607 members Mstep: Class 2 contains 60567 members Entering Unmasked Estep Score: -5706905.000000 Penalty: 1048.738281 Iteration 90Q: 3 clusters Score -5706905 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40451 members Mstep: Class 2 contains 60723 members Entering Unmasked Estep Score: -5706904.500000 Penalty: 1048.738281 Iteration 91Q: 3 clusters Score -5706904 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40288 members Mstep: Class 2 contains 60886 members Entering Unmasked Estep Score: -5706909.500000 Penalty: 1048.738281 Iteration 92Q: 3 clusters Score -5706910 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40111 members Mstep: Class 2 contains 61063 members Entering Unmasked Estep Score: -5706920.000000 Penalty: 1048.738281 Iteration 93Q: 3 clusters Score -5706920 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39918 members Mstep: Class 2 contains 61256 members Entering Unmasked Estep Score: -5706933.500000 Penalty: 1048.738281 Iteration 94Q: 3 clusters Score -5706934 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39721 members Mstep: Class 2 contains 61453 members Entering Unmasked Estep Score: -5706936.500000 Penalty: 1048.738281 Iteration 95Q: 3 clusters Score -5706936 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39512 members Mstep: Class 2 contains 61662 members Entering Unmasked Estep Score: -5706942.000000 Penalty: 1048.738281 Iteration 96Q: 3 clusters Score -5706942 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39306 members Mstep: Class 2 contains 61868 members Entering Unmasked Estep Score: -5706939.500000 Penalty: 1048.738281 Iteration 97Q: 3 clusters Score -5706940 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39088 members Mstep: Class 2 contains 62086 members Entering Unmasked Estep Score: -5706959.500000 Penalty: 1048.738281 Iteration 98Q: 3 clusters Score -5706960 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38872 members Mstep: Class 2 contains 62302 members Entering Unmasked Estep Score: -5706962.000000 Penalty: 1048.738281 Iteration 99Q: 3 clusters Score -5706962 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38652 members Mstep: Class 2 contains 62522 members Entering Unmasked Estep Score: -5706979.500000 Penalty: 1048.738281 Iteration 100F: 3 clusters Score -5706980 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38435 members Mstep: Class 2 contains 62739 members Entering Unmasked Estep Score: -5706998.500000 Penalty: 1048.738281 Iteration 101Q: 3 clusters Score -5706998 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38210 members Mstep: Class 2 contains 62964 members Entering Unmasked Estep Score: -5707007.000000 Penalty: 1048.738281 Iteration 102Q: 3 clusters Score -5707007 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37997 members Mstep: Class 2 contains 63177 members Entering Unmasked Estep Score: -5707019.500000 Penalty: 1048.738281 Iteration 103Q: 3 clusters Score -5707020 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37780 members Mstep: Class 2 contains 63394 members Entering Unmasked Estep Score: -5707017.000000 Penalty: 1048.738281 Iteration 104Q: 3 clusters Score -5707017 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37552 members Mstep: Class 2 contains 63622 members Entering Unmasked Estep Score: -5707058.500000 Penalty: 1048.738281 Iteration 105Q: 3 clusters Score -5707058 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37340 members Mstep: Class 2 contains 63834 members Entering Unmasked Estep Score: -5707087.000000 Penalty: 1048.738281 Iteration 106Q: 3 clusters Score -5707087 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37091 members Mstep: Class 2 contains 64083 members Entering Unmasked Estep Score: -5707104.000000 Penalty: 1048.738281 Iteration 107Q: 3 clusters Score -5707104 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36833 members Mstep: Class 2 contains 64341 members Entering Unmasked Estep Score: -5707126.000000 Penalty: 1048.738281 Iteration 108Q: 3 clusters Score -5707126 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36551 members Mstep: Class 2 contains 64623 members Entering Unmasked Estep Score: -5707154.500000 Penalty: 1048.738281 Iteration 109Q: 3 clusters Score -5707154 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36275 members Mstep: Class 2 contains 64899 members Entering Unmasked Estep Score: -5707162.500000 Penalty: 1048.738281 Iteration 110Q: 3 clusters Score -5707162 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36006 members Mstep: Class 2 contains 65168 members Entering Unmasked Estep Score: -5707179.000000 Penalty: 1048.738281 Iteration 111Q: 3 clusters Score -5707179 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35740 members Mstep: Class 2 contains 65434 members Entering Unmasked Estep Score: -5707206.000000 Penalty: 1048.738281 Iteration 112Q: 3 clusters Score -5707206 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35441 members Mstep: Class 2 contains 65733 members Entering Unmasked Estep Score: -5707231.500000 Penalty: 1048.738281 Iteration 113Q: 3 clusters Score -5707232 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35112 members Mstep: Class 2 contains 66062 members Entering Unmasked Estep Score: -5707259.500000 Penalty: 1048.738281 Iteration 114Q: 3 clusters Score -5707260 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34773 members Mstep: Class 2 contains 66401 members Entering Unmasked Estep Score: -5707277.000000 Penalty: 1048.738281 Iteration 115Q: 3 clusters Score -5707277 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34386 members Mstep: Class 2 contains 66788 members Entering Unmasked Estep Score: -5707321.000000 Penalty: 1048.738281 Iteration 116Q: 3 clusters Score -5707321 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33965 members Mstep: Class 2 contains 67209 members Entering Unmasked Estep Score: -5707361.500000 Penalty: 1048.738281 Iteration 117Q: 3 clusters Score -5707362 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33498 members Mstep: Class 2 contains 67676 members Entering Unmasked Estep Score: -5707401.000000 Penalty: 1048.738281 Iteration 118Q: 3 clusters Score -5707401 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32994 members Mstep: Class 2 contains 68180 members Entering Unmasked Estep Score: -5707465.500000 Penalty: 1048.738281 Iteration 119Q: 3 clusters Score -5707466 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32468 members Mstep: Class 2 contains 68706 members Entering Unmasked Estep Score: -5707571.000000 Penalty: 1048.738281 Iteration 120F: 3 clusters Score -5707571 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31893 members Mstep: Class 2 contains 69281 members Entering Unmasked Estep Score: -5707689.500000 Penalty: 1048.738281 Iteration 121Q: 3 clusters Score -5707690 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31251 members Mstep: Class 2 contains 69923 members Entering Unmasked Estep Score: -5707828.500000 Penalty: 1048.738281 Iteration 122Q: 3 clusters Score -5707828 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30520 members Mstep: Class 2 contains 70654 members Entering Unmasked Estep Score: -5708011.000000 Penalty: 1048.738281 Iteration 123Q: 3 clusters Score -5708011 nChanged 770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29752 members Mstep: Class 2 contains 71422 members Entering Unmasked Estep Score: -5708163.500000 Penalty: 1048.738281 Iteration 124Q: 3 clusters Score -5708164 nChanged 806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28946 members Mstep: Class 2 contains 72228 members Entering Unmasked Estep Score: -5708346.500000 Penalty: 1048.738281 Iteration 125Q: 3 clusters Score -5708346 nChanged 819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28127 members Mstep: Class 2 contains 73047 members Entering Unmasked Estep Score: -5708519.500000 Penalty: 1048.738281 Iteration 126Q: 3 clusters Score -5708520 nChanged 884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27243 members Mstep: Class 2 contains 73931 members Entering Unmasked Estep Score: -5708728.500000 Penalty: 1048.738281 Iteration 127Q: 3 clusters Score -5708728 nChanged 896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26347 members Mstep: Class 2 contains 74827 members Entering Unmasked Estep Score: -5708972.000000 Penalty: 1048.738281 Iteration 128Q: 3 clusters Score -5708972 nChanged 928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25423 members Mstep: Class 2 contains 75751 members Entering Unmasked Estep Score: -5709210.500000 Penalty: 1048.738281 Iteration 129Q: 3 clusters Score -5709210 nChanged 948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24475 members Mstep: Class 2 contains 76699 members Entering Unmasked Estep Score: -5709442.000000 Penalty: 1048.738281 Iteration 130Q: 3 clusters Score -5709442 nChanged 929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23548 members Mstep: Class 2 contains 77626 members Entering Unmasked Estep Score: -5709662.500000 Penalty: 1048.738281 Iteration 131Q: 3 clusters Score -5709662 nChanged 891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22657 members Mstep: Class 2 contains 78517 members Entering Unmasked Estep Score: -5709863.000000 Penalty: 1048.738281 Iteration 132Q: 3 clusters Score -5709863 nChanged 918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21739 members Mstep: Class 2 contains 79435 members Entering Unmasked Estep Score: -5710110.500000 Penalty: 1048.738281 Iteration 133Q: 3 clusters Score -5710110 nChanged 952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20791 members Mstep: Class 2 contains 80383 members Entering Unmasked Estep Score: -5710352.500000 Penalty: 1048.738281 Iteration 134Q: 3 clusters Score -5710352 nChanged 1009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19782 members Mstep: Class 2 contains 81392 members Entering Unmasked Estep Score: -5710593.000000 Penalty: 1048.738281 Iteration 135Q: 3 clusters Score -5710593 nChanged 1003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18779 members Mstep: Class 2 contains 82395 members Entering Unmasked Estep Score: -5710840.000000 Penalty: 1048.738281 Iteration 136Q: 3 clusters Score -5710840 nChanged 961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17818 members Mstep: Class 2 contains 83356 members Entering Unmasked Estep Score: -5711106.000000 Penalty: 1048.738281 Iteration 137Q: 3 clusters Score -5711106 nChanged 958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16860 members Mstep: Class 2 contains 84314 members Entering Unmasked Estep Score: -5711377.000000 Penalty: 1048.738281 Iteration 138Q: 3 clusters Score -5711377 nChanged 865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15995 members Mstep: Class 2 contains 85179 members Entering Unmasked Estep Score: -5711609.000000 Penalty: 1048.738281 Iteration 139Q: 3 clusters Score -5711609 nChanged 840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15157 members Mstep: Class 2 contains 86017 members Entering Unmasked Estep Score: -5711873.000000 Penalty: 1048.738281 Iteration 140F: 3 clusters Score -5711873 nChanged 857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14300 members Mstep: Class 2 contains 86874 members Entering Unmasked Estep Score: -5712118.500000 Penalty: 1048.738281 Iteration 141Q: 3 clusters Score -5712118 nChanged 835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13465 members Mstep: Class 2 contains 87709 members Entering Unmasked Estep Score: -5712325.000000 Penalty: 1048.738281 Iteration 142Q: 3 clusters Score -5712325 nChanged 825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12640 members Mstep: Class 2 contains 88534 members Entering Unmasked Estep Score: -5712589.000000 Penalty: 1048.738281 Iteration 143Q: 3 clusters Score -5712589 nChanged 811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11829 members Mstep: Class 2 contains 89345 members Entering Unmasked Estep Score: -5712777.500000 Penalty: 1048.738281 Iteration 144Q: 3 clusters Score -5712778 nChanged 786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11043 members Mstep: Class 2 contains 90131 members Entering Unmasked Estep Score: -5713027.500000 Penalty: 1048.738281 Iteration 145Q: 3 clusters Score -5713028 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10298 members Mstep: Class 2 contains 90876 members Entering Unmasked Estep Score: -5713251.500000 Penalty: 1048.738281 Iteration 146Q: 3 clusters Score -5713252 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9591 members Mstep: Class 2 contains 91583 members Entering Unmasked Estep Score: -5713445.000000 Penalty: 1048.738281 Iteration 147Q: 3 clusters Score -5713445 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8959 members Mstep: Class 2 contains 92215 members Entering Unmasked Estep Score: -5713628.500000 Penalty: 1048.738281 Iteration 148Q: 3 clusters Score -5713628 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8384 members Mstep: Class 2 contains 92790 members Entering Unmasked Estep Score: -5713776.500000 Penalty: 1048.738281 Iteration 149Q: 3 clusters Score -5713776 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7832 members Mstep: Class 2 contains 93342 members Entering Unmasked Estep Score: -5713935.000000 Penalty: 1048.738281 Iteration 150Q: 3 clusters Score -5713935 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7350 members Mstep: Class 2 contains 93824 members Entering Unmasked Estep Score: -5714031.000000 Penalty: 1048.738281 Iteration 151Q: 3 clusters Score -5714031 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6951 members Mstep: Class 2 contains 94223 members Entering Unmasked Estep Score: -5714105.500000 Penalty: 1048.738281 Iteration 152Q: 3 clusters Score -5714106 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6633 members Mstep: Class 2 contains 94541 members Entering Unmasked Estep Score: -5714142.000000 Penalty: 1048.738281 Iteration 153Q: 3 clusters Score -5714142 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6342 members Mstep: Class 2 contains 94832 members Entering Unmasked Estep Score: -5714199.500000 Penalty: 1048.738281 Iteration 154Q: 3 clusters Score -5714200 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6079 members Mstep: Class 2 contains 95095 members Entering Unmasked Estep Score: -5714237.500000 Penalty: 1048.738281 Iteration 155Q: 3 clusters Score -5714238 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5853 members Mstep: Class 2 contains 95321 members Entering Unmasked Estep Score: -5714241.000000 Penalty: 1048.738281 Iteration 156Q: 3 clusters Score -5714241 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5661 members Mstep: Class 2 contains 95513 members Entering Unmasked Estep Score: -5714263.000000 Penalty: 1048.738281 Iteration 157Q: 3 clusters Score -5714263 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5477 members Mstep: Class 2 contains 95697 members Entering Unmasked Estep Score: -5714312.000000 Penalty: 1048.738281 Iteration 158Q: 3 clusters Score -5714312 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5319 members Mstep: Class 2 contains 95855 members Entering Unmasked Estep Score: -5714312.000000 Penalty: 1048.738281 Iteration 159Q: 3 clusters Score -5714312 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5171 members Mstep: Class 2 contains 96003 members Entering Unmasked Estep Score: -5714299.500000 Penalty: 1048.738281 Iteration 160F: 3 clusters Score -5714300 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5041 members Mstep: Class 2 contains 96133 members Entering Unmasked Estep Score: -5714315.000000 Penalty: 1048.738281 Iteration 161Q: 3 clusters Score -5714315 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4932 members Mstep: Class 2 contains 96242 members Entering Unmasked Estep Score: -5714311.500000 Penalty: 1048.738281 Iteration 162Q: 3 clusters Score -5714312 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4835 members Mstep: Class 2 contains 96339 members Entering Unmasked Estep Score: -5714327.000000 Penalty: 1048.738281 Iteration 163Q: 3 clusters Score -5714327 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4746 members Mstep: Class 2 contains 96428 members Entering Unmasked Estep Score: -5714326.000000 Penalty: 1048.738281 Iteration 164Q: 3 clusters Score -5714326 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4679 members Mstep: Class 2 contains 96495 members Entering Unmasked Estep Score: -5714344.500000 Penalty: 1048.738281 Iteration 165Q: 3 clusters Score -5714344 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4618 members Mstep: Class 2 contains 96556 members Entering Unmasked Estep Score: -5714346.500000 Penalty: 1048.738281 Iteration 166Q: 3 clusters Score -5714346 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4572 members Mstep: Class 2 contains 96602 members Entering Unmasked Estep Score: -5714345.500000 Penalty: 1048.738281 Iteration 167Q: 3 clusters Score -5714346 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4526 members Mstep: Class 2 contains 96648 members Entering Unmasked Estep Score: -5714363.500000 Penalty: 1048.738281 Iteration 168Q: 3 clusters Score -5714364 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4492 members Mstep: Class 2 contains 96682 members Entering Unmasked Estep Score: -5714367.000000 Penalty: 1048.738281 Iteration 169Q: 3 clusters Score -5714367 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4458 members Mstep: Class 2 contains 96716 members Entering Unmasked Estep Score: -5714379.000000 Penalty: 1048.738281 Iteration 170Q: 3 clusters Score -5714379 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4423 members Mstep: Class 2 contains 96751 members Entering Unmasked Estep Score: -5714376.500000 Penalty: 1048.738281 Iteration 171Q: 3 clusters Score -5714376 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4388 members Mstep: Class 2 contains 96786 members Entering Unmasked Estep Score: -5714384.500000 Penalty: 1048.738281 Iteration 172Q: 3 clusters Score -5714384 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4349 members Mstep: Class 2 contains 96825 members Entering Unmasked Estep Score: -5714378.000000 Penalty: 1048.738281 Iteration 173Q: 3 clusters Score -5714378 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4314 members Mstep: Class 2 contains 96860 members Entering Unmasked Estep Score: -5714382.500000 Penalty: 1048.738281 Iteration 174Q: 3 clusters Score -5714382 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4281 members Mstep: Class 2 contains 96893 members Entering Unmasked Estep Score: -5714389.000000 Penalty: 1048.738281 Iteration 175Q: 3 clusters Score -5714389 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4241 members Mstep: Class 2 contains 96933 members Entering Unmasked Estep Score: -5714404.000000 Penalty: 1048.738281 Iteration 176Q: 3 clusters Score -5714404 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4204 members Mstep: Class 2 contains 96970 members Entering Unmasked Estep Score: -5714397.000000 Penalty: 1048.738281 Iteration 177Q: 3 clusters Score -5714397 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4167 members Mstep: Class 2 contains 97007 members Entering Unmasked Estep Score: -5714412.000000 Penalty: 1048.738281 Iteration 178Q: 3 clusters Score -5714412 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4133 members Mstep: Class 2 contains 97041 members Entering Unmasked Estep Score: -5714413.000000 Penalty: 1048.738281 Iteration 179Q: 3 clusters Score -5714413 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4098 members Mstep: Class 2 contains 97076 members Entering Unmasked Estep Score: -5714402.000000 Penalty: 1048.738281 Iteration 180F: 3 clusters Score -5714402 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4047 members Mstep: Class 2 contains 97127 members Entering Unmasked Estep Score: -5714411.000000 Penalty: 1048.738281 Iteration 181Q: 3 clusters Score -5714411 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3999 members Mstep: Class 2 contains 97175 members Entering Unmasked Estep Score: -5714427.000000 Penalty: 1048.738281 Iteration 182Q: 3 clusters Score -5714427 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3959 members Mstep: Class 2 contains 97215 members Entering Unmasked Estep Score: -5714437.500000 Penalty: 1048.738281 Iteration 183Q: 3 clusters Score -5714438 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3920 members Mstep: Class 2 contains 97254 members Entering Unmasked Estep Score: -5714453.000000 Penalty: 1048.738281 Iteration 184Q: 3 clusters Score -5714453 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3887 members Mstep: Class 2 contains 97287 members Entering Unmasked Estep Score: -5714454.500000 Penalty: 1048.738281 Iteration 185Q: 3 clusters Score -5714454 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3869 members Mstep: Class 2 contains 97305 members Entering Unmasked Estep Score: -5714457.000000 Penalty: 1048.738281 Iteration 186Q: 3 clusters Score -5714457 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3857 members Mstep: Class 2 contains 97317 members Entering Unmasked Estep Score: -5714463.000000 Penalty: 1048.738281 Iteration 187Q: 3 clusters Score -5714463 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3842 members Mstep: Class 2 contains 97332 members Entering Unmasked Estep Score: -5714469.500000 Penalty: 1048.738281 Iteration 188Q: 3 clusters Score -5714470 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3822 members Mstep: Class 2 contains 97352 members Entering Unmasked Estep Score: -5714475.000000 Penalty: 1048.738281 Iteration 189Q: 3 clusters Score -5714475 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3803 members Mstep: Class 2 contains 97371 members Entering Unmasked Estep Score: -5714465.000000 Penalty: 1048.738281 Iteration 190Q: 3 clusters Score -5714465 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3780 members Mstep: Class 2 contains 97394 members Entering Unmasked Estep Score: -5714471.000000 Penalty: 1048.738281 Iteration 191Q: 3 clusters Score -5714471 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3764 members Mstep: Class 2 contains 97410 members Entering Unmasked Estep Score: -5714471.500000 Penalty: 1048.738281 Iteration 192Q: 3 clusters Score -5714472 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3751 members Mstep: Class 2 contains 97423 members Entering Unmasked Estep Score: -5714476.000000 Penalty: 1048.738281 Iteration 193Q: 3 clusters Score -5714476 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3742 members Mstep: Class 2 contains 97432 members Entering Unmasked Estep Score: -5714477.000000 Penalty: 1048.738281 Iteration 194Q: 3 clusters Score -5714477 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3737 members Mstep: Class 2 contains 97437 members Entering Unmasked Estep Score: -5714479.000000 Penalty: 1048.738281 Iteration 195Q: 3 clusters Score -5714479 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3731 members Mstep: Class 2 contains 97443 members Entering Unmasked Estep Score: -5714474.500000 Penalty: 1048.738281 Iteration 196Q: 3 clusters Score -5714474 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3725 members Mstep: Class 2 contains 97449 members Entering Unmasked Estep Score: -5714472.500000 Penalty: 1048.738281 Iteration 197Q: 3 clusters Score -5714472 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3718 members Mstep: Class 2 contains 97456 members Entering Unmasked Estep Score: -5714469.000000 Penalty: 1048.738281 Iteration 198Q: 3 clusters Score -5714469 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3714 members Mstep: Class 2 contains 97460 members Entering Unmasked Estep Score: -5714470.000000 Penalty: 1048.738281 Iteration 199Q: 3 clusters Score -5714470 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3712 members Mstep: Class 2 contains 97462 members Entering Unmasked Estep Score: -5714472.500000 Penalty: 1048.738281 Iteration 200F: 3 clusters Score -5714472 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1175 members Mstep: Class 1 contains 12732 members Mstep: Class 2 contains 189 members Mstep: Class 3 contains 569 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 183 members Mstep: Class 6 contains 1122 members Mstep: Class 7 contains 490 members Mstep: Class 8 contains 376 members Mstep: Class 9 contains 1024 members Mstep: Class 10 contains 306 members Mstep: Class 11 contains 1502 members Mstep: Class 12 contains 408 members Mstep: Class 13 contains 15431 members Mstep: Class 14 contains 29 members Mstep: Class 15 contains 310 members Mstep: Class 16 contains 149 members Mstep: Class 17 contains 2547 members Mstep: Class 18 contains 3712 members Mstep: Class 19 contains 525 members Mstep: Class 20 contains 2566 members Mstep: Class 21 contains 703 members Mstep: Class 22 contains 1059 members Mstep: Class 23 contains 97462 members Entering Unmasked Estep Score: -7909493.000000 Penalty: 12435.456055 Splitting cluster 18 changes total score from -7907106.500000 to -7909493.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 19 (525 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Entering Unmasked Estep Score: -26789.484375 Penalty: 284.984619 Iteration 0F: 2 clusters Score -26789.48 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -26278.359375 Penalty: 569.969238 Iteration 0F: 3 clusters Score -26278.36 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -26409.980469 Penalty: 569.969238 Iteration 1F: 3 clusters Score -26409.98 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -26459.017578 Penalty: 569.969238 Iteration 2F: 3 clusters Score -26459.02 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -26497.515625 Penalty: 569.969238 Iteration 3F: 3 clusters Score -26497.52 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -26520.285156 Penalty: 569.969238 Iteration 4Q: 3 clusters Score -26520.29 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -26535.462891 Penalty: 569.969238 Iteration 5Q: 3 clusters Score -26535.46 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -26551.326172 Penalty: 569.969238 Iteration 6Q: 3 clusters Score -26551.33 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -26560.052734 Penalty: 569.969238 Iteration 7Q: 3 clusters Score -26560.05 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -26567.640625 Penalty: 569.969238 Iteration 8Q: 3 clusters Score -26567.64 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -26573.087891 Penalty: 569.969238 Iteration 9Q: 3 clusters Score -26573.09 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -26576.287109 Penalty: 569.969238 Iteration 10Q: 3 clusters Score -26576.29 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -26582.126953 Penalty: 569.969238 Iteration 11Q: 3 clusters Score -26582.13 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -26588.240234 Penalty: 569.969238 Iteration 12Q: 3 clusters Score -26588.24 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -26592.318359 Penalty: 569.969238 Iteration 13Q: 3 clusters Score -26592.32 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -26593.628906 Penalty: 569.969238 Iteration 14Q: 3 clusters Score -26593.63 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -26594.152344 Penalty: 569.969238 Iteration 15Q: 3 clusters Score -26594.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -26594.152344 Penalty: 569.969238 Iteration 16F: 3 clusters Score -26594.15 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (2566 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2566 members Entering Unmasked Estep Score: -140061.593750 Penalty: 357.179718 Iteration 0F: 2 clusters Score -140061.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -138235.343750 Penalty: 714.359436 Iteration 0F: 3 clusters Score -138235.3 nChanged 1125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -138869.531250 Penalty: 714.359436 Iteration 1F: 3 clusters Score -138869.5 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -139003.421875 Penalty: 714.359436 Iteration 2F: 3 clusters Score -139003.4 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -139110.906250 Penalty: 714.359436 Iteration 3F: 3 clusters Score -139110.9 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -139215.375000 Penalty: 714.359436 Iteration 4F: 3 clusters Score -139215.4 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -139306.125000 Penalty: 714.359436 Iteration 5F: 3 clusters Score -139306.1 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -139383.500000 Penalty: 714.359436 Iteration 6Q: 3 clusters Score -139383.5 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -139449.218750 Penalty: 714.359436 Iteration 7Q: 3 clusters Score -139449.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -139491.406250 Penalty: 714.359436 Iteration 8Q: 3 clusters Score -139491.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -139522.734375 Penalty: 714.359436 Iteration 9Q: 3 clusters Score -139522.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -139544.015625 Penalty: 714.359436 Iteration 10Q: 3 clusters Score -139544 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -139562.953125 Penalty: 714.359436 Iteration 11Q: 3 clusters Score -139563 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -139575.718750 Penalty: 714.359436 Iteration 12Q: 3 clusters Score -139575.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -139584.296875 Penalty: 714.359436 Iteration 13Q: 3 clusters Score -139584.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -139589.890625 Penalty: 714.359436 Iteration 14Q: 3 clusters Score -139589.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -139593.765625 Penalty: 714.359436 Iteration 15Q: 3 clusters Score -139593.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -139596.906250 Penalty: 714.359436 Iteration 16Q: 3 clusters Score -139596.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -139602.031250 Penalty: 714.359436 Iteration 17Q: 3 clusters Score -139602 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -139608.593750 Penalty: 714.359436 Iteration 18Q: 3 clusters Score -139608.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -139612.546875 Penalty: 714.359436 Iteration 19Q: 3 clusters Score -139612.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -139617.828125 Penalty: 714.359436 Iteration 20F: 3 clusters Score -139617.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -139620.828125 Penalty: 714.359436 Iteration 21Q: 3 clusters Score -139620.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -139621.515625 Penalty: 714.359436 Iteration 22Q: 3 clusters Score -139621.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -139621.484375 Penalty: 714.359436 Iteration 23Q: 3 clusters Score -139621.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -139621.843750 Penalty: 714.359436 Iteration 24Q: 3 clusters Score -139621.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -139621.984375 Penalty: 714.359436 Iteration 25Q: 3 clusters Score -139622 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -139622.125000 Penalty: 714.359436 Iteration 26Q: 3 clusters Score -139622.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -139622.203125 Penalty: 714.359436 Iteration 27Q: 3 clusters Score -139622.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -139622.328125 Penalty: 714.359436 Iteration 28Q: 3 clusters Score -139622.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -139623.187500 Penalty: 714.359436 Iteration 29Q: 3 clusters Score -139623.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -139624.718750 Penalty: 714.359436 Iteration 30Q: 3 clusters Score -139624.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -139625.265625 Penalty: 714.359436 Iteration 31Q: 3 clusters Score -139625.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -139625.875000 Penalty: 714.359436 Iteration 32Q: 3 clusters Score -139625.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -139628.250000 Penalty: 714.359436 Iteration 33Q: 3 clusters Score -139628.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -139629.140625 Penalty: 714.359436 Iteration 34Q: 3 clusters Score -139629.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -139630.093750 Penalty: 714.359436 Iteration 35Q: 3 clusters Score -139630.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -139630.562500 Penalty: 714.359436 Iteration 36Q: 3 clusters Score -139630.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -139631.421875 Penalty: 714.359436 Iteration 37Q: 3 clusters Score -139631.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -139631.359375 Penalty: 714.359436 Iteration 38Q: 3 clusters Score -139631.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -139631.453125 Penalty: 714.359436 Iteration 39Q: 3 clusters Score -139631.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -139631.453125 Penalty: 714.359436 Iteration 40F: 3 clusters Score -139631.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1175 members Mstep: Class 1 contains 12732 members Mstep: Class 2 contains 189 members Mstep: Class 3 contains 569 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 183 members Mstep: Class 6 contains 1122 members Mstep: Class 7 contains 490 members Mstep: Class 8 contains 376 members Mstep: Class 9 contains 1024 members Mstep: Class 10 contains 306 members Mstep: Class 11 contains 1502 members Mstep: Class 12 contains 408 members Mstep: Class 13 contains 15431 members Mstep: Class 16 contains 149 members Mstep: Class 17 contains 2547 members Mstep: Class 18 contains 3712 members Mstep: Class 19 contains 525 members Mstep: Class 20 contains 2566 members Entering Unmasked Estep ConsiderDeletion Deleting Class 14. Lose 360.695984 but Gain 540.671875 Score: -7909998.000000 Penalty: 11894.784180 Iteration 79Q: 23 clusters Score -7909998 nChanged 876 Entering Unmasked Mstep Mstep: Class 0 contains 1175 members Mstep: Class 1 contains 12732 members Mstep: Class 2 contains 190 members Mstep: Class 3 contains 565 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1128 members Mstep: Class 7 contains 489 members Mstep: Class 8 contains 376 members Mstep: Class 9 contains 1026 members Mstep: Class 10 contains 306 members Mstep: Class 11 contains 1497 members Mstep: Class 12 contains 477 members Mstep: Class 13 contains 15695 members Mstep: Class 15 contains 310 members Mstep: Class 16 contains 148 members Mstep: Class 17 contains 2488 members Mstep: Class 18 contains 3807 members Mstep: Class 19 contains 525 members Mstep: Class 20 contains 2566 members Mstep: Class 21 contains 731 members Mstep: Class 22 contains 1065 members Mstep: Class 23 contains 97089 members Entering Unmasked Estep ConsiderDeletion Score: -7910515.000000 Penalty: 11894.784180 Iteration 80F: 23 clusters Score -7910515 nChanged 903 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 12510 members Mstep: Class 2 contains 176 members Mstep: Class 3 contains 562 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1130 members Mstep: Class 7 contains 488 members Mstep: Class 8 contains 377 members Mstep: Class 9 contains 1024 members Mstep: Class 10 contains 304 members Mstep: Class 11 contains 1497 members Mstep: Class 12 contains 525 members Mstep: Class 13 contains 15886 members Mstep: Class 15 contains 330 members Mstep: Class 16 contains 150 members Mstep: Class 17 contains 2424 members Mstep: Class 18 contains 3837 members Mstep: Class 19 contains 525 members Mstep: Class 20 contains 2562 members Mstep: Class 21 contains 730 members Mstep: Class 22 contains 1117 members Mstep: Class 23 contains 97059 members Entering Unmasked Estep ConsiderDeletion Score: -7910827.500000 Penalty: 11894.784180 Iteration 81Q: 23 clusters Score -7910828 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 12336 members Mstep: Class 2 contains 167 members Mstep: Class 3 contains 562 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1134 members Mstep: Class 7 contains 487 members Mstep: Class 8 contains 377 members Mstep: Class 9 contains 1023 members Mstep: Class 10 contains 302 members Mstep: Class 11 contains 1495 members Mstep: Class 12 contains 571 members Mstep: Class 13 contains 16065 members Mstep: Class 15 contains 343 members Mstep: Class 16 contains 151 members Mstep: Class 17 contains 2365 members Mstep: Class 18 contains 3875 members Mstep: Class 19 contains 524 members Mstep: Class 20 contains 2559 members Mstep: Class 21 contains 730 members Mstep: Class 22 contains 1163 members Mstep: Class 23 contains 96984 members Entering Unmasked Estep ConsiderDeletion Score: -7910973.000000 Penalty: 11894.784180 Iteration 82Q: 23 clusters Score -7910973 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 12197 members Mstep: Class 2 contains 165 members Mstep: Class 3 contains 564 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1138 members Mstep: Class 7 contains 486 members Mstep: Class 8 contains 377 members Mstep: Class 9 contains 1023 members Mstep: Class 10 contains 300 members Mstep: Class 11 contains 1496 members Mstep: Class 12 contains 610 members Mstep: Class 13 contains 16233 members Mstep: Class 15 contains 348 members Mstep: Class 16 contains 148 members Mstep: Class 17 contains 2299 members Mstep: Class 18 contains 3913 members Mstep: Class 19 contains 524 members Mstep: Class 20 contains 2557 members Mstep: Class 21 contains 730 members Mstep: Class 22 contains 1207 members Mstep: Class 23 contains 96898 members Entering Unmasked Estep ConsiderDeletion Score: -7911084.500000 Penalty: 11894.784180 Iteration 83Q: 23 clusters Score -7911084 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 12076 members Mstep: Class 2 contains 164 members Mstep: Class 3 contains 565 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1144 members Mstep: Class 7 contains 486 members Mstep: Class 8 contains 377 members Mstep: Class 9 contains 1022 members Mstep: Class 10 contains 300 members Mstep: Class 11 contains 1492 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 16376 members Mstep: Class 15 contains 349 members Mstep: Class 16 contains 148 members Mstep: Class 17 contains 2235 members Mstep: Class 18 contains 3955 members Mstep: Class 19 contains 524 members Mstep: Class 20 contains 2555 members Mstep: Class 21 contains 730 members Mstep: Class 22 contains 1259 members Mstep: Class 23 contains 96804 members Entering Unmasked Estep ConsiderDeletion Score: -7911198.000000 Penalty: 11894.784180 Iteration 84Q: 23 clusters Score -7911198 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11992 members Mstep: Class 2 contains 164 members Mstep: Class 3 contains 565 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1148 members Mstep: Class 7 contains 486 members Mstep: Class 8 contains 377 members Mstep: Class 9 contains 1023 members Mstep: Class 10 contains 301 members Mstep: Class 11 contains 1490 members Mstep: Class 12 contains 678 members Mstep: Class 13 contains 16532 members Mstep: Class 15 contains 349 members Mstep: Class 16 contains 148 members Mstep: Class 17 contains 2162 members Mstep: Class 18 contains 4002 members Mstep: Class 19 contains 523 members Mstep: Class 20 contains 2553 members Mstep: Class 21 contains 730 members Mstep: Class 22 contains 1297 members Mstep: Class 23 contains 96693 members Entering Unmasked Estep ConsiderDeletion Score: -7911256.000000 Penalty: 11894.784180 Iteration 85Q: 23 clusters Score -7911256 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11936 members Mstep: Class 2 contains 164 members Mstep: Class 3 contains 568 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1151 members Mstep: Class 7 contains 486 members Mstep: Class 8 contains 377 members Mstep: Class 9 contains 1023 members Mstep: Class 10 contains 302 members Mstep: Class 11 contains 1489 members Mstep: Class 12 contains 703 members Mstep: Class 13 contains 16670 members Mstep: Class 15 contains 349 members Mstep: Class 16 contains 147 members Mstep: Class 17 contains 2084 members Mstep: Class 18 contains 4040 members Mstep: Class 19 contains 523 members Mstep: Class 20 contains 2552 members Mstep: Class 21 contains 730 members Mstep: Class 22 contains 1326 members Mstep: Class 23 contains 96593 members Entering Unmasked Estep ConsiderDeletion Score: -7911294.500000 Penalty: 11894.784180 Iteration 86Q: 23 clusters Score -7911294 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11878 members Mstep: Class 2 contains 165 members Mstep: Class 3 contains 569 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1156 members Mstep: Class 7 contains 486 members Mstep: Class 8 contains 377 members Mstep: Class 9 contains 1023 members Mstep: Class 10 contains 301 members Mstep: Class 11 contains 1487 members Mstep: Class 12 contains 721 members Mstep: Class 13 contains 16801 members Mstep: Class 15 contains 349 members Mstep: Class 16 contains 146 members Mstep: Class 17 contains 2023 members Mstep: Class 18 contains 4086 members Mstep: Class 19 contains 523 members Mstep: Class 20 contains 2551 members Mstep: Class 21 contains 730 members Mstep: Class 22 contains 1349 members Mstep: Class 23 contains 96492 members Entering Unmasked Estep ConsiderDeletion Score: -7911338.500000 Penalty: 11894.784180 Iteration 87Q: 23 clusters Score -7911338 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11827 members Mstep: Class 2 contains 166 members Mstep: Class 3 contains 572 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1160 members Mstep: Class 7 contains 486 members Mstep: Class 8 contains 377 members Mstep: Class 9 contains 1019 members Mstep: Class 10 contains 300 members Mstep: Class 11 contains 1485 members Mstep: Class 12 contains 730 members Mstep: Class 13 contains 16930 members Mstep: Class 15 contains 349 members Mstep: Class 16 contains 145 members Mstep: Class 17 contains 1969 members Mstep: Class 18 contains 4133 members Mstep: Class 19 contains 523 members Mstep: Class 20 contains 2551 members Mstep: Class 21 contains 730 members Mstep: Class 22 contains 1363 members Mstep: Class 23 contains 96398 members Entering Unmasked Estep ConsiderDeletion Score: -7911368.000000 Penalty: 11894.784180 Iteration 88Q: 23 clusters Score -7911368 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11801 members Mstep: Class 2 contains 166 members Mstep: Class 3 contains 573 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1163 members Mstep: Class 7 contains 486 members Mstep: Class 8 contains 377 members Mstep: Class 9 contains 1015 members Mstep: Class 10 contains 300 members Mstep: Class 11 contains 1484 members Mstep: Class 12 contains 733 members Mstep: Class 13 contains 17051 members Mstep: Class 15 contains 349 members Mstep: Class 16 contains 143 members Mstep: Class 17 contains 1905 members Mstep: Class 18 contains 4185 members Mstep: Class 19 contains 523 members Mstep: Class 20 contains 2551 members Mstep: Class 21 contains 730 members Mstep: Class 22 contains 1381 members Mstep: Class 23 contains 96297 members Entering Unmasked Estep ConsiderDeletion Score: -7911420.000000 Penalty: 11894.784180 Iteration 89Q: 23 clusters Score -7911420 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11772 members Mstep: Class 2 contains 166 members Mstep: Class 3 contains 573 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1166 members Mstep: Class 7 contains 486 members Mstep: Class 8 contains 377 members Mstep: Class 9 contains 1012 members Mstep: Class 10 contains 300 members Mstep: Class 11 contains 1482 members Mstep: Class 12 contains 736 members Mstep: Class 13 contains 17155 members Mstep: Class 15 contains 349 members Mstep: Class 16 contains 142 members Mstep: Class 17 contains 1835 members Mstep: Class 18 contains 4228 members Mstep: Class 19 contains 523 members Mstep: Class 20 contains 2551 members Mstep: Class 21 contains 730 members Mstep: Class 22 contains 1396 members Mstep: Class 23 contains 96234 members Entering Unmasked Estep ConsiderDeletion Score: -7911459.000000 Penalty: 11894.784180 Iteration 90Q: 23 clusters Score -7911459 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11744 members Mstep: Class 2 contains 166 members Mstep: Class 3 contains 574 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1167 members Mstep: Class 7 contains 486 members Mstep: Class 8 contains 377 members Mstep: Class 9 contains 1009 members Mstep: Class 10 contains 300 members Mstep: Class 11 contains 1481 members Mstep: Class 12 contains 737 members Mstep: Class 13 contains 17232 members Mstep: Class 15 contains 349 members Mstep: Class 16 contains 142 members Mstep: Class 17 contains 1772 members Mstep: Class 18 contains 4275 members Mstep: Class 19 contains 523 members Mstep: Class 20 contains 2551 members Mstep: Class 21 contains 730 members Mstep: Class 22 contains 1408 members Mstep: Class 23 contains 96190 members Entering Unmasked Estep ConsiderDeletion Score: -7911473.500000 Penalty: 11894.784180 Iteration 91Q: 23 clusters Score -7911474 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11737 members Mstep: Class 2 contains 166 members Mstep: Class 3 contains 573 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1169 members Mstep: Class 7 contains 486 members Mstep: Class 8 contains 377 members Mstep: Class 9 contains 1005 members Mstep: Class 10 contains 300 members Mstep: Class 11 contains 1479 members Mstep: Class 12 contains 738 members Mstep: Class 13 contains 17297 members Mstep: Class 15 contains 349 members Mstep: Class 16 contains 142 members Mstep: Class 17 contains 1711 members Mstep: Class 18 contains 4322 members Mstep: Class 19 contains 523 members Mstep: Class 20 contains 2552 members Mstep: Class 21 contains 730 members Mstep: Class 22 contains 1417 members Mstep: Class 23 contains 96140 members Entering Unmasked Estep ConsiderDeletion Score: -7911494.500000 Penalty: 11894.784180 Iteration 92Q: 23 clusters Score -7911494 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11738 members Mstep: Class 2 contains 166 members Mstep: Class 3 contains 573 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1171 members Mstep: Class 7 contains 486 members Mstep: Class 8 contains 377 members Mstep: Class 9 contains 1003 members Mstep: Class 10 contains 300 members Mstep: Class 11 contains 1478 members Mstep: Class 12 contains 737 members Mstep: Class 13 contains 17359 members Mstep: Class 15 contains 349 members Mstep: Class 16 contains 141 members Mstep: Class 17 contains 1652 members Mstep: Class 18 contains 4378 members Mstep: Class 19 contains 523 members Mstep: Class 20 contains 2552 members Mstep: Class 21 contains 730 members Mstep: Class 22 contains 1425 members Mstep: Class 23 contains 96075 members Entering Unmasked Estep ConsiderDeletion Score: -7911568.000000 Penalty: 11894.784180 Iteration 93Q: 23 clusters Score -7911568 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11742 members Mstep: Class 2 contains 166 members Mstep: Class 3 contains 573 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1173 members Mstep: Class 7 contains 486 members Mstep: Class 8 contains 377 members Mstep: Class 9 contains 1002 members Mstep: Class 10 contains 300 members Mstep: Class 11 contains 1476 members Mstep: Class 12 contains 737 members Mstep: Class 13 contains 17416 members Mstep: Class 15 contains 349 members Mstep: Class 16 contains 141 members Mstep: Class 17 contains 1585 members Mstep: Class 18 contains 4430 members Mstep: Class 19 contains 523 members Mstep: Class 20 contains 2552 members Mstep: Class 21 contains 730 members Mstep: Class 22 contains 1431 members Mstep: Class 23 contains 96024 members Entering Unmasked Estep ConsiderDeletion Score: -7911593.500000 Penalty: 11894.784180 Iteration 94Q: 23 clusters Score -7911594 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11741 members Mstep: Class 2 contains 166 members Mstep: Class 3 contains 571 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1174 members Mstep: Class 7 contains 486 members Mstep: Class 8 contains 377 members Mstep: Class 9 contains 1000 members Mstep: Class 10 contains 300 members Mstep: Class 11 contains 1476 members Mstep: Class 12 contains 737 members Mstep: Class 13 contains 17470 members Mstep: Class 15 contains 349 members Mstep: Class 16 contains 140 members Mstep: Class 17 contains 1524 members Mstep: Class 18 contains 4471 members Mstep: Class 19 contains 523 members Mstep: Class 20 contains 2553 members Mstep: Class 21 contains 730 members Mstep: Class 22 contains 1432 members Mstep: Class 23 contains 95993 members Entering Unmasked Estep ConsiderDeletion Score: -7911620.500000 Penalty: 11894.784180 Iteration 95Q: 23 clusters Score -7911620 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11737 members Mstep: Class 2 contains 166 members Mstep: Class 3 contains 568 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1175 members Mstep: Class 7 contains 486 members Mstep: Class 8 contains 377 members Mstep: Class 9 contains 1001 members Mstep: Class 10 contains 300 members Mstep: Class 11 contains 1475 members Mstep: Class 12 contains 736 members Mstep: Class 13 contains 17526 members Mstep: Class 15 contains 349 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1471 members Mstep: Class 18 contains 4502 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2554 members Mstep: Class 21 contains 730 members Mstep: Class 22 contains 1432 members Mstep: Class 23 contains 95967 members Entering Unmasked Estep ConsiderDeletion Score: -7911673.000000 Penalty: 11894.784180 Iteration 96Q: 23 clusters Score -7911673 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11721 members Mstep: Class 2 contains 166 members Mstep: Class 3 contains 564 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1178 members Mstep: Class 7 contains 486 members Mstep: Class 8 contains 377 members Mstep: Class 9 contains 1001 members Mstep: Class 10 contains 300 members Mstep: Class 11 contains 1472 members Mstep: Class 12 contains 735 members Mstep: Class 13 contains 17578 members Mstep: Class 15 contains 349 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1436 members Mstep: Class 18 contains 4525 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2554 members Mstep: Class 21 contains 730 members Mstep: Class 22 contains 1431 members Mstep: Class 23 contains 95949 members Entering Unmasked Estep ConsiderDeletion Score: -7911700.000000 Penalty: 11894.784180 Iteration 97Q: 23 clusters Score -7911700 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11677 members Mstep: Class 2 contains 166 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1180 members Mstep: Class 7 contains 486 members Mstep: Class 8 contains 377 members Mstep: Class 9 contains 1000 members Mstep: Class 10 contains 300 members Mstep: Class 11 contains 1470 members Mstep: Class 12 contains 735 members Mstep: Class 13 contains 17622 members Mstep: Class 15 contains 349 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1414 members Mstep: Class 18 contains 4560 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2554 members Mstep: Class 21 contains 730 members Mstep: Class 22 contains 1429 members Mstep: Class 23 contains 95940 members Entering Unmasked Estep ConsiderDeletion Score: -7911696.000000 Penalty: 11894.784180 Iteration 98Q: 23 clusters Score -7911696 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11659 members Mstep: Class 2 contains 166 members Mstep: Class 3 contains 562 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1182 members Mstep: Class 7 contains 486 members Mstep: Class 8 contains 377 members Mstep: Class 9 contains 999 members Mstep: Class 10 contains 300 members Mstep: Class 11 contains 1467 members Mstep: Class 12 contains 736 members Mstep: Class 13 contains 17645 members Mstep: Class 15 contains 349 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1383 members Mstep: Class 18 contains 4597 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2555 members Mstep: Class 21 contains 730 members Mstep: Class 22 contains 1428 members Mstep: Class 23 contains 95931 members Entering Unmasked Estep ConsiderDeletion Score: -7911699.000000 Penalty: 11894.784180 Iteration 99Q: 23 clusters Score -7911699 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11631 members Mstep: Class 2 contains 166 members Mstep: Class 3 contains 562 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1184 members Mstep: Class 7 contains 486 members Mstep: Class 8 contains 377 members Mstep: Class 9 contains 998 members Mstep: Class 10 contains 300 members Mstep: Class 11 contains 1465 members Mstep: Class 12 contains 736 members Mstep: Class 13 contains 17669 members Mstep: Class 15 contains 349 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1346 members Mstep: Class 18 contains 4628 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2555 members Mstep: Class 21 contains 730 members Mstep: Class 22 contains 1429 members Mstep: Class 23 contains 95941 members Entering Unmasked Estep ConsiderDeletion Score: -7911737.000000 Penalty: 11894.784180 Iteration 100F: 23 clusters Score -7911737 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11602 members Mstep: Class 2 contains 166 members Mstep: Class 3 contains 562 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1186 members Mstep: Class 7 contains 486 members Mstep: Class 8 contains 377 members Mstep: Class 9 contains 998 members Mstep: Class 10 contains 300 members Mstep: Class 11 contains 1463 members Mstep: Class 12 contains 737 members Mstep: Class 13 contains 17692 members Mstep: Class 15 contains 349 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1314 members Mstep: Class 18 contains 4655 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2555 members Mstep: Class 21 contains 730 members Mstep: Class 22 contains 1430 members Mstep: Class 23 contains 95950 members Entering Unmasked Estep ConsiderDeletion Score: -7911749.500000 Penalty: 11894.784180 Iteration 101Q: 23 clusters Score -7911750 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11575 members Mstep: Class 2 contains 166 members Mstep: Class 3 contains 562 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1187 members Mstep: Class 7 contains 486 members Mstep: Class 8 contains 377 members Mstep: Class 9 contains 998 members Mstep: Class 10 contains 300 members Mstep: Class 11 contains 1462 members Mstep: Class 12 contains 737 members Mstep: Class 13 contains 17713 members Mstep: Class 15 contains 349 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1287 members Mstep: Class 18 contains 4681 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2555 members Mstep: Class 21 contains 730 members Mstep: Class 22 contains 1431 members Mstep: Class 23 contains 95956 members Entering Unmasked Estep ConsiderDeletion Score: -7911766.500000 Penalty: 11894.784180 Iteration 102Q: 23 clusters Score -7911766 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11562 members Mstep: Class 2 contains 166 members Mstep: Class 3 contains 562 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1189 members Mstep: Class 7 contains 486 members Mstep: Class 8 contains 377 members Mstep: Class 9 contains 998 members Mstep: Class 10 contains 300 members Mstep: Class 11 contains 1460 members Mstep: Class 12 contains 737 members Mstep: Class 13 contains 17730 members Mstep: Class 15 contains 349 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1266 members Mstep: Class 18 contains 4708 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2555 members Mstep: Class 21 contains 730 members Mstep: Class 22 contains 1431 members Mstep: Class 23 contains 95946 members Entering Unmasked Estep ConsiderDeletion Score: -7911748.000000 Penalty: 11894.784180 Iteration 103Q: 23 clusters Score -7911748 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11548 members Mstep: Class 2 contains 166 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1192 members Mstep: Class 7 contains 486 members Mstep: Class 8 contains 377 members Mstep: Class 9 contains 998 members Mstep: Class 10 contains 300 members Mstep: Class 11 contains 1457 members Mstep: Class 12 contains 737 members Mstep: Class 13 contains 17755 members Mstep: Class 15 contains 349 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1247 members Mstep: Class 18 contains 4724 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2555 members Mstep: Class 21 contains 730 members Mstep: Class 22 contains 1431 members Mstep: Class 23 contains 95937 members Entering Unmasked Estep ConsiderDeletion Score: -7911750.500000 Penalty: 11894.784180 Iteration 104Q: 23 clusters Score -7911750 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11527 members Mstep: Class 2 contains 166 members Mstep: Class 3 contains 566 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1193 members Mstep: Class 7 contains 486 members Mstep: Class 8 contains 377 members Mstep: Class 9 contains 998 members Mstep: Class 10 contains 300 members Mstep: Class 11 contains 1456 members Mstep: Class 12 contains 737 members Mstep: Class 13 contains 17779 members Mstep: Class 15 contains 349 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1234 members Mstep: Class 18 contains 4741 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2555 members Mstep: Class 21 contains 730 members Mstep: Class 22 contains 1431 members Mstep: Class 23 contains 95927 members Entering Unmasked Estep ConsiderDeletion Score: -7911765.000000 Penalty: 11894.784180 Iteration 105Q: 23 clusters Score -7911765 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11512 members Mstep: Class 2 contains 166 members Mstep: Class 3 contains 568 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1194 members Mstep: Class 7 contains 486 members Mstep: Class 8 contains 377 members Mstep: Class 9 contains 998 members Mstep: Class 10 contains 300 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 737 members Mstep: Class 13 contains 17796 members Mstep: Class 15 contains 349 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1226 members Mstep: Class 18 contains 4762 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2555 members Mstep: Class 21 contains 730 members Mstep: Class 22 contains 1431 members Mstep: Class 23 contains 95910 members Entering Unmasked Estep ConsiderDeletion Score: -7911757.000000 Penalty: 11894.784180 Iteration 106Q: 23 clusters Score -7911757 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11496 members Mstep: Class 2 contains 166 members Mstep: Class 3 contains 568 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1194 members Mstep: Class 7 contains 486 members Mstep: Class 8 contains 377 members Mstep: Class 9 contains 998 members Mstep: Class 10 contains 300 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 737 members Mstep: Class 13 contains 17807 members Mstep: Class 15 contains 349 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1221 members Mstep: Class 18 contains 4776 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2555 members Mstep: Class 21 contains 730 members Mstep: Class 22 contains 1431 members Mstep: Class 23 contains 95906 members Entering Unmasked Estep ConsiderDeletion Score: -7911748.000000 Penalty: 11894.784180 Iteration 107Q: 23 clusters Score -7911748 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11484 members Mstep: Class 2 contains 166 members Mstep: Class 3 contains 568 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1194 members Mstep: Class 7 contains 486 members Mstep: Class 8 contains 377 members Mstep: Class 9 contains 998 members Mstep: Class 10 contains 300 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 737 members Mstep: Class 13 contains 17827 members Mstep: Class 15 contains 349 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1214 members Mstep: Class 18 contains 4789 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2555 members Mstep: Class 21 contains 730 members Mstep: Class 22 contains 1431 members Mstep: Class 23 contains 95892 members Entering Unmasked Estep ConsiderDeletion Score: -7911749.500000 Penalty: 11894.784180 Iteration 108Q: 23 clusters Score -7911750 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11472 members Mstep: Class 2 contains 166 members Mstep: Class 3 contains 568 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1194 members Mstep: Class 7 contains 486 members Mstep: Class 8 contains 377 members Mstep: Class 9 contains 998 members Mstep: Class 10 contains 300 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 736 members Mstep: Class 13 contains 17843 members Mstep: Class 15 contains 349 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1211 members Mstep: Class 18 contains 4800 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2555 members Mstep: Class 21 contains 730 members Mstep: Class 22 contains 1431 members Mstep: Class 23 contains 95881 members Entering Unmasked Estep ConsiderDeletion Score: -7911747.500000 Penalty: 11894.784180 Iteration 109Q: 23 clusters Score -7911748 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11465 members Mstep: Class 2 contains 166 members Mstep: Class 3 contains 567 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1194 members Mstep: Class 7 contains 486 members Mstep: Class 8 contains 377 members Mstep: Class 9 contains 998 members Mstep: Class 10 contains 300 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 736 members Mstep: Class 13 contains 17860 members Mstep: Class 15 contains 349 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1208 members Mstep: Class 18 contains 4808 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2555 members Mstep: Class 21 contains 730 members Mstep: Class 22 contains 1431 members Mstep: Class 23 contains 95867 members Entering Unmasked Estep ConsiderDeletion Score: -7911748.500000 Penalty: 11894.784180 Iteration 110Q: 23 clusters Score -7911748 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11466 members Mstep: Class 2 contains 166 members Mstep: Class 3 contains 567 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1194 members Mstep: Class 7 contains 486 members Mstep: Class 8 contains 377 members Mstep: Class 9 contains 998 members Mstep: Class 10 contains 300 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 736 members Mstep: Class 13 contains 17875 members Mstep: Class 15 contains 349 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1204 members Mstep: Class 18 contains 4815 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2555 members Mstep: Class 21 contains 730 members Mstep: Class 22 contains 1431 members Mstep: Class 23 contains 95848 members Entering Unmasked Estep ConsiderDeletion Score: -7911756.500000 Penalty: 11894.784180 Iteration 111Q: 23 clusters Score -7911756 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11465 members Mstep: Class 2 contains 166 members Mstep: Class 3 contains 567 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1194 members Mstep: Class 7 contains 486 members Mstep: Class 8 contains 377 members Mstep: Class 9 contains 998 members Mstep: Class 10 contains 300 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 736 members Mstep: Class 13 contains 17889 members Mstep: Class 15 contains 349 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1202 members Mstep: Class 18 contains 4824 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2555 members Mstep: Class 21 contains 730 members Mstep: Class 22 contains 1431 members Mstep: Class 23 contains 95828 members Entering Unmasked Estep ConsiderDeletion Score: -7911756.500000 Penalty: 11894.784180 Iteration 112Q: 23 clusters Score -7911756 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11465 members Mstep: Class 2 contains 166 members Mstep: Class 3 contains 567 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1194 members Mstep: Class 7 contains 486 members Mstep: Class 8 contains 377 members Mstep: Class 9 contains 998 members Mstep: Class 10 contains 300 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 736 members Mstep: Class 13 contains 17895 members Mstep: Class 15 contains 349 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1198 members Mstep: Class 18 contains 4842 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2555 members Mstep: Class 21 contains 730 members Mstep: Class 22 contains 1431 members Mstep: Class 23 contains 95808 members Entering Unmasked Estep ConsiderDeletion Score: -7911751.500000 Penalty: 11894.784180 Iteration 113Q: 23 clusters Score -7911752 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11465 members Mstep: Class 2 contains 166 members Mstep: Class 3 contains 567 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1194 members Mstep: Class 7 contains 486 members Mstep: Class 8 contains 377 members Mstep: Class 9 contains 997 members Mstep: Class 10 contains 300 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 736 members Mstep: Class 13 contains 17903 members Mstep: Class 15 contains 349 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1196 members Mstep: Class 18 contains 4857 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2555 members Mstep: Class 21 contains 730 members Mstep: Class 22 contains 1431 members Mstep: Class 23 contains 95788 members Entering Unmasked Estep ConsiderDeletion Score: -7911772.500000 Penalty: 11894.784180 Iteration 114Q: 23 clusters Score -7911772 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11459 members Mstep: Class 2 contains 166 members Mstep: Class 3 contains 567 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1194 members Mstep: Class 7 contains 486 members Mstep: Class 8 contains 377 members Mstep: Class 9 contains 997 members Mstep: Class 10 contains 300 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 736 members Mstep: Class 13 contains 17915 members Mstep: Class 15 contains 349 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1195 members Mstep: Class 18 contains 4869 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2555 members Mstep: Class 21 contains 730 members Mstep: Class 22 contains 1432 members Mstep: Class 23 contains 95770 members Entering Unmasked Estep ConsiderDeletion Score: -7911782.500000 Penalty: 11894.784180 Iteration 115Q: 23 clusters Score -7911782 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11453 members Mstep: Class 2 contains 166 members Mstep: Class 3 contains 567 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1194 members Mstep: Class 7 contains 486 members Mstep: Class 8 contains 377 members Mstep: Class 9 contains 995 members Mstep: Class 10 contains 300 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 736 members Mstep: Class 13 contains 17926 members Mstep: Class 15 contains 349 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1194 members Mstep: Class 18 contains 4880 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2555 members Mstep: Class 21 contains 730 members Mstep: Class 22 contains 1433 members Mstep: Class 23 contains 95756 members Entering Unmasked Estep ConsiderDeletion Score: -7911769.500000 Penalty: 11894.784180 Iteration 116Q: 23 clusters Score -7911770 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11447 members Mstep: Class 2 contains 166 members Mstep: Class 3 contains 567 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1194 members Mstep: Class 7 contains 486 members Mstep: Class 8 contains 377 members Mstep: Class 9 contains 992 members Mstep: Class 10 contains 300 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 736 members Mstep: Class 13 contains 17939 members Mstep: Class 15 contains 349 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1194 members Mstep: Class 18 contains 4892 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2555 members Mstep: Class 21 contains 730 members Mstep: Class 22 contains 1434 members Mstep: Class 23 contains 95739 members Entering Unmasked Estep ConsiderDeletion Score: -7911773.500000 Penalty: 11894.784180 Iteration 117Q: 23 clusters Score -7911774 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11444 members Mstep: Class 2 contains 166 members Mstep: Class 3 contains 567 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1194 members Mstep: Class 7 contains 486 members Mstep: Class 8 contains 377 members Mstep: Class 9 contains 992 members Mstep: Class 10 contains 300 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 736 members Mstep: Class 13 contains 17949 members Mstep: Class 15 contains 349 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1192 members Mstep: Class 18 contains 4909 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2555 members Mstep: Class 21 contains 730 members Mstep: Class 22 contains 1433 members Mstep: Class 23 contains 95718 members Entering Unmasked Estep ConsiderDeletion Score: -7911783.500000 Penalty: 11894.784180 Iteration 118Q: 23 clusters Score -7911784 nChanged 34 Entering ConstructFrom: Score: -7911783.500000 Penalty: 11894.784180 Entering ConstructFrom: Trying to split cluster 1 (11439 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11439 members Entering Unmasked Estep Score: -618630.187500 Penalty: 425.187653 Iteration 0F: 2 clusters Score -618630.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5762 members Mstep: Class 2 contains 5677 members Entering Unmasked Estep Score: -610996.375000 Penalty: 850.375305 Iteration 0F: 3 clusters Score -610996.4 nChanged 5315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6497 members Mstep: Class 2 contains 4942 members Entering Unmasked Estep Score: -613958.250000 Penalty: 850.375305 Iteration 1F: 3 clusters Score -613958.2 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6977 members Mstep: Class 2 contains 4462 members Entering Unmasked Estep Score: -614284.750000 Penalty: 850.375305 Iteration 2F: 3 clusters Score -614284.8 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7640 members Mstep: Class 2 contains 3799 members Entering Unmasked Estep Score: -614766.750000 Penalty: 850.375305 Iteration 3F: 3 clusters Score -614766.8 nChanged 877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8473 members Mstep: Class 2 contains 2966 members Entering Unmasked Estep Score: -615453.250000 Penalty: 850.375305 Iteration 4F: 3 clusters Score -615453.2 nChanged 929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9370 members Mstep: Class 2 contains 2069 members Entering Unmasked Estep Score: -616311.125000 Penalty: 850.375305 Iteration 5F: 3 clusters Score -616311.1 nChanged 832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10194 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -617215.375000 Penalty: 850.375305 Iteration 6F: 3 clusters Score -617215.4 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10773 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -617856.250000 Penalty: 850.375305 Iteration 7F: 3 clusters Score -617856.2 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11037 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -618130.812500 Penalty: 850.375305 Iteration 8Q: 3 clusters Score -618130.8 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11142 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -618249.125000 Penalty: 850.375305 Iteration 9Q: 3 clusters Score -618249.1 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11202 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -618298.000000 Penalty: 850.375305 Iteration 10Q: 3 clusters Score -618298 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11221 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -618317.687500 Penalty: 850.375305 Iteration 11Q: 3 clusters Score -618317.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11242 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -618332.812500 Penalty: 850.375305 Iteration 12Q: 3 clusters Score -618332.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11251 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -618340.375000 Penalty: 850.375305 Iteration 13Q: 3 clusters Score -618340.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11260 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -618345.000000 Penalty: 850.375305 Iteration 14Q: 3 clusters Score -618345 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11268 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -618352.000000 Penalty: 850.375305 Iteration 15Q: 3 clusters Score -618352 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11273 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -618356.062500 Penalty: 850.375305 Iteration 16Q: 3 clusters Score -618356.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11276 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -618358.812500 Penalty: 850.375305 Iteration 17Q: 3 clusters Score -618358.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11277 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -618357.937500 Penalty: 850.375305 Iteration 18Q: 3 clusters Score -618357.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11278 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -618359.312500 Penalty: 850.375305 Iteration 19Q: 3 clusters Score -618359.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11278 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -618359.312500 Penalty: 850.375305 Iteration 20F: 3 clusters Score -618359.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (166 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Entering Unmasked Estep Score: -6637.126953 Penalty: 232.595428 Iteration 0F: 2 clusters Score -6637.127 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -6384.547852 Penalty: 465.190857 Iteration 0F: 3 clusters Score -6384.548 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -6503.748535 Penalty: 465.190857 Iteration 1F: 3 clusters Score -6503.749 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -6566.700684 Penalty: 465.190857 Iteration 2F: 3 clusters Score -6566.701 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -6592.223145 Penalty: 465.190857 Iteration 3Q: 3 clusters Score -6592.223 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -6611.295898 Penalty: 465.190857 Iteration 4Q: 3 clusters Score -6611.296 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -6612.340820 Penalty: 465.190857 Iteration 5Q: 3 clusters Score -6612.341 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -6612.340820 Penalty: 465.190857 Iteration 6F: 3 clusters Score -6612.341 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (567 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Entering Unmasked Estep Score: -27332.734375 Penalty: 288.486359 Iteration 0F: 2 clusters Score -27332.73 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -26815.314453 Penalty: 576.972717 Iteration 0F: 3 clusters Score -26815.31 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -27095.777344 Penalty: 576.972717 Iteration 1F: 3 clusters Score -27095.78 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -27167.544922 Penalty: 576.972717 Iteration 2F: 3 clusters Score -27167.54 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -27202.285156 Penalty: 576.972717 Iteration 3F: 3 clusters Score -27202.29 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -27222.988281 Penalty: 576.972717 Iteration 4Q: 3 clusters Score -27222.99 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -27239.394531 Penalty: 576.972717 Iteration 5Q: 3 clusters Score -27239.39 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -27247.826172 Penalty: 576.972717 Iteration 6Q: 3 clusters Score -27247.83 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -27251.898438 Penalty: 576.972717 Iteration 7Q: 3 clusters Score -27251.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -27254.435547 Penalty: 576.972717 Iteration 8Q: 3 clusters Score -27254.44 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -27257.568359 Penalty: 576.972717 Iteration 9Q: 3 clusters Score -27257.57 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -27260.226562 Penalty: 576.972717 Iteration 10Q: 3 clusters Score -27260.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -27261.787109 Penalty: 576.972717 Iteration 11Q: 3 clusters Score -27261.79 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -27262.226562 Penalty: 576.972717 Iteration 12Q: 3 clusters Score -27262.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -27262.226562 Penalty: 576.972717 Iteration 13F: 3 clusters Score -27262.23 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (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: -9582.230469 Penalty: 241.300369 Iteration 0F: 2 clusters Score -9582.23 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -9306.584961 Penalty: 482.600739 Iteration 0F: 3 clusters Score -9306.585 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -9394.118164 Penalty: 482.600739 Iteration 1F: 3 clusters Score -9394.118 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -9428.008789 Penalty: 482.600739 Iteration 2F: 3 clusters Score -9428.009 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -9437.527344 Penalty: 482.600739 Iteration 3Q: 3 clusters Score -9437.527 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -9443.017578 Penalty: 482.600739 Iteration 4Q: 3 clusters Score -9443.018 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -9445.941406 Penalty: 482.600739 Iteration 5Q: 3 clusters Score -9445.941 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -9445.941406 Penalty: 482.600739 Iteration 6F: 3 clusters Score -9445.941 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (184 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Entering Unmasked Estep Score: -8496.248047 Penalty: 237.279572 Iteration 0F: 2 clusters Score -8496.248 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -8226.193359 Penalty: 474.559143 Iteration 0F: 3 clusters Score -8226.193 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -8303.971680 Penalty: 474.559143 Iteration 1F: 3 clusters Score -8303.972 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -8327.261719 Penalty: 474.559143 Iteration 2F: 3 clusters Score -8327.262 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -8348.410156 Penalty: 474.559143 Iteration 3Q: 3 clusters Score -8348.41 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -8367.276367 Penalty: 474.559143 Iteration 4Q: 3 clusters Score -8367.276 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -8385.720703 Penalty: 474.559143 Iteration 5Q: 3 clusters Score -8385.721 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -8419.848633 Penalty: 474.559143 Iteration 6Q: 3 clusters Score -8419.849 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -8482.926758 Penalty: 474.559143 Iteration 7F: 3 clusters Score -8482.927 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -8555.197266 Penalty: 474.559143 Iteration 8Q: 3 clusters Score -8555.197 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -8662.822266 Penalty: 474.559143 Iteration 9Q: 3 clusters Score -8662.822 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -8688.742188 Penalty: 474.559143 Iteration 10Q: 3 clusters Score -8688.742 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -8710.298828 Penalty: 474.559143 Iteration 11Q: 3 clusters Score -8710.299 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -8710.298828 Penalty: 474.559143 Iteration 12F: 3 clusters Score -8710.299 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11439 members Mstep: Class 2 contains 166 members Mstep: Class 3 contains 567 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 115 members Mstep: Class 6 contains 1194 members Mstep: Class 7 contains 486 members Mstep: Class 8 contains 377 members Mstep: Class 9 contains 991 members Mstep: Class 10 contains 300 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 736 members Mstep: Class 13 contains 17962 members Mstep: Class 14 contains 69 members Mstep: Class 15 contains 349 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1190 members Mstep: Class 18 contains 4917 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2555 members Mstep: Class 21 contains 730 members Mstep: Class 22 contains 1433 members Mstep: Class 23 contains 95705 members Entering Unmasked Estep Score: -7911697.000000 Penalty: 12435.456055 Splitting cluster 5 changes total score from -7911783.500000 to -7911697.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 6 (1194 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Entering Unmasked Estep Score: -65475.796875 Penalty: 322.370422 Iteration 0F: 2 clusters Score -65475.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -64542.398438 Penalty: 644.740845 Iteration 0F: 3 clusters Score -64542.4 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -64830.527344 Penalty: 644.740845 Iteration 1F: 3 clusters Score -64830.53 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -64890.753906 Penalty: 644.740845 Iteration 2F: 3 clusters Score -64890.75 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -64939.136719 Penalty: 644.740845 Iteration 3F: 3 clusters Score -64939.14 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -64964.214844 Penalty: 644.740845 Iteration 4Q: 3 clusters Score -64964.21 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -64983.917969 Penalty: 644.740845 Iteration 5Q: 3 clusters Score -64983.92 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -65007.656250 Penalty: 644.740845 Iteration 6Q: 3 clusters Score -65007.66 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -65019.128906 Penalty: 644.740845 Iteration 7Q: 3 clusters Score -65019.13 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -65030.320312 Penalty: 644.740845 Iteration 8Q: 3 clusters Score -65030.32 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -65050.195312 Penalty: 644.740845 Iteration 9Q: 3 clusters Score -65050.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -65071.812500 Penalty: 644.740845 Iteration 10Q: 3 clusters Score -65071.81 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -65087.015625 Penalty: 644.740845 Iteration 11Q: 3 clusters Score -65087.02 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -65102.351562 Penalty: 644.740845 Iteration 12Q: 3 clusters Score -65102.35 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -65123.335938 Penalty: 644.740845 Iteration 13Q: 3 clusters Score -65123.34 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -65140.207031 Penalty: 644.740845 Iteration 14Q: 3 clusters Score -65140.21 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -65154.832031 Penalty: 644.740845 Iteration 15Q: 3 clusters Score -65154.83 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -65161.980469 Penalty: 644.740845 Iteration 16Q: 3 clusters Score -65161.98 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -65164.968750 Penalty: 644.740845 Iteration 17Q: 3 clusters Score -65164.97 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -65171.558594 Penalty: 644.740845 Iteration 18Q: 3 clusters Score -65171.56 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -65177.488281 Penalty: 644.740845 Iteration 19Q: 3 clusters Score -65177.49 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -65186.511719 Penalty: 644.740845 Iteration 20F: 3 clusters Score -65186.51 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -65190.500000 Penalty: 644.740845 Iteration 21Q: 3 clusters Score -65190.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -65194.371094 Penalty: 644.740845 Iteration 22Q: 3 clusters Score -65194.37 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -65198.074219 Penalty: 644.740845 Iteration 23Q: 3 clusters Score -65198.07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -65199.859375 Penalty: 644.740845 Iteration 24Q: 3 clusters Score -65199.86 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -65204.144531 Penalty: 644.740845 Iteration 25Q: 3 clusters Score -65204.14 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -65206.820312 Penalty: 644.740845 Iteration 26Q: 3 clusters Score -65206.82 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -65209.332031 Penalty: 644.740845 Iteration 27Q: 3 clusters Score -65209.33 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -65211.242188 Penalty: 644.740845 Iteration 28Q: 3 clusters Score -65211.24 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -65213.574219 Penalty: 644.740845 Iteration 29Q: 3 clusters Score -65213.57 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -65215.156250 Penalty: 644.740845 Iteration 30Q: 3 clusters Score -65215.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -65216.359375 Penalty: 644.740845 Iteration 31Q: 3 clusters Score -65216.36 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -65218.820312 Penalty: 644.740845 Iteration 32Q: 3 clusters Score -65218.82 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -65225.296875 Penalty: 644.740845 Iteration 33Q: 3 clusters Score -65225.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -65230.863281 Penalty: 644.740845 Iteration 34Q: 3 clusters Score -65230.86 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -65234.246094 Penalty: 644.740845 Iteration 35Q: 3 clusters Score -65234.25 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -65237.218750 Penalty: 644.740845 Iteration 36Q: 3 clusters Score -65237.22 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -65239.574219 Penalty: 644.740845 Iteration 37Q: 3 clusters Score -65239.57 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -65240.925781 Penalty: 644.740845 Iteration 38Q: 3 clusters Score -65240.93 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -65242.882812 Penalty: 644.740845 Iteration 39Q: 3 clusters Score -65242.88 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -65244.675781 Penalty: 644.740845 Iteration 40F: 3 clusters Score -65244.68 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -65246.769531 Penalty: 644.740845 Iteration 41Q: 3 clusters Score -65246.77 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -65251.136719 Penalty: 644.740845 Iteration 42Q: 3 clusters Score -65251.14 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -65252.644531 Penalty: 644.740845 Iteration 43Q: 3 clusters Score -65252.64 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -65255.320312 Penalty: 644.740845 Iteration 44Q: 3 clusters Score -65255.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -65256.628906 Penalty: 644.740845 Iteration 45Q: 3 clusters Score -65256.63 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -65258.593750 Penalty: 644.740845 Iteration 46Q: 3 clusters Score -65258.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -65258.593750 Penalty: 644.740845 Iteration 47F: 3 clusters Score -65258.59 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (486 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Entering Unmasked Estep Score: -25484.216797 Penalty: 281.472504 Iteration 0F: 2 clusters Score -25484.22 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -25000.669922 Penalty: 562.945007 Iteration 0F: 3 clusters Score -25000.67 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -25152.759766 Penalty: 562.945007 Iteration 1F: 3 clusters Score -25152.76 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -25211.630859 Penalty: 562.945007 Iteration 2F: 3 clusters Score -25211.63 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -25250.906250 Penalty: 562.945007 Iteration 3F: 3 clusters Score -25250.91 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -25266.925781 Penalty: 562.945007 Iteration 4Q: 3 clusters Score -25266.93 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -25292.076172 Penalty: 562.945007 Iteration 5Q: 3 clusters Score -25292.08 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -25319.445312 Penalty: 562.945007 Iteration 6Q: 3 clusters Score -25319.45 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -25341.669922 Penalty: 562.945007 Iteration 7Q: 3 clusters Score -25341.67 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -25353.105469 Penalty: 562.945007 Iteration 8Q: 3 clusters Score -25353.11 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -25359.617188 Penalty: 562.945007 Iteration 9Q: 3 clusters Score -25359.62 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -25370.267578 Penalty: 562.945007 Iteration 10Q: 3 clusters Score -25370.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -25371.791016 Penalty: 562.945007 Iteration 11Q: 3 clusters Score -25371.79 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -25374.023438 Penalty: 562.945007 Iteration 12Q: 3 clusters Score -25374.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -25375.720703 Penalty: 562.945007 Iteration 13Q: 3 clusters Score -25375.72 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -25377.128906 Penalty: 562.945007 Iteration 14Q: 3 clusters Score -25377.13 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -25377.974609 Penalty: 562.945007 Iteration 15Q: 3 clusters Score -25377.97 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -25381.308594 Penalty: 562.945007 Iteration 16Q: 3 clusters Score -25381.31 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -25383.125000 Penalty: 562.945007 Iteration 17Q: 3 clusters Score -25383.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -25383.896484 Penalty: 562.945007 Iteration 18Q: 3 clusters Score -25383.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -25385.544922 Penalty: 562.945007 Iteration 19Q: 3 clusters Score -25385.54 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -25387.263672 Penalty: 562.945007 Iteration 20F: 3 clusters Score -25387.26 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -25389.289062 Penalty: 562.945007 Iteration 21Q: 3 clusters Score -25389.29 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -25391.527344 Penalty: 562.945007 Iteration 22Q: 3 clusters Score -25391.53 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -25391.677734 Penalty: 562.945007 Iteration 23Q: 3 clusters Score -25391.68 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -25391.677734 Penalty: 562.945007 Iteration 24F: 3 clusters Score -25391.68 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (377 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Entering Unmasked Estep Score: -14988.705078 Penalty: 269.917145 Iteration 0F: 2 clusters Score -14988.71 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -14610.376953 Penalty: 539.834290 Iteration 0F: 3 clusters Score -14610.38 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -14783.026367 Penalty: 539.834290 Iteration 1F: 3 clusters Score -14783.03 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -14821.458008 Penalty: 539.834290 Iteration 2F: 3 clusters Score -14821.46 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -14846.992188 Penalty: 539.834290 Iteration 3Q: 3 clusters Score -14846.99 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -14876.375977 Penalty: 539.834290 Iteration 4Q: 3 clusters Score -14876.38 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -14903.217773 Penalty: 539.834290 Iteration 5Q: 3 clusters Score -14903.22 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -14933.625000 Penalty: 539.834290 Iteration 6Q: 3 clusters Score -14933.62 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -14964.807617 Penalty: 539.834290 Iteration 7Q: 3 clusters Score -14964.81 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -14981.866211 Penalty: 539.834290 Iteration 8Q: 3 clusters Score -14981.87 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -14995.993164 Penalty: 539.834290 Iteration 9Q: 3 clusters Score -14995.99 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -15001.040039 Penalty: 539.834290 Iteration 10Q: 3 clusters Score -15001.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -15001.414062 Penalty: 539.834290 Iteration 11Q: 3 clusters Score -15001.41 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -15001.414062 Penalty: 539.834290 Iteration 12F: 3 clusters Score -15001.41 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11439 members Mstep: Class 2 contains 166 members Mstep: Class 3 contains 567 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1194 members Mstep: Class 7 contains 486 members Mstep: Class 8 contains 163 members Mstep: Class 9 contains 991 members Mstep: Class 10 contains 300 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 736 members Mstep: Class 13 contains 17962 members Mstep: Class 14 contains 214 members Mstep: Class 15 contains 349 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1190 members Mstep: Class 18 contains 4917 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2555 members Mstep: Class 21 contains 730 members Mstep: Class 22 contains 1433 members Mstep: Class 23 contains 95705 members Entering Unmasked Estep Score: -7911528.000000 Penalty: 12435.456055 Splitting cluster 8 changes total score from -7911783.500000 to -7911528.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 9 (991 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Entering Unmasked Estep Score: -57557.402344 Penalty: 313.891510 Iteration 0F: 2 clusters Score -57557.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -56752.808594 Penalty: 627.783020 Iteration 0F: 3 clusters Score -56752.81 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -57039.031250 Penalty: 627.783020 Iteration 1F: 3 clusters Score -57039.03 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -57073.667969 Penalty: 627.783020 Iteration 2F: 3 clusters Score -57073.67 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -57095.933594 Penalty: 627.783020 Iteration 3Q: 3 clusters Score -57095.93 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -57117.601562 Penalty: 627.783020 Iteration 4Q: 3 clusters Score -57117.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -57138.253906 Penalty: 627.783020 Iteration 5Q: 3 clusters Score -57138.25 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -57153.781250 Penalty: 627.783020 Iteration 6Q: 3 clusters Score -57153.78 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -57163.769531 Penalty: 627.783020 Iteration 7Q: 3 clusters Score -57163.77 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -57183.519531 Penalty: 627.783020 Iteration 8Q: 3 clusters Score -57183.52 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -57207.328125 Penalty: 627.783020 Iteration 9Q: 3 clusters Score -57207.33 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -57229.757812 Penalty: 627.783020 Iteration 10Q: 3 clusters Score -57229.76 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -57247.414062 Penalty: 627.783020 Iteration 11Q: 3 clusters Score -57247.41 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -57258.851562 Penalty: 627.783020 Iteration 12Q: 3 clusters Score -57258.85 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -57269.082031 Penalty: 627.783020 Iteration 13Q: 3 clusters Score -57269.08 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -57281.347656 Penalty: 627.783020 Iteration 14Q: 3 clusters Score -57281.35 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -57290.769531 Penalty: 627.783020 Iteration 15Q: 3 clusters Score -57290.77 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -57301.906250 Penalty: 627.783020 Iteration 16Q: 3 clusters Score -57301.91 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -57315.007812 Penalty: 627.783020 Iteration 17Q: 3 clusters Score -57315.01 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -57319.628906 Penalty: 627.783020 Iteration 18Q: 3 clusters Score -57319.63 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -57322.140625 Penalty: 627.783020 Iteration 19Q: 3 clusters Score -57322.14 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -57324.328125 Penalty: 627.783020 Iteration 20F: 3 clusters Score -57324.33 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -57325.933594 Penalty: 627.783020 Iteration 21Q: 3 clusters Score -57325.93 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -57329.726562 Penalty: 627.783020 Iteration 22Q: 3 clusters Score -57329.73 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -57333.941406 Penalty: 627.783020 Iteration 23Q: 3 clusters Score -57333.94 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -57337.507812 Penalty: 627.783020 Iteration 24Q: 3 clusters Score -57337.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -57338.367188 Penalty: 627.783020 Iteration 25Q: 3 clusters Score -57338.37 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -57339.257812 Penalty: 627.783020 Iteration 26Q: 3 clusters Score -57339.26 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -57339.359375 Penalty: 627.783020 Iteration 27Q: 3 clusters Score -57339.36 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -57339.359375 Penalty: 627.783020 Iteration 28F: 3 clusters Score -57339.36 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (300 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Entering Unmasked Estep Score: -14519.314453 Penalty: 259.522095 Iteration 0F: 2 clusters Score -14519.31 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -14171.389648 Penalty: 519.044189 Iteration 0F: 3 clusters Score -14171.39 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -14273.538086 Penalty: 519.044189 Iteration 1F: 3 clusters Score -14273.54 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -14296.741211 Penalty: 519.044189 Iteration 2F: 3 clusters Score -14296.74 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -14308.946289 Penalty: 519.044189 Iteration 3Q: 3 clusters Score -14308.95 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -14327.308594 Penalty: 519.044189 Iteration 4Q: 3 clusters Score -14327.31 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -14354.190430 Penalty: 519.044189 Iteration 5Q: 3 clusters Score -14354.19 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -14389.141602 Penalty: 519.044189 Iteration 6Q: 3 clusters Score -14389.14 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -14434.924805 Penalty: 519.044189 Iteration 7F: 3 clusters Score -14434.92 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -14481.571289 Penalty: 519.044189 Iteration 8F: 3 clusters Score -14481.57 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -14532.613281 Penalty: 519.044189 Iteration 9Q: 3 clusters Score -14532.61 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -14570.086914 Penalty: 519.044189 Iteration 10Q: 3 clusters Score -14570.09 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -14588.385742 Penalty: 519.044189 Iteration 11Q: 3 clusters Score -14588.39 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -14600.254883 Penalty: 519.044189 Iteration 12Q: 3 clusters Score -14600.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -14604.156250 Penalty: 519.044189 Iteration 13Q: 3 clusters Score -14604.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -14604.712891 Penalty: 519.044189 Iteration 14Q: 3 clusters Score -14604.71 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -14604.712891 Penalty: 519.044189 Iteration 15F: 3 clusters Score -14604.71 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11439 members Mstep: Class 2 contains 166 members Mstep: Class 3 contains 567 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1194 members Mstep: Class 7 contains 486 members Mstep: Class 8 contains 377 members Mstep: Class 9 contains 991 members Mstep: Class 10 contains 127 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 736 members Mstep: Class 13 contains 17962 members Mstep: Class 14 contains 173 members Mstep: Class 15 contains 349 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1190 members Mstep: Class 18 contains 4917 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2555 members Mstep: Class 21 contains 730 members Mstep: Class 22 contains 1433 members Mstep: Class 23 contains 95705 members Entering Unmasked Estep Score: -7911590.500000 Penalty: 12435.456055 Splitting cluster 10 changes total score from -7911783.500000 to -7911590.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 11 (1455 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Entering Unmasked Estep Score: -79762.093750 Penalty: 331.365631 Iteration 0F: 2 clusters Score -79762.09 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -78657.445312 Penalty: 662.731262 Iteration 0F: 3 clusters Score -78657.45 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -78943.898438 Penalty: 662.731262 Iteration 1F: 3 clusters Score -78943.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -78984.617188 Penalty: 662.731262 Iteration 2F: 3 clusters Score -78984.62 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -79016.710938 Penalty: 662.731262 Iteration 3Q: 3 clusters Score -79016.71 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -79039.820312 Penalty: 662.731262 Iteration 4Q: 3 clusters Score -79039.82 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -79066.195312 Penalty: 662.731262 Iteration 5Q: 3 clusters Score -79066.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -79095.640625 Penalty: 662.731262 Iteration 6Q: 3 clusters Score -79095.64 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -79125.906250 Penalty: 662.731262 Iteration 7Q: 3 clusters Score -79125.91 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -79150.710938 Penalty: 662.731262 Iteration 8Q: 3 clusters Score -79150.71 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -79169.859375 Penalty: 662.731262 Iteration 9Q: 3 clusters Score -79169.86 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -79194.953125 Penalty: 662.731262 Iteration 10Q: 3 clusters Score -79194.95 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -79214.382812 Penalty: 662.731262 Iteration 11Q: 3 clusters Score -79214.38 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -79232.453125 Penalty: 662.731262 Iteration 12Q: 3 clusters Score -79232.45 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -79249.750000 Penalty: 662.731262 Iteration 13Q: 3 clusters Score -79249.75 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -79269.656250 Penalty: 662.731262 Iteration 14Q: 3 clusters Score -79269.66 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -79294.304688 Penalty: 662.731262 Iteration 15Q: 3 clusters Score -79294.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -79320.835938 Penalty: 662.731262 Iteration 16Q: 3 clusters Score -79320.84 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -79346.984375 Penalty: 662.731262 Iteration 17Q: 3 clusters Score -79346.98 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -79372.085938 Penalty: 662.731262 Iteration 18Q: 3 clusters Score -79372.09 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -79385.070312 Penalty: 662.731262 Iteration 19Q: 3 clusters Score -79385.07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -79403.273438 Penalty: 662.731262 Iteration 20F: 3 clusters Score -79403.27 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -79421.968750 Penalty: 662.731262 Iteration 21Q: 3 clusters Score -79421.97 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -79436.671875 Penalty: 662.731262 Iteration 22Q: 3 clusters Score -79436.67 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -79445.445312 Penalty: 662.731262 Iteration 23Q: 3 clusters Score -79445.45 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -79456.718750 Penalty: 662.731262 Iteration 24Q: 3 clusters Score -79456.72 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -79469.265625 Penalty: 662.731262 Iteration 25Q: 3 clusters Score -79469.27 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -79482.875000 Penalty: 662.731262 Iteration 26Q: 3 clusters Score -79482.88 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -79489.398438 Penalty: 662.731262 Iteration 27Q: 3 clusters Score -79489.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -79494.750000 Penalty: 662.731262 Iteration 28Q: 3 clusters Score -79494.75 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -79497.835938 Penalty: 662.731262 Iteration 29Q: 3 clusters Score -79497.84 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -79499.375000 Penalty: 662.731262 Iteration 30Q: 3 clusters Score -79499.38 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -79500.929688 Penalty: 662.731262 Iteration 31Q: 3 clusters Score -79500.93 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -79501.945312 Penalty: 662.731262 Iteration 32Q: 3 clusters Score -79501.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -79503.000000 Penalty: 662.731262 Iteration 33Q: 3 clusters Score -79503 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -79504.562500 Penalty: 662.731262 Iteration 34Q: 3 clusters Score -79504.56 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -79505.429688 Penalty: 662.731262 Iteration 35Q: 3 clusters Score -79505.43 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -79506.585938 Penalty: 662.731262 Iteration 36Q: 3 clusters Score -79506.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -79507.273438 Penalty: 662.731262 Iteration 37Q: 3 clusters Score -79507.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -79508.210938 Penalty: 662.731262 Iteration 38Q: 3 clusters Score -79508.21 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -79509.851562 Penalty: 662.731262 Iteration 39Q: 3 clusters Score -79509.85 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -79511.945312 Penalty: 662.731262 Iteration 40F: 3 clusters Score -79511.95 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -79517.796875 Penalty: 662.731262 Iteration 41Q: 3 clusters Score -79517.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -79521.351562 Penalty: 662.731262 Iteration 42Q: 3 clusters Score -79521.35 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -79523.125000 Penalty: 662.731262 Iteration 43Q: 3 clusters Score -79523.12 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -79524.625000 Penalty: 662.731262 Iteration 44Q: 3 clusters Score -79524.62 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -79526.585938 Penalty: 662.731262 Iteration 45Q: 3 clusters Score -79526.59 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -79528.562500 Penalty: 662.731262 Iteration 46Q: 3 clusters Score -79528.56 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -79528.937500 Penalty: 662.731262 Iteration 47Q: 3 clusters Score -79528.94 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -79528.937500 Penalty: 662.731262 Iteration 48F: 3 clusters Score -79528.94 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (736 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Entering Unmasked Estep Score: -44213.062500 Penalty: 300.355957 Iteration 0F: 2 clusters Score -44213.06 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -43585.828125 Penalty: 600.711914 Iteration 0F: 3 clusters Score -43585.83 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -43769.429688 Penalty: 600.711914 Iteration 1F: 3 clusters Score -43769.43 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -43815.828125 Penalty: 600.711914 Iteration 2F: 3 clusters Score -43815.83 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -43832.750000 Penalty: 600.711914 Iteration 3Q: 3 clusters Score -43832.75 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -43848.582031 Penalty: 600.711914 Iteration 4Q: 3 clusters Score -43848.58 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -43857.585938 Penalty: 600.711914 Iteration 5Q: 3 clusters Score -43857.59 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -43864.230469 Penalty: 600.711914 Iteration 6Q: 3 clusters Score -43864.23 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -43873.503906 Penalty: 600.711914 Iteration 7Q: 3 clusters Score -43873.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -43883.164062 Penalty: 600.711914 Iteration 8Q: 3 clusters Score -43883.16 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -43889.746094 Penalty: 600.711914 Iteration 9Q: 3 clusters Score -43889.75 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -43896.242188 Penalty: 600.711914 Iteration 10Q: 3 clusters Score -43896.24 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -43900.117188 Penalty: 600.711914 Iteration 11Q: 3 clusters Score -43900.12 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -43903.304688 Penalty: 600.711914 Iteration 12Q: 3 clusters Score -43903.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -43905.085938 Penalty: 600.711914 Iteration 13Q: 3 clusters Score -43905.09 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -43907.394531 Penalty: 600.711914 Iteration 14Q: 3 clusters Score -43907.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -43907.601562 Penalty: 600.711914 Iteration 15Q: 3 clusters Score -43907.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -43907.601562 Penalty: 600.711914 Iteration 16F: 3 clusters Score -43907.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (17962 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17962 members Entering Unmasked Estep Score: -1079073.125000 Penalty: 445.718628 Iteration 0F: 2 clusters Score -1079073 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9110 members Mstep: Class 2 contains 8852 members Entering Unmasked Estep Score: -1067048.250000 Penalty: 891.437256 Iteration 0F: 3 clusters Score -1067048 nChanged 8607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10659 members Mstep: Class 2 contains 7303 members Entering Unmasked Estep Score: -1072530.875000 Penalty: 891.437256 Iteration 1F: 3 clusters Score -1072531 nChanged 1064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11425 members Mstep: Class 2 contains 6537 members Entering Unmasked Estep Score: -1073120.750000 Penalty: 891.437256 Iteration 2F: 3 clusters Score -1073121 nChanged 1174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12413 members Mstep: Class 2 contains 5549 members Entering Unmasked Estep Score: -1073946.000000 Penalty: 891.437256 Iteration 3F: 3 clusters Score -1073946 nChanged 1301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13616 members Mstep: Class 2 contains 4346 members Entering Unmasked Estep Score: -1075003.625000 Penalty: 891.437256 Iteration 4F: 3 clusters Score -1075004 nChanged 1216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14794 members Mstep: Class 2 contains 3168 members Entering Unmasked Estep Score: -1076049.125000 Penalty: 891.437256 Iteration 5F: 3 clusters Score -1076049 nChanged 1011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15791 members Mstep: Class 2 contains 2171 members Entering Unmasked Estep Score: -1076911.250000 Penalty: 891.437256 Iteration 6F: 3 clusters Score -1076911 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16523 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -1077534.500000 Penalty: 891.437256 Iteration 7Q: 3 clusters Score -1077534 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17055 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -1077989.375000 Penalty: 891.437256 Iteration 8Q: 3 clusters Score -1077989 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17392 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -1078254.875000 Penalty: 891.437256 Iteration 9Q: 3 clusters Score -1078255 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17616 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -1078428.125000 Penalty: 891.437256 Iteration 10Q: 3 clusters Score -1078428 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17744 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -1078529.250000 Penalty: 891.437256 Iteration 11Q: 3 clusters Score -1078529 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17820 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -1078591.125000 Penalty: 891.437256 Iteration 12Q: 3 clusters Score -1078591 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17858 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -1078626.625000 Penalty: 891.437256 Iteration 13Q: 3 clusters Score -1078627 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17877 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -1078650.500000 Penalty: 891.437256 Iteration 14Q: 3 clusters Score -1078650 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17886 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -1078669.625000 Penalty: 891.437256 Iteration 15Q: 3 clusters Score -1078670 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17890 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -1078681.875000 Penalty: 891.437256 Iteration 16Q: 3 clusters Score -1078682 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17888 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -1078684.000000 Penalty: 891.437256 Iteration 17Q: 3 clusters Score -1078684 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17891 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -1078693.125000 Penalty: 891.437256 Iteration 18Q: 3 clusters Score -1078693 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17888 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -1078704.250000 Penalty: 891.437256 Iteration 19Q: 3 clusters Score -1078704 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17889 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -1078707.250000 Penalty: 891.437256 Iteration 20F: 3 clusters Score -1078707 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17889 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -1078707.500000 Penalty: 891.437256 Iteration 21Q: 3 clusters Score -1078708 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17889 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -1078707.500000 Penalty: 891.437256 Iteration 22F: 3 clusters Score -1078708 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (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: -16836.517578 Penalty: 266.405762 Iteration 0F: 2 clusters Score -16836.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -16441.955078 Penalty: 532.811523 Iteration 0F: 3 clusters Score -16441.96 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -16549.283203 Penalty: 532.811523 Iteration 1F: 3 clusters Score -16549.28 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -16605.142578 Penalty: 532.811523 Iteration 2F: 3 clusters Score -16605.14 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -16670.187500 Penalty: 532.811523 Iteration 3F: 3 clusters Score -16670.19 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -16736.394531 Penalty: 532.811523 Iteration 4F: 3 clusters Score -16736.39 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -16780.482422 Penalty: 532.811523 Iteration 5F: 3 clusters Score -16780.48 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -16814.048828 Penalty: 532.811523 Iteration 6Q: 3 clusters Score -16814.05 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -16834.296875 Penalty: 532.811523 Iteration 7Q: 3 clusters Score -16834.3 nChanged 6 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: -16843.703125 Penalty: 532.811523 Iteration 8Q: 3 clusters Score -16843.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -16860.677734 Penalty: 532.811523 Iteration 9Q: 3 clusters Score -16860.68 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -16894.408203 Penalty: 532.811523 Iteration 10Q: 3 clusters Score -16894.41 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -16917.285156 Penalty: 532.811523 Iteration 11Q: 3 clusters Score -16917.29 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -16949.927734 Penalty: 532.811523 Iteration 12Q: 3 clusters Score -16949.93 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -16964.923828 Penalty: 532.811523 Iteration 13Q: 3 clusters Score -16964.92 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -16981.392578 Penalty: 532.811523 Iteration 14Q: 3 clusters Score -16981.39 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -17001.453125 Penalty: 532.811523 Iteration 15Q: 3 clusters Score -17001.45 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -17018.289062 Penalty: 532.811523 Iteration 16Q: 3 clusters Score -17018.29 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -17034.177734 Penalty: 532.811523 Iteration 17Q: 3 clusters Score -17034.18 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -17055.662109 Penalty: 532.811523 Iteration 18Q: 3 clusters Score -17055.66 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -17072.095703 Penalty: 532.811523 Iteration 19Q: 3 clusters Score -17072.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -17091.986328 Penalty: 532.811523 Iteration 20F: 3 clusters Score -17091.99 nChanged 4 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: -17110.050781 Penalty: 532.811523 Iteration 21Q: 3 clusters Score -17110.05 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -17137.015625 Penalty: 532.811523 Iteration 22Q: 3 clusters Score -17137.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -17139.890625 Penalty: 532.811523 Iteration 23Q: 3 clusters Score -17139.89 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -17144.554688 Penalty: 532.811523 Iteration 24Q: 3 clusters Score -17144.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -17146.224609 Penalty: 532.811523 Iteration 25Q: 3 clusters Score -17146.22 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -17147.351562 Penalty: 532.811523 Iteration 26Q: 3 clusters Score -17147.35 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -17147.351562 Penalty: 532.811523 Iteration 27F: 3 clusters Score -17147.35 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11439 members Mstep: Class 2 contains 166 members Mstep: Class 3 contains 567 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1194 members Mstep: Class 7 contains 486 members Mstep: Class 8 contains 377 members Mstep: Class 9 contains 991 members Mstep: Class 10 contains 300 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 736 members Mstep: Class 13 contains 17962 members Mstep: Class 14 contains 139 members Mstep: Class 15 contains 210 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1190 members Mstep: Class 18 contains 4917 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2555 members Mstep: Class 21 contains 730 members Mstep: Class 22 contains 1433 members Mstep: Class 23 contains 95705 members Entering Unmasked Estep Score: -7911826.000000 Penalty: 12435.456055 Splitting cluster 15 changes total score from -7911783.500000 to -7911826.000000 So it's getting split into cluster 14. Entering ConstructFrom: Trying to split cluster 16 (139 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Entering Unmasked Estep Score: -6822.066406 Penalty: 224.518570 Iteration 0F: 2 clusters Score -6822.066 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -6585.766113 Penalty: 449.037140 Iteration 0F: 3 clusters Score -6585.766 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -6639.138672 Penalty: 449.037140 Iteration 1F: 3 clusters Score -6639.139 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -6657.841797 Penalty: 449.037140 Iteration 2F: 3 clusters Score -6657.842 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -6660.148438 Penalty: 449.037140 Iteration 3Q: 3 clusters Score -6660.148 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -6661.896484 Penalty: 449.037140 Iteration 4Q: 3 clusters Score -6661.896 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -6670.913574 Penalty: 449.037140 Iteration 5Q: 3 clusters Score -6670.914 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -6673.741211 Penalty: 449.037140 Iteration 6Q: 3 clusters Score -6673.741 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -6679.500000 Penalty: 449.037140 Iteration 7Q: 3 clusters Score -6679.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -6686.220215 Penalty: 449.037140 Iteration 8Q: 3 clusters Score -6686.22 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -6688.656250 Penalty: 449.037140 Iteration 9Q: 3 clusters Score -6688.656 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -6688.656250 Penalty: 449.037140 Iteration 10F: 3 clusters Score -6688.656 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1190 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Entering Unmasked Estep Score: -61634.882812 Penalty: 322.217743 Iteration 0F: 2 clusters Score -61634.88 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 591 members Entering Unmasked Estep Score: -60705.058594 Penalty: 644.435486 Iteration 0F: 3 clusters Score -60705.06 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -61025.000000 Penalty: 644.435486 Iteration 1F: 3 clusters Score -61025 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -61161.964844 Penalty: 644.435486 Iteration 2F: 3 clusters Score -61161.96 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -61292.496094 Penalty: 644.435486 Iteration 3F: 3 clusters Score -61292.5 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -61367.957031 Penalty: 644.435486 Iteration 4F: 3 clusters Score -61367.96 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -61424.351562 Penalty: 644.435486 Iteration 5F: 3 clusters Score -61424.35 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -61458.800781 Penalty: 644.435486 Iteration 6Q: 3 clusters Score -61458.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -61477.941406 Penalty: 644.435486 Iteration 7Q: 3 clusters Score -61477.94 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -61486.082031 Penalty: 644.435486 Iteration 8Q: 3 clusters Score -61486.08 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -61489.816406 Penalty: 644.435486 Iteration 9Q: 3 clusters Score -61489.82 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -61493.191406 Penalty: 644.435486 Iteration 10Q: 3 clusters Score -61493.19 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -61496.484375 Penalty: 644.435486 Iteration 11Q: 3 clusters Score -61496.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -61497.910156 Penalty: 644.435486 Iteration 12Q: 3 clusters Score -61497.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -61498.718750 Penalty: 644.435486 Iteration 13Q: 3 clusters Score -61498.72 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -61499.757812 Penalty: 644.435486 Iteration 14Q: 3 clusters Score -61499.76 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -61501.046875 Penalty: 644.435486 Iteration 15Q: 3 clusters Score -61501.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -61501.957031 Penalty: 644.435486 Iteration 16Q: 3 clusters Score -61501.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -61502.312500 Penalty: 644.435486 Iteration 17Q: 3 clusters Score -61502.31 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -61502.433594 Penalty: 644.435486 Iteration 18Q: 3 clusters Score -61502.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -61503.675781 Penalty: 644.435486 Iteration 19Q: 3 clusters Score -61503.68 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -61503.675781 Penalty: 644.435486 Iteration 20F: 3 clusters Score -61503.68 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (4917 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4917 members Entering Unmasked Estep Score: -301136.593750 Penalty: 386.770660 Iteration 0F: 2 clusters Score -301136.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 2464 members Entering Unmasked Estep Score: -297787.468750 Penalty: 773.541321 Iteration 0F: 3 clusters Score -297787.5 nChanged 2233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -299008.531250 Penalty: 773.541321 Iteration 1F: 3 clusters Score -299008.5 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Mstep: Class 2 contains 2440 members Entering Unmasked Estep Score: -299092.875000 Penalty: 773.541321 Iteration 2F: 3 clusters Score -299092.9 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Mstep: Class 2 contains 2440 members Entering Unmasked Estep Score: -299159.062500 Penalty: 773.541321 Iteration 3Q: 3 clusters Score -299159.1 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2472 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -299207.312500 Penalty: 773.541321 Iteration 4Q: 3 clusters Score -299207.3 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2472 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -299245.250000 Penalty: 773.541321 Iteration 5Q: 3 clusters Score -299245.2 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2481 members Mstep: Class 2 contains 2436 members Entering Unmasked Estep Score: -299274.500000 Penalty: 773.541321 Iteration 6Q: 3 clusters Score -299274.5 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 2410 members Entering Unmasked Estep Score: -299298.468750 Penalty: 773.541321 Iteration 7Q: 3 clusters Score -299298.5 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2539 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -299326.593750 Penalty: 773.541321 Iteration 8Q: 3 clusters Score -299326.6 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2577 members Mstep: Class 2 contains 2340 members Entering Unmasked Estep Score: -299358.218750 Penalty: 773.541321 Iteration 9Q: 3 clusters Score -299358.2 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2615 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -299403.281250 Penalty: 773.541321 Iteration 10Q: 3 clusters Score -299403.3 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2660 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -299446.875000 Penalty: 773.541321 Iteration 11Q: 3 clusters Score -299446.9 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2710 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -299496.406250 Penalty: 773.541321 Iteration 12Q: 3 clusters Score -299496.4 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2777 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -299549.875000 Penalty: 773.541321 Iteration 13Q: 3 clusters Score -299549.9 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2842 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -299628.218750 Penalty: 773.541321 Iteration 14Q: 3 clusters Score -299628.2 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2914 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -299721.062500 Penalty: 773.541321 Iteration 15Q: 3 clusters Score -299721.1 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2990 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -299824.937500 Penalty: 773.541321 Iteration 16Q: 3 clusters Score -299824.9 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3052 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -299905.750000 Penalty: 773.541321 Iteration 17Q: 3 clusters Score -299905.8 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3108 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -299958.218750 Penalty: 773.541321 Iteration 18Q: 3 clusters Score -299958.2 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3158 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -299993.625000 Penalty: 773.541321 Iteration 19Q: 3 clusters Score -299993.6 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3210 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -300024.281250 Penalty: 773.541321 Iteration 20F: 3 clusters Score -300024.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3255 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -300045.750000 Penalty: 773.541321 Iteration 21Q: 3 clusters Score -300045.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3297 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -300065.062500 Penalty: 773.541321 Iteration 22Q: 3 clusters Score -300065.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3346 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -300089.156250 Penalty: 773.541321 Iteration 23Q: 3 clusters Score -300089.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3395 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -300115.218750 Penalty: 773.541321 Iteration 24Q: 3 clusters Score -300115.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3437 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -300135.718750 Penalty: 773.541321 Iteration 25Q: 3 clusters Score -300135.7 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3484 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -300155.281250 Penalty: 773.541321 Iteration 26Q: 3 clusters Score -300155.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3528 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -300172.437500 Penalty: 773.541321 Iteration 27Q: 3 clusters Score -300172.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3576 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -300193.343750 Penalty: 773.541321 Iteration 28Q: 3 clusters Score -300193.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3627 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -300216.531250 Penalty: 773.541321 Iteration 29Q: 3 clusters Score -300216.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3677 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -300238.156250 Penalty: 773.541321 Iteration 30Q: 3 clusters Score -300238.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3725 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -300254.437500 Penalty: 773.541321 Iteration 31Q: 3 clusters Score -300254.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3766 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -300270.812500 Penalty: 773.541321 Iteration 32Q: 3 clusters Score -300270.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3809 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -300282.625000 Penalty: 773.541321 Iteration 33Q: 3 clusters Score -300282.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3848 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -300294.156250 Penalty: 773.541321 Iteration 34Q: 3 clusters Score -300294.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3891 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -300308.687500 Penalty: 773.541321 Iteration 35Q: 3 clusters Score -300308.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3943 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -300333.687500 Penalty: 773.541321 Iteration 36Q: 3 clusters Score -300333.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3988 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -300351.843750 Penalty: 773.541321 Iteration 37Q: 3 clusters Score -300351.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4035 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -300369.718750 Penalty: 773.541321 Iteration 38Q: 3 clusters Score -300369.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4076 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -300385.875000 Penalty: 773.541321 Iteration 39Q: 3 clusters Score -300385.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4117 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -300401.000000 Penalty: 773.541321 Iteration 40F: 3 clusters Score -300401 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4152 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -300413.906250 Penalty: 773.541321 Iteration 41Q: 3 clusters Score -300413.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4189 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -300427.875000 Penalty: 773.541321 Iteration 42Q: 3 clusters Score -300427.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4236 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -300447.843750 Penalty: 773.541321 Iteration 43Q: 3 clusters Score -300447.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4297 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -300482.281250 Penalty: 773.541321 Iteration 44Q: 3 clusters Score -300482.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4350 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -300508.812500 Penalty: 773.541321 Iteration 45Q: 3 clusters Score -300508.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4399 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -300534.031250 Penalty: 773.541321 Iteration 46Q: 3 clusters Score -300534 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4446 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -300560.906250 Penalty: 773.541321 Iteration 47Q: 3 clusters Score -300560.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4495 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -300593.312500 Penalty: 773.541321 Iteration 48Q: 3 clusters Score -300593.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4549 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -300627.343750 Penalty: 773.541321 Iteration 49Q: 3 clusters Score -300627.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4600 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -300661.593750 Penalty: 773.541321 Iteration 50Q: 3 clusters Score -300661.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4644 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -300690.750000 Penalty: 773.541321 Iteration 51Q: 3 clusters Score -300690.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4680 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -300716.750000 Penalty: 773.541321 Iteration 52Q: 3 clusters Score -300716.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4710 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -300740.750000 Penalty: 773.541321 Iteration 53Q: 3 clusters Score -300740.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4733 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -300755.906250 Penalty: 773.541321 Iteration 54Q: 3 clusters Score -300755.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4748 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -300767.000000 Penalty: 773.541321 Iteration 55Q: 3 clusters Score -300767 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4758 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -300772.375000 Penalty: 773.541321 Iteration 56Q: 3 clusters Score -300772.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4760 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -300773.250000 Penalty: 773.541321 Iteration 57Q: 3 clusters Score -300773.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4763 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -300775.375000 Penalty: 773.541321 Iteration 58Q: 3 clusters Score -300775.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4767 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -300777.562500 Penalty: 773.541321 Iteration 59Q: 3 clusters Score -300777.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4770 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -300780.375000 Penalty: 773.541321 Iteration 60F: 3 clusters Score -300780.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4778 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -300787.781250 Penalty: 773.541321 Iteration 61Q: 3 clusters Score -300787.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4785 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -300796.625000 Penalty: 773.541321 Iteration 62Q: 3 clusters Score -300796.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4792 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -300804.000000 Penalty: 773.541321 Iteration 63Q: 3 clusters Score -300804 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4797 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -300808.906250 Penalty: 773.541321 Iteration 64Q: 3 clusters Score -300808.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4799 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -300809.656250 Penalty: 773.541321 Iteration 65Q: 3 clusters Score -300809.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4800 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -300810.468750 Penalty: 773.541321 Iteration 66Q: 3 clusters Score -300810.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4802 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -300812.843750 Penalty: 773.541321 Iteration 67Q: 3 clusters Score -300812.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4802 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -300814.125000 Penalty: 773.541321 Iteration 68Q: 3 clusters Score -300814.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4802 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -300814.125000 Penalty: 773.541321 Iteration 69F: 3 clusters Score -300814.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (522 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Entering Unmasked Estep Score: -26630.718750 Penalty: 284.723877 Iteration 0F: 2 clusters Score -26630.72 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -26136.330078 Penalty: 569.447754 Iteration 0F: 3 clusters Score -26136.33 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -26253.699219 Penalty: 569.447754 Iteration 1F: 3 clusters Score -26253.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -26284.869141 Penalty: 569.447754 Iteration 2F: 3 clusters Score -26284.87 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -26312.062500 Penalty: 569.447754 Iteration 3F: 3 clusters Score -26312.06 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -26322.201172 Penalty: 569.447754 Iteration 4Q: 3 clusters Score -26322.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -26324.207031 Penalty: 569.447754 Iteration 5Q: 3 clusters Score -26324.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -26324.917969 Penalty: 569.447754 Iteration 6Q: 3 clusters Score -26324.92 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -26326.708984 Penalty: 569.447754 Iteration 7Q: 3 clusters Score -26326.71 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -26332.175781 Penalty: 569.447754 Iteration 8Q: 3 clusters Score -26332.18 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -26334.044922 Penalty: 569.447754 Iteration 9Q: 3 clusters Score -26334.04 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -26337.144531 Penalty: 569.447754 Iteration 10Q: 3 clusters Score -26337.14 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -26341.347656 Penalty: 569.447754 Iteration 11Q: 3 clusters Score -26341.35 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -26345.884766 Penalty: 569.447754 Iteration 12Q: 3 clusters Score -26345.88 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -26350.558594 Penalty: 569.447754 Iteration 13Q: 3 clusters Score -26350.56 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -26353.794922 Penalty: 569.447754 Iteration 14Q: 3 clusters Score -26353.79 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -26355.937500 Penalty: 569.447754 Iteration 15Q: 3 clusters Score -26355.94 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -26358.265625 Penalty: 569.447754 Iteration 16Q: 3 clusters Score -26358.27 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -26363.744141 Penalty: 569.447754 Iteration 17Q: 3 clusters Score -26363.74 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -26365.404297 Penalty: 569.447754 Iteration 18Q: 3 clusters Score -26365.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -26366.966797 Penalty: 569.447754 Iteration 19Q: 3 clusters Score -26366.97 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -26369.308594 Penalty: 569.447754 Iteration 20F: 3 clusters Score -26369.31 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -26370.492188 Penalty: 569.447754 Iteration 21Q: 3 clusters Score -26370.49 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -26372.181641 Penalty: 569.447754 Iteration 22Q: 3 clusters Score -26372.18 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -26373.912109 Penalty: 569.447754 Iteration 23Q: 3 clusters Score -26373.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -26374.654297 Penalty: 569.447754 Iteration 24Q: 3 clusters Score -26374.65 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -26375.306641 Penalty: 569.447754 Iteration 25Q: 3 clusters Score -26375.31 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -26375.472656 Penalty: 569.447754 Iteration 26Q: 3 clusters Score -26375.47 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -26375.621094 Penalty: 569.447754 Iteration 27Q: 3 clusters Score -26375.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -26375.621094 Penalty: 569.447754 Iteration 28F: 3 clusters Score -26375.62 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (2555 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2555 members Entering Unmasked Estep Score: -139648.546875 Penalty: 356.984253 Iteration 0F: 2 clusters Score -139648.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -137865.343750 Penalty: 713.968506 Iteration 0F: 3 clusters Score -137865.3 nChanged 1074 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -138513.015625 Penalty: 713.968506 Iteration 1F: 3 clusters Score -138513 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -138603.000000 Penalty: 713.968506 Iteration 2F: 3 clusters Score -138603 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -138690.218750 Penalty: 713.968506 Iteration 3F: 3 clusters Score -138690.2 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -138765.500000 Penalty: 713.968506 Iteration 4F: 3 clusters Score -138765.5 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -138819.890625 Penalty: 713.968506 Iteration 5Q: 3 clusters Score -138819.9 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -138861.156250 Penalty: 713.968506 Iteration 6Q: 3 clusters Score -138861.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -138898.156250 Penalty: 713.968506 Iteration 7Q: 3 clusters Score -138898.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -138943.953125 Penalty: 713.968506 Iteration 8Q: 3 clusters Score -138944 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -138997.671875 Penalty: 713.968506 Iteration 9Q: 3 clusters Score -138997.7 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -139070.531250 Penalty: 713.968506 Iteration 10Q: 3 clusters Score -139070.5 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -139189.031250 Penalty: 713.968506 Iteration 11Q: 3 clusters Score -139189 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -139304.812500 Penalty: 713.968506 Iteration 12Q: 3 clusters Score -139304.8 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -139374.156250 Penalty: 713.968506 Iteration 13Q: 3 clusters Score -139374.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -139417.109375 Penalty: 713.968506 Iteration 14Q: 3 clusters Score -139417.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -139451.078125 Penalty: 713.968506 Iteration 15Q: 3 clusters Score -139451.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -139464.484375 Penalty: 713.968506 Iteration 16Q: 3 clusters Score -139464.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -139470.656250 Penalty: 713.968506 Iteration 17Q: 3 clusters Score -139470.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -139474.781250 Penalty: 713.968506 Iteration 18Q: 3 clusters Score -139474.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -139478.250000 Penalty: 713.968506 Iteration 19Q: 3 clusters Score -139478.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -139482.437500 Penalty: 713.968506 Iteration 20F: 3 clusters Score -139482.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -139485.906250 Penalty: 713.968506 Iteration 21Q: 3 clusters Score -139485.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -139491.015625 Penalty: 713.968506 Iteration 22Q: 3 clusters Score -139491 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -139496.765625 Penalty: 713.968506 Iteration 23Q: 3 clusters Score -139496.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -139501.859375 Penalty: 713.968506 Iteration 24Q: 3 clusters Score -139501.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -139507.906250 Penalty: 713.968506 Iteration 25Q: 3 clusters Score -139507.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -139515.031250 Penalty: 713.968506 Iteration 26Q: 3 clusters Score -139515 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -139519.687500 Penalty: 713.968506 Iteration 27Q: 3 clusters Score -139519.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -139525.609375 Penalty: 713.968506 Iteration 28Q: 3 clusters Score -139525.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -139529.625000 Penalty: 713.968506 Iteration 29Q: 3 clusters Score -139529.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -139532.531250 Penalty: 713.968506 Iteration 30Q: 3 clusters Score -139532.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -139533.968750 Penalty: 713.968506 Iteration 31Q: 3 clusters Score -139534 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -139535.390625 Penalty: 713.968506 Iteration 32Q: 3 clusters Score -139535.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -139536.921875 Penalty: 713.968506 Iteration 33Q: 3 clusters Score -139536.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -139538.468750 Penalty: 713.968506 Iteration 34Q: 3 clusters Score -139538.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -139540.546875 Penalty: 713.968506 Iteration 35Q: 3 clusters Score -139540.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -139543.000000 Penalty: 713.968506 Iteration 36Q: 3 clusters Score -139543 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -139543.953125 Penalty: 713.968506 Iteration 37Q: 3 clusters Score -139544 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -139545.078125 Penalty: 713.968506 Iteration 38Q: 3 clusters Score -139545.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -139546.078125 Penalty: 713.968506 Iteration 39Q: 3 clusters Score -139546.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -139547.843750 Penalty: 713.968506 Iteration 40F: 3 clusters Score -139547.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -139549.875000 Penalty: 713.968506 Iteration 41Q: 3 clusters Score -139549.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -139550.546875 Penalty: 713.968506 Iteration 42Q: 3 clusters Score -139550.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -139550.937500 Penalty: 713.968506 Iteration 43Q: 3 clusters Score -139550.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -139552.328125 Penalty: 713.968506 Iteration 44Q: 3 clusters Score -139552.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -139553.578125 Penalty: 713.968506 Iteration 45Q: 3 clusters Score -139553.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -139554.031250 Penalty: 713.968506 Iteration 46Q: 3 clusters Score -139554 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -139554.296875 Penalty: 713.968506 Iteration 47Q: 3 clusters Score -139554.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -139554.953125 Penalty: 713.968506 Iteration 48Q: 3 clusters Score -139555 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -139555.906250 Penalty: 713.968506 Iteration 49Q: 3 clusters Score -139555.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -139557.093750 Penalty: 713.968506 Iteration 50Q: 3 clusters Score -139557.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -139558.656250 Penalty: 713.968506 Iteration 51Q: 3 clusters Score -139558.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -139559.875000 Penalty: 713.968506 Iteration 52Q: 3 clusters Score -139559.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -139560.968750 Penalty: 713.968506 Iteration 53Q: 3 clusters Score -139561 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -139561.171875 Penalty: 713.968506 Iteration 54Q: 3 clusters Score -139561.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -139562.187500 Penalty: 713.968506 Iteration 55Q: 3 clusters Score -139562.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -139562.765625 Penalty: 713.968506 Iteration 56Q: 3 clusters Score -139562.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -139562.843750 Penalty: 713.968506 Iteration 57Q: 3 clusters Score -139562.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -139562.921875 Penalty: 713.968506 Iteration 58Q: 3 clusters Score -139562.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -139562.921875 Penalty: 713.968506 Iteration 59F: 3 clusters Score -139562.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (730 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Entering Unmasked Estep Score: -27058.144531 Penalty: 299.983521 Iteration 0F: 2 clusters Score -27058.14 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -26456.777344 Penalty: 599.967041 Iteration 0F: 3 clusters Score -26456.78 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -26849.562500 Penalty: 599.967041 Iteration 1F: 3 clusters Score -26849.56 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -27081.572266 Penalty: 599.967041 Iteration 2F: 3 clusters Score -27081.57 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -27221.906250 Penalty: 599.967041 Iteration 3F: 3 clusters Score -27221.91 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -27279.291016 Penalty: 599.967041 Iteration 4F: 3 clusters Score -27279.29 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -27316.406250 Penalty: 599.967041 Iteration 5Q: 3 clusters Score -27316.41 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -27341.541016 Penalty: 599.967041 Iteration 6Q: 3 clusters Score -27341.54 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -27351.294922 Penalty: 599.967041 Iteration 7Q: 3 clusters Score -27351.29 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -27360.654297 Penalty: 599.967041 Iteration 8Q: 3 clusters Score -27360.65 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -27377.421875 Penalty: 599.967041 Iteration 9Q: 3 clusters Score -27377.42 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -27396.003906 Penalty: 599.967041 Iteration 10Q: 3 clusters Score -27396 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -27426.455078 Penalty: 599.967041 Iteration 11Q: 3 clusters Score -27426.46 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -27458.648438 Penalty: 599.967041 Iteration 12Q: 3 clusters Score -27458.65 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -27489.943359 Penalty: 599.967041 Iteration 13Q: 3 clusters Score -27489.94 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -27555.994141 Penalty: 599.967041 Iteration 14Q: 3 clusters Score -27555.99 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -27604.759766 Penalty: 599.967041 Iteration 15Q: 3 clusters Score -27604.76 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -27638.888672 Penalty: 599.967041 Iteration 16Q: 3 clusters Score -27638.89 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -27662.056641 Penalty: 599.967041 Iteration 17Q: 3 clusters Score -27662.06 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -27691.908203 Penalty: 599.967041 Iteration 18Q: 3 clusters Score -27691.91 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -27730.943359 Penalty: 599.967041 Iteration 19Q: 3 clusters Score -27730.94 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -27757.476562 Penalty: 599.967041 Iteration 20F: 3 clusters Score -27757.48 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -27795.917969 Penalty: 599.967041 Iteration 21Q: 3 clusters Score -27795.92 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -27803.208984 Penalty: 599.967041 Iteration 22Q: 3 clusters Score -27803.21 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -27807.476562 Penalty: 599.967041 Iteration 23Q: 3 clusters Score -27807.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -27812.605469 Penalty: 599.967041 Iteration 24Q: 3 clusters Score -27812.61 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -27819.617188 Penalty: 599.967041 Iteration 25Q: 3 clusters Score -27819.62 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -27835.210938 Penalty: 599.967041 Iteration 26Q: 3 clusters Score -27835.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -27840.544922 Penalty: 599.967041 Iteration 27Q: 3 clusters Score -27840.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -27848.894531 Penalty: 599.967041 Iteration 28Q: 3 clusters Score -27848.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -27856.679688 Penalty: 599.967041 Iteration 29Q: 3 clusters Score -27856.68 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -27862.357422 Penalty: 599.967041 Iteration 30F: 3 clusters Score -27862.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -27867.128906 Penalty: 599.967041 Iteration 31Q: 3 clusters Score -27867.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -27867.128906 Penalty: 599.967041 Iteration 32F: 3 clusters Score -27867.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11439 members Mstep: Class 2 contains 166 members Mstep: Class 3 contains 567 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1194 members Mstep: Class 7 contains 486 members Mstep: Class 8 contains 377 members Mstep: Class 9 contains 991 members Mstep: Class 10 contains 300 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 736 members Mstep: Class 13 contains 17962 members Mstep: Class 14 contains 139 members Mstep: Class 15 contains 210 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1190 members Mstep: Class 18 contains 4917 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2555 members Mstep: Class 21 contains 443 members Mstep: Class 22 contains 1433 members Mstep: Class 23 contains 95705 members Mstep: Class 24 contains 287 members Entering Unmasked Estep Score: -7912398.500000 Penalty: 12976.127930 Splitting cluster 21 changes total score from -7911783.500000 to -7912398.500000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 22 (1433 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Entering Unmasked Estep Score: -86206.945312 Penalty: 330.672424 Iteration 0F: 2 clusters Score -86206.95 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 712 members Entering Unmasked Estep Score: -85109.429688 Penalty: 661.344849 Iteration 0F: 3 clusters Score -85109.43 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -85466.851562 Penalty: 661.344849 Iteration 1F: 3 clusters Score -85466.85 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -85525.007812 Penalty: 661.344849 Iteration 2F: 3 clusters Score -85525.01 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -85557.710938 Penalty: 661.344849 Iteration 3Q: 3 clusters Score -85557.71 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -85580.648438 Penalty: 661.344849 Iteration 4Q: 3 clusters Score -85580.65 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -85596.476562 Penalty: 661.344849 Iteration 5Q: 3 clusters Score -85596.48 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -85608.890625 Penalty: 661.344849 Iteration 6Q: 3 clusters Score -85608.89 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -85616.710938 Penalty: 661.344849 Iteration 7Q: 3 clusters Score -85616.71 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -85624.664062 Penalty: 661.344849 Iteration 8Q: 3 clusters Score -85624.66 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -85631.593750 Penalty: 661.344849 Iteration 9Q: 3 clusters Score -85631.59 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -85639.796875 Penalty: 661.344849 Iteration 10Q: 3 clusters Score -85639.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -85650.273438 Penalty: 661.344849 Iteration 11Q: 3 clusters Score -85650.27 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -85662.171875 Penalty: 661.344849 Iteration 12Q: 3 clusters Score -85662.17 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -85672.351562 Penalty: 661.344849 Iteration 13Q: 3 clusters Score -85672.35 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -85684.710938 Penalty: 661.344849 Iteration 14Q: 3 clusters Score -85684.71 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -85697.242188 Penalty: 661.344849 Iteration 15Q: 3 clusters Score -85697.24 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -85708.539062 Penalty: 661.344849 Iteration 16Q: 3 clusters Score -85708.54 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -85730.484375 Penalty: 661.344849 Iteration 17Q: 3 clusters Score -85730.48 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -85756.273438 Penalty: 661.344849 Iteration 18Q: 3 clusters Score -85756.27 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -85778.476562 Penalty: 661.344849 Iteration 19Q: 3 clusters Score -85778.48 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -85790.265625 Penalty: 661.344849 Iteration 20F: 3 clusters Score -85790.27 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -85805.164062 Penalty: 661.344849 Iteration 21Q: 3 clusters Score -85805.16 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -85820.906250 Penalty: 661.344849 Iteration 22Q: 3 clusters Score -85820.91 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -85832.218750 Penalty: 661.344849 Iteration 23Q: 3 clusters Score -85832.22 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -85838.320312 Penalty: 661.344849 Iteration 24Q: 3 clusters Score -85838.32 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -85842.953125 Penalty: 661.344849 Iteration 25Q: 3 clusters Score -85842.95 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -85849.101562 Penalty: 661.344849 Iteration 26Q: 3 clusters Score -85849.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -85853.468750 Penalty: 661.344849 Iteration 27Q: 3 clusters Score -85853.47 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -85858.015625 Penalty: 661.344849 Iteration 28Q: 3 clusters Score -85858.02 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -85862.015625 Penalty: 661.344849 Iteration 29Q: 3 clusters Score -85862.02 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -85864.468750 Penalty: 661.344849 Iteration 30Q: 3 clusters Score -85864.47 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -85865.390625 Penalty: 661.344849 Iteration 31Q: 3 clusters Score -85865.39 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -85868.515625 Penalty: 661.344849 Iteration 32Q: 3 clusters Score -85868.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -85870.257812 Penalty: 661.344849 Iteration 33Q: 3 clusters Score -85870.26 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -85871.335938 Penalty: 661.344849 Iteration 34Q: 3 clusters Score -85871.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -85874.015625 Penalty: 661.344849 Iteration 35Q: 3 clusters Score -85874.02 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -85877.812500 Penalty: 661.344849 Iteration 36Q: 3 clusters Score -85877.81 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -85878.750000 Penalty: 661.344849 Iteration 37Q: 3 clusters Score -85878.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -85879.070312 Penalty: 661.344849 Iteration 38Q: 3 clusters Score -85879.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -85879.468750 Penalty: 661.344849 Iteration 39Q: 3 clusters Score -85879.47 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -85880.046875 Penalty: 661.344849 Iteration 40F: 3 clusters Score -85880.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -85880.671875 Penalty: 661.344849 Iteration 41Q: 3 clusters Score -85880.67 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -85881.390625 Penalty: 661.344849 Iteration 42Q: 3 clusters Score -85881.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -85881.742188 Penalty: 661.344849 Iteration 43Q: 3 clusters Score -85881.74 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -85882.218750 Penalty: 661.344849 Iteration 44Q: 3 clusters Score -85882.22 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -85882.289062 Penalty: 661.344849 Iteration 45Q: 3 clusters Score -85882.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -85882.289062 Penalty: 661.344849 Iteration 46F: 3 clusters Score -85882.29 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (95705 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95705 members Entering Unmasked Estep Score: -5394863.000000 Penalty: 521.840637 Iteration 0F: 2 clusters Score -5394863 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47713 members Mstep: Class 2 contains 47992 members Entering Unmasked Estep Score: -5330198.000000 Penalty: 1043.681274 Iteration 0F: 3 clusters Score -5330198 nChanged 46705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45406 members Mstep: Class 2 contains 50299 members Entering Unmasked Estep Score: -5358333.000000 Penalty: 1043.681274 Iteration 1F: 3 clusters Score -5358333 nChanged 3470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43764 members Mstep: Class 2 contains 51941 members Entering Unmasked Estep Score: -5359492.500000 Penalty: 1043.681274 Iteration 2Q: 3 clusters Score -5359492 nChanged 4240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41180 members Mstep: Class 2 contains 54525 members Entering Unmasked Estep Score: -5361344.000000 Penalty: 1043.681274 Iteration 3Q: 3 clusters Score -5361344 nChanged 5197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37369 members Mstep: Class 2 contains 58336 members Entering Unmasked Estep Score: -5364207.500000 Penalty: 1043.681274 Iteration 4F: 3 clusters Score -5364208 nChanged 6197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32438 members Mstep: Class 2 contains 63267 members Entering Unmasked Estep Score: -5368378.000000 Penalty: 1043.681274 Iteration 5F: 3 clusters Score -5368378 nChanged 6748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26816 members Mstep: Class 2 contains 68889 members Entering Unmasked Estep Score: -5373665.000000 Penalty: 1043.681274 Iteration 6F: 3 clusters Score -5373665 nChanged 6308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21474 members Mstep: Class 2 contains 74231 members Entering Unmasked Estep Score: -5378738.000000 Penalty: 1043.681274 Iteration 7F: 3 clusters Score -5378738 nChanged 5097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17153 members Mstep: Class 2 contains 78552 members Entering Unmasked Estep Score: -5382534.000000 Penalty: 1043.681274 Iteration 8F: 3 clusters Score -5382534 nChanged 3747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13880 members Mstep: Class 2 contains 81825 members Entering Unmasked Estep Score: -5385039.000000 Penalty: 1043.681274 Iteration 9Q: 3 clusters Score -5385039 nChanged 2821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11265 members Mstep: Class 2 contains 84440 members Entering Unmasked Estep Score: -5386823.500000 Penalty: 1043.681274 Iteration 10Q: 3 clusters Score -5386824 nChanged 2311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9004 members Mstep: Class 2 contains 86701 members Entering Unmasked Estep Score: -5388402.000000 Penalty: 1043.681274 Iteration 11Q: 3 clusters Score -5388402 nChanged 1930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7086 members Mstep: Class 2 contains 88619 members Entering Unmasked Estep Score: -5389650.000000 Penalty: 1043.681274 Iteration 12Q: 3 clusters Score -5389650 nChanged 1634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5454 members Mstep: Class 2 contains 90251 members Entering Unmasked Estep Score: -5390734.000000 Penalty: 1043.681274 Iteration 13Q: 3 clusters Score -5390734 nChanged 1405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4051 members Mstep: Class 2 contains 91654 members Entering Unmasked Estep Score: -5391780.500000 Penalty: 1043.681274 Iteration 14Q: 3 clusters Score -5391780 nChanged 1186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2865 members Mstep: Class 2 contains 92840 members Entering Unmasked Estep Score: -5392657.000000 Penalty: 1043.681274 Iteration 15Q: 3 clusters Score -5392657 nChanged 873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 93713 members Entering Unmasked Estep Score: -5393335.000000 Penalty: 1043.681274 Iteration 16Q: 3 clusters Score -5393335 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 94338 members Entering Unmasked Estep Score: -5393799.000000 Penalty: 1043.681274 Iteration 17Q: 3 clusters Score -5393799 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 94752 members Entering Unmasked Estep Score: -5394140.000000 Penalty: 1043.681274 Iteration 18Q: 3 clusters Score -5394140 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 95018 members Entering Unmasked Estep Score: -5394354.500000 Penalty: 1043.681274 Iteration 19Q: 3 clusters Score -5394354 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 95165 members Entering Unmasked Estep Score: -5394530.000000 Penalty: 1043.681274 Iteration 20F: 3 clusters Score -5394530 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 95221 members Entering Unmasked Estep Score: -5394621.500000 Penalty: 1043.681274 Iteration 21Q: 3 clusters Score -5394622 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 95245 members Entering Unmasked Estep Score: -5394697.500000 Penalty: 1043.681274 Iteration 22Q: 3 clusters Score -5394698 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 95260 members Entering Unmasked Estep Score: -5394757.000000 Penalty: 1043.681274 Iteration 23Q: 3 clusters Score -5394757 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 95262 members Entering Unmasked Estep Score: -5394832.000000 Penalty: 1043.681274 Iteration 24Q: 3 clusters Score -5394832 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 95252 members Entering Unmasked Estep Score: -5394883.500000 Penalty: 1043.681274 Iteration 25Q: 3 clusters Score -5394884 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 95237 members Entering Unmasked Estep Score: -5394931.500000 Penalty: 1043.681274 Iteration 26Q: 3 clusters Score -5394932 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 95219 members Entering Unmasked Estep Score: -5394970.000000 Penalty: 1043.681274 Iteration 27Q: 3 clusters Score -5394970 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 95195 members Entering Unmasked Estep Score: -5394994.500000 Penalty: 1043.681274 Iteration 28Q: 3 clusters Score -5394994 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 95172 members Entering Unmasked Estep Score: -5395005.500000 Penalty: 1043.681274 Iteration 29Q: 3 clusters Score -5395006 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 95159 members Entering Unmasked Estep Score: -5395016.500000 Penalty: 1043.681274 Iteration 30Q: 3 clusters Score -5395016 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 95157 members Entering Unmasked Estep Score: -5395011.500000 Penalty: 1043.681274 Iteration 31Q: 3 clusters Score -5395012 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 95155 members Entering Unmasked Estep Score: -5395013.500000 Penalty: 1043.681274 Iteration 32Q: 3 clusters Score -5395014 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 95151 members Entering Unmasked Estep Score: -5395015.500000 Penalty: 1043.681274 Iteration 33Q: 3 clusters Score -5395016 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 95148 members Entering Unmasked Estep Score: -5395015.000000 Penalty: 1043.681274 Iteration 34Q: 3 clusters Score -5395015 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 95146 members Entering Unmasked Estep Score: -5395020.000000 Penalty: 1043.681274 Iteration 35Q: 3 clusters Score -5395020 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 95141 members Entering Unmasked Estep Score: -5395015.000000 Penalty: 1043.681274 Iteration 36Q: 3 clusters Score -5395015 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 95138 members Entering Unmasked Estep Score: -5395016.500000 Penalty: 1043.681274 Iteration 37Q: 3 clusters Score -5395016 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 95133 members Entering Unmasked Estep Score: -5395021.000000 Penalty: 1043.681274 Iteration 38Q: 3 clusters Score -5395021 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 95130 members Entering Unmasked Estep Score: -5395020.000000 Penalty: 1043.681274 Iteration 39Q: 3 clusters Score -5395020 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 95130 members Entering Unmasked Estep Score: -5395062.500000 Penalty: 1043.681274 Iteration 40F: 3 clusters Score -5395062 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 95086 members Entering Unmasked Estep Score: -5395107.500000 Penalty: 1043.681274 Iteration 41Q: 3 clusters Score -5395108 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 95043 members Entering Unmasked Estep Score: -5395147.000000 Penalty: 1043.681274 Iteration 42Q: 3 clusters Score -5395147 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 95004 members Entering Unmasked Estep Score: -5395175.500000 Penalty: 1043.681274 Iteration 43Q: 3 clusters Score -5395176 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 94979 members Entering Unmasked Estep Score: -5395192.000000 Penalty: 1043.681274 Iteration 44Q: 3 clusters Score -5395192 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 94956 members Entering Unmasked Estep Score: -5395201.000000 Penalty: 1043.681274 Iteration 45Q: 3 clusters Score -5395201 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 94937 members Entering Unmasked Estep Score: -5395209.500000 Penalty: 1043.681274 Iteration 46Q: 3 clusters Score -5395210 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 94927 members Entering Unmasked Estep Score: -5395215.500000 Penalty: 1043.681274 Iteration 47Q: 3 clusters Score -5395216 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 94920 members Entering Unmasked Estep Score: -5395213.500000 Penalty: 1043.681274 Iteration 48Q: 3 clusters Score -5395214 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 94916 members Entering Unmasked Estep Score: -5395218.000000 Penalty: 1043.681274 Iteration 49Q: 3 clusters Score -5395218 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 94905 members Entering Unmasked Estep Score: -5395216.000000 Penalty: 1043.681274 Iteration 50Q: 3 clusters Score -5395216 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 94900 members Entering Unmasked Estep Score: -5395214.000000 Penalty: 1043.681274 Iteration 51Q: 3 clusters Score -5395214 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 94897 members Entering Unmasked Estep Score: -5395214.000000 Penalty: 1043.681274 Iteration 52Q: 3 clusters Score -5395214 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 94894 members Entering Unmasked Estep Score: -5395214.000000 Penalty: 1043.681274 Iteration 53Q: 3 clusters Score -5395214 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 94893 members Entering Unmasked Estep Score: -5395217.500000 Penalty: 1043.681274 Iteration 54Q: 3 clusters Score -5395218 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 94893 members Entering Unmasked Estep Score: -5395221.500000 Penalty: 1043.681274 Iteration 55F: 3 clusters Score -5395222 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 94891 members Entering Unmasked Estep Score: -5395221.000000 Penalty: 1043.681274 Iteration 56Q: 3 clusters Score -5395221 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 94890 members Entering Unmasked Estep Score: -5395219.000000 Penalty: 1043.681274 Iteration 57Q: 3 clusters Score -5395219 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 94890 members Entering Unmasked Estep Score: -5395219.000000 Penalty: 1043.681274 Iteration 58F: 3 clusters Score -5395219 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11439 members Mstep: Class 2 contains 166 members Mstep: Class 3 contains 567 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1194 members Mstep: Class 7 contains 486 members Mstep: Class 8 contains 377 members Mstep: Class 9 contains 991 members Mstep: Class 10 contains 300 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 736 members Mstep: Class 13 contains 17962 members Mstep: Class 14 contains 139 members Mstep: Class 15 contains 210 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1190 members Mstep: Class 18 contains 4917 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2555 members Mstep: Class 21 contains 443 members Mstep: Class 22 contains 1433 members Mstep: Class 23 contains 815 members Mstep: Class 24 contains 287 members Mstep: Class 25 contains 94890 members Entering Unmasked Estep Score: -7912690.500000 Penalty: 13516.799805 Splitting cluster 23 changes total score from -7911783.500000 to -7912690.500000 So it's getting split into cluster 25. Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11439 members Mstep: Class 2 contains 166 members Mstep: Class 3 contains 567 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1194 members Mstep: Class 7 contains 486 members Mstep: Class 8 contains 377 members Mstep: Class 9 contains 991 members Mstep: Class 10 contains 300 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 736 members Mstep: Class 13 contains 17962 members Mstep: Class 15 contains 210 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1190 members Mstep: Class 18 contains 4917 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2555 members Mstep: Class 21 contains 443 members Mstep: Class 22 contains 1433 members Mstep: Class 23 contains 815 members Entering Unmasked Estep ConsiderDeletion Score: -7912757.000000 Penalty: 13516.799805 Iteration 119Q: 26 clusters Score -7912757 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11466 members Mstep: Class 2 contains 162 members Mstep: Class 3 contains 570 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1194 members Mstep: Class 7 contains 483 members Mstep: Class 8 contains 378 members Mstep: Class 9 contains 992 members Mstep: Class 10 contains 300 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 739 members Mstep: Class 13 contains 18062 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 219 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1188 members Mstep: Class 18 contains 4951 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2555 members Mstep: Class 21 contains 442 members Mstep: Class 22 contains 1438 members Mstep: Class 23 contains 844 members Mstep: Class 24 contains 287 members Mstep: Class 25 contains 94690 members Entering Unmasked Estep ConsiderDeletion Score: -7912864.000000 Penalty: 13516.799805 Iteration 120F: 26 clusters Score -7912864 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11418 members Mstep: Class 2 contains 158 members Mstep: Class 3 contains 570 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1194 members Mstep: Class 7 contains 476 members Mstep: Class 8 contains 343 members Mstep: Class 9 contains 991 members Mstep: Class 10 contains 301 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 743 members Mstep: Class 13 contains 18139 members Mstep: Class 14 contains 138 members Mstep: Class 15 contains 228 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1185 members Mstep: Class 18 contains 4968 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2555 members Mstep: Class 21 contains 442 members Mstep: Class 22 contains 1442 members Mstep: Class 23 contains 862 members Mstep: Class 24 contains 322 members Mstep: Class 25 contains 94622 members Entering Unmasked Estep ConsiderDeletion Score: -7912951.500000 Penalty: 13516.799805 Iteration 121Q: 26 clusters Score -7912952 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11391 members Mstep: Class 2 contains 157 members Mstep: Class 3 contains 570 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1194 members Mstep: Class 7 contains 466 members Mstep: Class 8 contains 324 members Mstep: Class 9 contains 990 members Mstep: Class 10 contains 301 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 745 members Mstep: Class 13 contains 18201 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 240 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1182 members Mstep: Class 18 contains 5007 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2555 members Mstep: Class 21 contains 442 members Mstep: Class 22 contains 1442 members Mstep: Class 23 contains 878 members Mstep: Class 24 contains 341 members Mstep: Class 25 contains 94534 members Entering Unmasked Estep ConsiderDeletion Score: -7912980.500000 Penalty: 13516.799805 Iteration 122Q: 26 clusters Score -7912980 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11359 members Mstep: Class 2 contains 156 members Mstep: Class 3 contains 570 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1194 members Mstep: Class 7 contains 461 members Mstep: Class 8 contains 316 members Mstep: Class 9 contains 986 members Mstep: Class 10 contains 301 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 744 members Mstep: Class 13 contains 18269 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 246 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1178 members Mstep: Class 18 contains 5042 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2555 members Mstep: Class 21 contains 443 members Mstep: Class 22 contains 1444 members Mstep: Class 23 contains 894 members Mstep: Class 24 contains 348 members Mstep: Class 25 contains 94454 members Entering Unmasked Estep ConsiderDeletion Score: -7912976.500000 Penalty: 13516.799805 Iteration 123Q: 26 clusters Score -7912976 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11324 members Mstep: Class 2 contains 155 members Mstep: Class 3 contains 570 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1194 members Mstep: Class 7 contains 458 members Mstep: Class 8 contains 310 members Mstep: Class 9 contains 981 members Mstep: Class 10 contains 301 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 744 members Mstep: Class 13 contains 18318 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 250 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1175 members Mstep: Class 18 contains 5078 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2555 members Mstep: Class 21 contains 443 members Mstep: Class 22 contains 1446 members Mstep: Class 23 contains 912 members Mstep: Class 24 contains 354 members Mstep: Class 25 contains 94392 members Entering Unmasked Estep ConsiderDeletion Score: -7913029.000000 Penalty: 13516.799805 Iteration 124Q: 26 clusters Score -7913029 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11303 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 570 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1194 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 307 members Mstep: Class 9 contains 977 members Mstep: Class 10 contains 302 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 744 members Mstep: Class 13 contains 18370 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1172 members Mstep: Class 18 contains 5122 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2555 members Mstep: Class 21 contains 444 members Mstep: Class 22 contains 1446 members Mstep: Class 23 contains 922 members Mstep: Class 24 contains 356 members Mstep: Class 25 contains 94313 members Entering Unmasked Estep ConsiderDeletion Score: -7913038.500000 Penalty: 13516.799805 Iteration 125Q: 26 clusters Score -7913038 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11285 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 570 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1194 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 306 members Mstep: Class 9 contains 973 members Mstep: Class 10 contains 302 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 744 members Mstep: Class 13 contains 18409 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1166 members Mstep: Class 18 contains 5150 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2555 members Mstep: Class 21 contains 444 members Mstep: Class 22 contains 1448 members Mstep: Class 23 contains 926 members Mstep: Class 24 contains 357 members Mstep: Class 25 contains 94268 members Entering Unmasked Estep ConsiderDeletion Score: -7913031.000000 Penalty: 13516.799805 Iteration 126Q: 26 clusters Score -7913031 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11271 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 570 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1194 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 306 members Mstep: Class 9 contains 968 members Mstep: Class 10 contains 302 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 744 members Mstep: Class 13 contains 18447 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1162 members Mstep: Class 18 contains 5185 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2555 members Mstep: Class 21 contains 444 members Mstep: Class 22 contains 1452 members Mstep: Class 23 contains 930 members Mstep: Class 24 contains 357 members Mstep: Class 25 contains 94210 members Entering Unmasked Estep ConsiderDeletion Score: -7913052.000000 Penalty: 13516.799805 Iteration 127Q: 26 clusters Score -7913052 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11258 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 570 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1194 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 306 members Mstep: Class 9 contains 965 members Mstep: Class 10 contains 302 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 744 members Mstep: Class 13 contains 18479 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1159 members Mstep: Class 18 contains 5218 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2556 members Mstep: Class 21 contains 444 members Mstep: Class 22 contains 1456 members Mstep: Class 23 contains 933 members Mstep: Class 24 contains 357 members Mstep: Class 25 contains 94156 members Entering Unmasked Estep ConsiderDeletion Score: -7913058.500000 Penalty: 13516.799805 Iteration 128Q: 26 clusters Score -7913058 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11244 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 570 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1194 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 306 members Mstep: Class 9 contains 963 members Mstep: Class 10 contains 302 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 744 members Mstep: Class 13 contains 18515 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1158 members Mstep: Class 18 contains 5240 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2557 members Mstep: Class 21 contains 444 members Mstep: Class 22 contains 1455 members Mstep: Class 23 contains 933 members Mstep: Class 24 contains 357 members Mstep: Class 25 contains 94115 members Entering Unmasked Estep ConsiderDeletion Score: -7913069.000000 Penalty: 13516.799805 Iteration 129Q: 26 clusters Score -7913069 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11235 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 571 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1194 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 306 members Mstep: Class 9 contains 962 members Mstep: Class 10 contains 304 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 744 members Mstep: Class 13 contains 18547 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1156 members Mstep: Class 18 contains 5265 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2557 members Mstep: Class 21 contains 444 members Mstep: Class 22 contains 1456 members Mstep: Class 23 contains 933 members Mstep: Class 24 contains 357 members Mstep: Class 25 contains 94066 members Entering Unmasked Estep ConsiderDeletion Score: -7913070.500000 Penalty: 13516.799805 Iteration 130Q: 26 clusters Score -7913070 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11227 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 571 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1194 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 306 members Mstep: Class 9 contains 958 members Mstep: Class 10 contains 307 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 744 members Mstep: Class 13 contains 18589 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1154 members Mstep: Class 18 contains 5293 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2557 members Mstep: Class 21 contains 444 members Mstep: Class 22 contains 1459 members Mstep: Class 23 contains 934 members Mstep: Class 24 contains 357 members Mstep: Class 25 contains 94003 members Entering Unmasked Estep ConsiderDeletion Score: -7913081.500000 Penalty: 13516.799805 Iteration 131Q: 26 clusters Score -7913082 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11216 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 572 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1195 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 306 members Mstep: Class 9 contains 949 members Mstep: Class 10 contains 308 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 744 members Mstep: Class 13 contains 18617 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1152 members Mstep: Class 18 contains 5321 members Mstep: Class 19 contains 521 members Mstep: Class 20 contains 2558 members Mstep: Class 21 contains 444 members Mstep: Class 22 contains 1466 members Mstep: Class 23 contains 934 members Mstep: Class 24 contains 357 members Mstep: Class 25 contains 93959 members Entering Unmasked Estep ConsiderDeletion Score: -7913095.000000 Penalty: 13516.799805 Iteration 132Q: 26 clusters Score -7913095 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11209 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 572 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1196 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 306 members Mstep: Class 9 contains 944 members Mstep: Class 10 contains 309 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 744 members Mstep: Class 13 contains 18640 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1149 members Mstep: Class 18 contains 5350 members Mstep: Class 19 contains 521 members Mstep: Class 20 contains 2559 members Mstep: Class 21 contains 444 members Mstep: Class 22 contains 1470 members Mstep: Class 23 contains 934 members Mstep: Class 24 contains 357 members Mstep: Class 25 contains 93915 members Entering Unmasked Estep ConsiderDeletion Score: -7913103.500000 Penalty: 13516.799805 Iteration 133Q: 26 clusters Score -7913104 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11202 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 572 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1196 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 306 members Mstep: Class 9 contains 937 members Mstep: Class 10 contains 310 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 744 members Mstep: Class 13 contains 18667 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1147 members Mstep: Class 18 contains 5376 members Mstep: Class 19 contains 521 members Mstep: Class 20 contains 2559 members Mstep: Class 21 contains 444 members Mstep: Class 22 contains 1471 members Mstep: Class 23 contains 934 members Mstep: Class 24 contains 357 members Mstep: Class 25 contains 93876 members Entering Unmasked Estep ConsiderDeletion Score: -7913115.000000 Penalty: 13516.799805 Iteration 134Q: 26 clusters Score -7913115 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11191 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 573 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1196 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 306 members Mstep: Class 9 contains 930 members Mstep: Class 10 contains 311 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 744 members Mstep: Class 13 contains 18689 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1146 members Mstep: Class 18 contains 5390 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2559 members Mstep: Class 21 contains 444 members Mstep: Class 22 contains 1473 members Mstep: Class 23 contains 934 members Mstep: Class 24 contains 357 members Mstep: Class 25 contains 93854 members Entering Unmasked Estep ConsiderDeletion Score: -7913112.000000 Penalty: 13516.799805 Iteration 135Q: 26 clusters Score -7913112 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11184 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 574 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1196 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 306 members Mstep: Class 9 contains 924 members Mstep: Class 10 contains 311 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 745 members Mstep: Class 13 contains 18709 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1145 members Mstep: Class 18 contains 5407 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2559 members Mstep: Class 21 contains 444 members Mstep: Class 22 contains 1475 members Mstep: Class 23 contains 934 members Mstep: Class 24 contains 357 members Mstep: Class 25 contains 93827 members Entering Unmasked Estep ConsiderDeletion Score: -7913112.500000 Penalty: 13516.799805 Iteration 136Q: 26 clusters Score -7913112 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11179 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 575 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1196 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 306 members Mstep: Class 9 contains 919 members Mstep: Class 10 contains 313 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 745 members Mstep: Class 13 contains 18724 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1145 members Mstep: Class 18 contains 5420 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2559 members Mstep: Class 21 contains 444 members Mstep: Class 22 contains 1476 members Mstep: Class 23 contains 934 members Mstep: Class 24 contains 357 members Mstep: Class 25 contains 93805 members Entering Unmasked Estep ConsiderDeletion Score: -7913115.000000 Penalty: 13516.799805 Iteration 137Q: 26 clusters Score -7913115 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11175 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 575 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1196 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 306 members Mstep: Class 9 contains 914 members Mstep: Class 10 contains 313 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 745 members Mstep: Class 13 contains 18743 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1145 members Mstep: Class 18 contains 5427 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2559 members Mstep: Class 21 contains 444 members Mstep: Class 22 contains 1476 members Mstep: Class 23 contains 934 members Mstep: Class 24 contains 357 members Mstep: Class 25 contains 93788 members Entering Unmasked Estep ConsiderDeletion Score: -7913102.000000 Penalty: 13516.799805 Iteration 138Q: 26 clusters Score -7913102 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11171 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 575 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1196 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 306 members Mstep: Class 9 contains 907 members Mstep: Class 10 contains 313 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 745 members Mstep: Class 13 contains 18766 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1145 members Mstep: Class 18 contains 5436 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2559 members Mstep: Class 21 contains 444 members Mstep: Class 22 contains 1475 members Mstep: Class 23 contains 934 members Mstep: Class 24 contains 357 members Mstep: Class 25 contains 93768 members Entering Unmasked Estep ConsiderDeletion Score: -7913125.500000 Penalty: 13516.799805 Iteration 139Q: 26 clusters Score -7913126 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11161 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 575 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1196 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 306 members Mstep: Class 9 contains 903 members Mstep: Class 10 contains 313 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 745 members Mstep: Class 13 contains 18784 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1145 members Mstep: Class 18 contains 5443 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2559 members Mstep: Class 21 contains 444 members Mstep: Class 22 contains 1474 members Mstep: Class 23 contains 934 members Mstep: Class 24 contains 357 members Mstep: Class 25 contains 93758 members Entering Unmasked Estep ConsiderDeletion Score: -7913118.500000 Penalty: 13516.799805 Iteration 140F: 26 clusters Score -7913118 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11154 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1196 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 306 members Mstep: Class 9 contains 901 members Mstep: Class 10 contains 313 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 745 members Mstep: Class 13 contains 18799 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1145 members Mstep: Class 18 contains 5449 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2559 members Mstep: Class 21 contains 444 members Mstep: Class 22 contains 1474 members Mstep: Class 23 contains 934 members Mstep: Class 24 contains 357 members Mstep: Class 25 contains 93745 members Entering Unmasked Estep ConsiderDeletion Score: -7913122.500000 Penalty: 13516.799805 Iteration 141Q: 26 clusters Score -7913122 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11148 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1196 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 306 members Mstep: Class 9 contains 899 members Mstep: Class 10 contains 313 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 745 members Mstep: Class 13 contains 18817 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1143 members Mstep: Class 18 contains 5459 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2559 members Mstep: Class 21 contains 444 members Mstep: Class 22 contains 1474 members Mstep: Class 23 contains 934 members Mstep: Class 24 contains 357 members Mstep: Class 25 contains 93727 members Entering Unmasked Estep ConsiderDeletion Score: -7913120.000000 Penalty: 13516.799805 Iteration 142Q: 26 clusters Score -7913120 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11138 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1196 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 306 members Mstep: Class 9 contains 898 members Mstep: Class 10 contains 313 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 745 members Mstep: Class 13 contains 18838 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1142 members Mstep: Class 18 contains 5468 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2559 members Mstep: Class 21 contains 444 members Mstep: Class 22 contains 1474 members Mstep: Class 23 contains 934 members Mstep: Class 24 contains 357 members Mstep: Class 25 contains 93709 members Entering Unmasked Estep ConsiderDeletion Score: -7913124.000000 Penalty: 13516.799805 Iteration 143Q: 26 clusters Score -7913124 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11134 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1196 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 306 members Mstep: Class 9 contains 898 members Mstep: Class 10 contains 313 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 745 members Mstep: Class 13 contains 18851 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1139 members Mstep: Class 18 contains 5478 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2559 members Mstep: Class 21 contains 444 members Mstep: Class 22 contains 1474 members Mstep: Class 23 contains 934 members Mstep: Class 24 contains 357 members Mstep: Class 25 contains 93693 members Entering Unmasked Estep ConsiderDeletion Score: -7913117.000000 Penalty: 13516.799805 Iteration 144Q: 26 clusters Score -7913117 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11135 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1196 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 306 members Mstep: Class 9 contains 897 members Mstep: Class 10 contains 313 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 745 members Mstep: Class 13 contains 18864 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1133 members Mstep: Class 18 contains 5485 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2559 members Mstep: Class 21 contains 444 members Mstep: Class 22 contains 1474 members Mstep: Class 23 contains 934 members Mstep: Class 24 contains 357 members Mstep: Class 25 contains 93679 members Entering Unmasked Estep ConsiderDeletion Score: -7913124.500000 Penalty: 13516.799805 Iteration 145Q: 26 clusters Score -7913124 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11135 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1196 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 306 members Mstep: Class 9 contains 896 members Mstep: Class 10 contains 313 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 745 members Mstep: Class 13 contains 18877 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1127 members Mstep: Class 18 contains 5490 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2559 members Mstep: Class 21 contains 444 members Mstep: Class 22 contains 1475 members Mstep: Class 23 contains 934 members Mstep: Class 24 contains 357 members Mstep: Class 25 contains 93667 members Entering Unmasked Estep ConsiderDeletion Score: -7913128.000000 Penalty: 13516.799805 Iteration 146Q: 26 clusters Score -7913128 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11134 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1196 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 306 members Mstep: Class 9 contains 893 members Mstep: Class 10 contains 314 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 745 members Mstep: Class 13 contains 18888 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1122 members Mstep: Class 18 contains 5498 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2559 members Mstep: Class 21 contains 444 members Mstep: Class 22 contains 1475 members Mstep: Class 23 contains 934 members Mstep: Class 24 contains 357 members Mstep: Class 25 contains 93656 members Entering Unmasked Estep ConsiderDeletion Score: -7913123.500000 Penalty: 13516.799805 Iteration 147Q: 26 clusters Score -7913124 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11132 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1196 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 306 members Mstep: Class 9 contains 890 members Mstep: Class 10 contains 314 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 745 members Mstep: Class 13 contains 18895 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1116 members Mstep: Class 18 contains 5508 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2559 members Mstep: Class 21 contains 444 members Mstep: Class 22 contains 1475 members Mstep: Class 23 contains 934 members Mstep: Class 24 contains 357 members Mstep: Class 25 contains 93650 members Entering Unmasked Estep ConsiderDeletion Score: -7913132.000000 Penalty: 13516.799805 Iteration 148Q: 26 clusters Score -7913132 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11125 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1196 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 306 members Mstep: Class 9 contains 888 members Mstep: Class 10 contains 314 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 745 members Mstep: Class 13 contains 18903 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1114 members Mstep: Class 18 contains 5515 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2559 members Mstep: Class 21 contains 444 members Mstep: Class 22 contains 1475 members Mstep: Class 23 contains 934 members Mstep: Class 24 contains 357 members Mstep: Class 25 contains 93646 members Entering Unmasked Estep ConsiderDeletion Score: -7913127.000000 Penalty: 13516.799805 Iteration 149Q: 26 clusters Score -7913127 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11125 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1196 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 306 members Mstep: Class 9 contains 887 members Mstep: Class 10 contains 314 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 746 members Mstep: Class 13 contains 18910 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1111 members Mstep: Class 18 contains 5526 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2559 members Mstep: Class 21 contains 444 members Mstep: Class 22 contains 1475 members Mstep: Class 23 contains 934 members Mstep: Class 24 contains 357 members Mstep: Class 25 contains 93631 members Entering Unmasked Estep ConsiderDeletion Score: -7913137.000000 Penalty: 13516.799805 Iteration 150Q: 26 clusters Score -7913137 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11126 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1196 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 306 members Mstep: Class 9 contains 886 members Mstep: Class 10 contains 314 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 747 members Mstep: Class 13 contains 18920 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1104 members Mstep: Class 18 contains 5541 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2559 members Mstep: Class 21 contains 444 members Mstep: Class 22 contains 1474 members Mstep: Class 23 contains 935 members Mstep: Class 24 contains 357 members Mstep: Class 25 contains 93612 members Entering Unmasked Estep ConsiderDeletion Score: -7913146.500000 Penalty: 13516.799805 Iteration 151Q: 26 clusters Score -7913146 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11125 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1196 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 306 members Mstep: Class 9 contains 885 members Mstep: Class 10 contains 314 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 747 members Mstep: Class 13 contains 18933 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1100 members Mstep: Class 18 contains 5558 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2559 members Mstep: Class 21 contains 444 members Mstep: Class 22 contains 1473 members Mstep: Class 23 contains 940 members Mstep: Class 24 contains 357 members Mstep: Class 25 contains 93584 members Entering Unmasked Estep ConsiderDeletion Score: -7913143.000000 Penalty: 13516.799805 Iteration 152Q: 26 clusters Score -7913143 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11123 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1196 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 306 members Mstep: Class 9 contains 884 members Mstep: Class 10 contains 314 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 747 members Mstep: Class 13 contains 18946 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1095 members Mstep: Class 18 contains 5573 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2559 members Mstep: Class 21 contains 444 members Mstep: Class 22 contains 1472 members Mstep: Class 23 contains 948 members Mstep: Class 24 contains 357 members Mstep: Class 25 contains 93557 members Entering Unmasked Estep ConsiderDeletion Score: -7913153.500000 Penalty: 13516.799805 Iteration 153Q: 26 clusters Score -7913154 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11120 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1196 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 306 members Mstep: Class 9 contains 884 members Mstep: Class 10 contains 314 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 747 members Mstep: Class 13 contains 18961 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1092 members Mstep: Class 18 contains 5585 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2559 members Mstep: Class 21 contains 444 members Mstep: Class 22 contains 1472 members Mstep: Class 23 contains 956 members Mstep: Class 24 contains 357 members Mstep: Class 25 contains 93528 members Entering Unmasked Estep ConsiderDeletion Score: -7913153.500000 Penalty: 13516.799805 Iteration 154Q: 26 clusters Score -7913154 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11117 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1196 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 306 members Mstep: Class 9 contains 884 members Mstep: Class 10 contains 314 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 747 members Mstep: Class 13 contains 18974 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1091 members Mstep: Class 18 contains 5595 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2559 members Mstep: Class 21 contains 444 members Mstep: Class 22 contains 1471 members Mstep: Class 23 contains 963 members Mstep: Class 24 contains 357 members Mstep: Class 25 contains 93503 members Entering Unmasked Estep ConsiderDeletion Score: -7913156.000000 Penalty: 13516.799805 Iteration 155Q: 26 clusters Score -7913156 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11111 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1196 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 306 members Mstep: Class 9 contains 884 members Mstep: Class 10 contains 314 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 747 members Mstep: Class 13 contains 18983 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1090 members Mstep: Class 18 contains 5599 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2559 members Mstep: Class 21 contains 444 members Mstep: Class 22 contains 1472 members Mstep: Class 23 contains 972 members Mstep: Class 24 contains 357 members Mstep: Class 25 contains 93487 members Entering Unmasked Estep ConsiderDeletion Score: -7913157.000000 Penalty: 13516.799805 Iteration 156Q: 26 clusters Score -7913157 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11106 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1196 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 306 members Mstep: Class 9 contains 884 members Mstep: Class 10 contains 314 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 747 members Mstep: Class 13 contains 18997 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1089 members Mstep: Class 18 contains 5599 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2559 members Mstep: Class 21 contains 444 members Mstep: Class 22 contains 1474 members Mstep: Class 23 contains 975 members Mstep: Class 24 contains 357 members Mstep: Class 25 contains 93474 members Entering Unmasked Estep ConsiderDeletion Score: -7913168.500000 Penalty: 13516.799805 Iteration 157Q: 26 clusters Score -7913168 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11104 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1196 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 306 members Mstep: Class 9 contains 884 members Mstep: Class 10 contains 314 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 747 members Mstep: Class 13 contains 19009 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1088 members Mstep: Class 18 contains 5598 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2559 members Mstep: Class 21 contains 444 members Mstep: Class 22 contains 1476 members Mstep: Class 23 contains 979 members Mstep: Class 24 contains 357 members Mstep: Class 25 contains 93460 members Entering Unmasked Estep ConsiderDeletion Score: -7913156.500000 Penalty: 13516.799805 Iteration 158Q: 26 clusters Score -7913156 nChanged 26 Entering ConstructFrom: Score: -7913156.500000 Penalty: 13516.799805 Entering ConstructFrom: Trying to split cluster 1 (11098 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11098 members Entering Unmasked Estep Score: -599622.937500 Penalty: 423.810669 Iteration 0F: 2 clusters Score -599622.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5538 members Mstep: Class 2 contains 5560 members Entering Unmasked Estep Score: -592131.500000 Penalty: 847.621338 Iteration 0F: 3 clusters Score -592131.5 nChanged 5264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5064 members Mstep: Class 2 contains 6034 members Entering Unmasked Estep Score: -595151.625000 Penalty: 847.621338 Iteration 1F: 3 clusters Score -595151.6 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4757 members Mstep: Class 2 contains 6341 members Entering Unmasked Estep Score: -595356.062500 Penalty: 847.621338 Iteration 2F: 3 clusters Score -595356.1 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4348 members Mstep: Class 2 contains 6750 members Entering Unmasked Estep Score: -595615.187500 Penalty: 847.621338 Iteration 3F: 3 clusters Score -595615.2 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3838 members Mstep: Class 2 contains 7260 members Entering Unmasked Estep Score: -595958.437500 Penalty: 847.621338 Iteration 4F: 3 clusters Score -595958.4 nChanged 749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3225 members Mstep: Class 2 contains 7873 members Entering Unmasked Estep Score: -596409.437500 Penalty: 847.621338 Iteration 5F: 3 clusters Score -596409.4 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Mstep: Class 2 contains 8529 members Entering Unmasked Estep Score: -596934.750000 Penalty: 847.621338 Iteration 6F: 3 clusters Score -596934.8 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 9167 members Entering Unmasked Estep Score: -597511.250000 Penalty: 847.621338 Iteration 7F: 3 clusters Score -597511.2 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 9745 members Entering Unmasked Estep Score: -598050.562500 Penalty: 847.621338 Iteration 8F: 3 clusters Score -598050.6 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 10194 members Entering Unmasked Estep Score: -598460.375000 Penalty: 847.621338 Iteration 9Q: 3 clusters Score -598460.4 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 10511 members Entering Unmasked Estep Score: -598754.187500 Penalty: 847.621338 Iteration 10Q: 3 clusters Score -598754.2 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 10727 members Entering Unmasked Estep Score: -598977.312500 Penalty: 847.621338 Iteration 11Q: 3 clusters Score -598977.3 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 10871 members Entering Unmasked Estep Score: -599127.687500 Penalty: 847.621338 Iteration 12Q: 3 clusters Score -599127.7 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 10945 members Entering Unmasked Estep Score: -599221.062500 Penalty: 847.621338 Iteration 13Q: 3 clusters Score -599221.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 10980 members Entering Unmasked Estep Score: -599267.312500 Penalty: 847.621338 Iteration 14Q: 3 clusters Score -599267.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 10995 members Entering Unmasked Estep Score: -599283.937500 Penalty: 847.621338 Iteration 15Q: 3 clusters Score -599283.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 11002 members Entering Unmasked Estep Score: -599290.812500 Penalty: 847.621338 Iteration 16Q: 3 clusters Score -599290.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 11007 members Entering Unmasked Estep Score: -599295.187500 Penalty: 847.621338 Iteration 17Q: 3 clusters Score -599295.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 11010 members Entering Unmasked Estep Score: -599295.812500 Penalty: 847.621338 Iteration 18Q: 3 clusters Score -599295.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 11012 members Entering Unmasked Estep Score: -599298.500000 Penalty: 847.621338 Iteration 19Q: 3 clusters Score -599298.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 11014 members Entering Unmasked Estep Score: -599300.687500 Penalty: 847.621338 Iteration 20F: 3 clusters Score -599300.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (154 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Entering Unmasked Estep Score: -6141.113281 Penalty: 229.181335 Iteration 0F: 2 clusters Score -6141.113 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -5911.070801 Penalty: 458.362671 Iteration 0F: 3 clusters Score -5911.071 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -6007.942871 Penalty: 458.362671 Iteration 1F: 3 clusters Score -6007.943 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -6027.725586 Penalty: 458.362671 Iteration 2F: 3 clusters Score -6027.726 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -6033.433105 Penalty: 458.362671 Iteration 3Q: 3 clusters Score -6033.433 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -6034.884277 Penalty: 458.362671 Iteration 4Q: 3 clusters Score -6034.884 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -6043.999023 Penalty: 458.362671 Iteration 5Q: 3 clusters Score -6043.999 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -6046.193359 Penalty: 458.362671 Iteration 6Q: 3 clusters Score -6046.193 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -6047.574707 Penalty: 458.362671 Iteration 7Q: 3 clusters Score -6047.575 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -6047.574707 Penalty: 458.362671 Iteration 8F: 3 clusters Score -6047.575 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (576 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Entering Unmasked Estep Score: -27769.603516 Penalty: 289.202911 Iteration 0F: 2 clusters Score -27769.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -27262.304688 Penalty: 578.405823 Iteration 0F: 3 clusters Score -27262.3 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -27538.169922 Penalty: 578.405823 Iteration 1F: 3 clusters Score -27538.17 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -27684.359375 Penalty: 578.405823 Iteration 2F: 3 clusters Score -27684.36 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -27764.419922 Penalty: 578.405823 Iteration 3F: 3 clusters Score -27764.42 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -27796.136719 Penalty: 578.405823 Iteration 4F: 3 clusters Score -27796.14 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -27807.958984 Penalty: 578.405823 Iteration 5Q: 3 clusters Score -27807.96 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -27813.414062 Penalty: 578.405823 Iteration 6Q: 3 clusters Score -27813.41 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -27818.890625 Penalty: 578.405823 Iteration 7Q: 3 clusters Score -27818.89 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -27832.384766 Penalty: 578.405823 Iteration 8Q: 3 clusters Score -27832.38 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -27840.150391 Penalty: 578.405823 Iteration 9Q: 3 clusters Score -27840.15 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -27841.853516 Penalty: 578.405823 Iteration 10Q: 3 clusters Score -27841.85 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -27841.853516 Penalty: 578.405823 Iteration 11F: 3 clusters Score -27841.85 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11098 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 396 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1196 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 306 members Mstep: Class 9 contains 884 members Mstep: Class 10 contains 314 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 747 members Mstep: Class 13 contains 19019 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1088 members Mstep: Class 18 contains 5597 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2559 members Mstep: Class 21 contains 444 members Mstep: Class 22 contains 1479 members Mstep: Class 23 contains 982 members Mstep: Class 24 contains 357 members Mstep: Class 25 contains 93451 members Mstep: Class 26 contains 180 members Entering Unmasked Estep Score: -7912969.500000 Penalty: 14057.471680 Splitting cluster 3 changes total score from -7913156.500000 to -7912969.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 4 (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: -9582.230469 Penalty: 241.300369 Iteration 0F: 2 clusters Score -9582.23 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -9293.572266 Penalty: 482.600739 Iteration 0F: 3 clusters Score -9293.572 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -9377.575195 Penalty: 482.600739 Iteration 1F: 3 clusters Score -9377.575 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -9405.731445 Penalty: 482.600739 Iteration 2F: 3 clusters Score -9405.731 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -9421.274414 Penalty: 482.600739 Iteration 3Q: 3 clusters Score -9421.274 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -9426.928711 Penalty: 482.600739 Iteration 4Q: 3 clusters Score -9426.929 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -9428.986328 Penalty: 482.600739 Iteration 5Q: 3 clusters Score -9428.986 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -9432.713867 Penalty: 482.600739 Iteration 6Q: 3 clusters Score -9432.714 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -9438.325195 Penalty: 482.600739 Iteration 7Q: 3 clusters Score -9438.325 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -9443.275391 Penalty: 482.600739 Iteration 8Q: 3 clusters Score -9443.275 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -9446.043945 Penalty: 482.600739 Iteration 9Q: 3 clusters Score -9446.044 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -9447.321289 Penalty: 482.600739 Iteration 10Q: 3 clusters Score -9447.321 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -9447.321289 Penalty: 482.600739 Iteration 11F: 3 clusters Score -9447.321 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (184 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Entering Unmasked Estep Score: -8496.248047 Penalty: 237.279572 Iteration 0F: 2 clusters Score -8496.248 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -8233.680664 Penalty: 474.559143 Iteration 0F: 3 clusters Score -8233.681 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -8309.088867 Penalty: 474.559143 Iteration 1F: 3 clusters Score -8309.089 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -8337.801758 Penalty: 474.559143 Iteration 2F: 3 clusters Score -8337.802 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -8347.350586 Penalty: 474.559143 Iteration 3Q: 3 clusters Score -8347.351 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -8352.193359 Penalty: 474.559143 Iteration 4Q: 3 clusters Score -8352.193 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -8361.500977 Penalty: 474.559143 Iteration 5Q: 3 clusters Score -8361.501 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -8367.976562 Penalty: 474.559143 Iteration 6Q: 3 clusters Score -8367.977 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -8377.385742 Penalty: 474.559143 Iteration 7Q: 3 clusters Score -8377.386 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -8379.933594 Penalty: 474.559143 Iteration 8Q: 3 clusters Score -8379.934 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -8382.710938 Penalty: 474.559143 Iteration 9Q: 3 clusters Score -8382.711 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -8384.216797 Penalty: 474.559143 Iteration 10Q: 3 clusters Score -8384.217 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -8387.734375 Penalty: 474.559143 Iteration 11Q: 3 clusters Score -8387.734 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -8393.779297 Penalty: 474.559143 Iteration 12Q: 3 clusters Score -8393.779 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -8414.992188 Penalty: 474.559143 Iteration 13Q: 3 clusters Score -8414.992 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -8439.055664 Penalty: 474.559143 Iteration 14Q: 3 clusters Score -8439.056 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -8506.803711 Penalty: 474.559143 Iteration 15Q: 3 clusters Score -8506.804 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -8580.386719 Penalty: 474.559143 Iteration 16Q: 3 clusters Score -8580.387 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -8588.600586 Penalty: 474.559143 Iteration 17Q: 3 clusters Score -8588.601 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -8590.441406 Penalty: 474.559143 Iteration 18Q: 3 clusters Score -8590.441 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -8593.407227 Penalty: 474.559143 Iteration 19F: 3 clusters Score -8593.407 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -8608.192383 Penalty: 474.559143 Iteration 20F: 3 clusters Score -8608.192 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -8649.852539 Penalty: 474.559143 Iteration 21Q: 3 clusters Score -8649.853 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -8661.127930 Penalty: 474.559143 Iteration 22Q: 3 clusters Score -8661.128 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -8733.871094 Penalty: 474.559143 Iteration 23Q: 3 clusters Score -8733.871 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -8733.871094 Penalty: 474.559143 Iteration 24F: 3 clusters Score -8733.871 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11098 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 116 members Mstep: Class 6 contains 1196 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 306 members Mstep: Class 9 contains 884 members Mstep: Class 10 contains 314 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 747 members Mstep: Class 13 contains 19019 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1088 members Mstep: Class 18 contains 5597 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2559 members Mstep: Class 21 contains 444 members Mstep: Class 22 contains 1479 members Mstep: Class 23 contains 982 members Mstep: Class 24 contains 357 members Mstep: Class 25 contains 93451 members Mstep: Class 26 contains 68 members Entering Unmasked Estep Score: -7913092.500000 Penalty: 14057.471680 Splitting cluster 5 changes total score from -7913156.500000 to -7913092.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 6 (1196 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Entering Unmasked Estep Score: -65577.640625 Penalty: 322.446594 Iteration 0F: 2 clusters Score -65577.64 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -64645.882812 Penalty: 644.893188 Iteration 0F: 3 clusters Score -64645.88 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -64896.664062 Penalty: 644.893188 Iteration 1F: 3 clusters Score -64896.66 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -64943.000000 Penalty: 644.893188 Iteration 2F: 3 clusters Score -64943 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -64993.335938 Penalty: 644.893188 Iteration 3Q: 3 clusters Score -64993.34 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -65038.000000 Penalty: 644.893188 Iteration 4F: 3 clusters Score -65038 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -65068.757812 Penalty: 644.893188 Iteration 5Q: 3 clusters Score -65068.76 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -65106.683594 Penalty: 644.893188 Iteration 6Q: 3 clusters Score -65106.68 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -65138.179688 Penalty: 644.893188 Iteration 7Q: 3 clusters Score -65138.18 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -65157.714844 Penalty: 644.893188 Iteration 8Q: 3 clusters Score -65157.71 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -65182.085938 Penalty: 644.893188 Iteration 9Q: 3 clusters Score -65182.09 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -65203.113281 Penalty: 644.893188 Iteration 10Q: 3 clusters Score -65203.11 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -65224.078125 Penalty: 644.893188 Iteration 11Q: 3 clusters Score -65224.08 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -65244.207031 Penalty: 644.893188 Iteration 12Q: 3 clusters Score -65244.21 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -65267.546875 Penalty: 644.893188 Iteration 13Q: 3 clusters Score -65267.55 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -65295.765625 Penalty: 644.893188 Iteration 14Q: 3 clusters Score -65295.77 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -65325.582031 Penalty: 644.893188 Iteration 15Q: 3 clusters Score -65325.58 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -65345.675781 Penalty: 644.893188 Iteration 16Q: 3 clusters Score -65345.68 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -65353.312500 Penalty: 644.893188 Iteration 17Q: 3 clusters Score -65353.31 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -65356.476562 Penalty: 644.893188 Iteration 18Q: 3 clusters Score -65356.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -65358.785156 Penalty: 644.893188 Iteration 19Q: 3 clusters Score -65358.79 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -65360.468750 Penalty: 644.893188 Iteration 20F: 3 clusters Score -65360.47 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -65362.273438 Penalty: 644.893188 Iteration 21Q: 3 clusters Score -65362.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -65364.437500 Penalty: 644.893188 Iteration 22Q: 3 clusters Score -65364.44 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -65367.531250 Penalty: 644.893188 Iteration 23Q: 3 clusters Score -65367.53 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -65367.761719 Penalty: 644.893188 Iteration 24Q: 3 clusters Score -65367.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -65367.761719 Penalty: 644.893188 Iteration 25F: 3 clusters Score -65367.76 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (457 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Entering Unmasked Estep Score: -24112.685547 Penalty: 278.673096 Iteration 0F: 2 clusters Score -24112.69 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -23674.523438 Penalty: 557.346191 Iteration 0F: 3 clusters Score -23674.52 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -23788.240234 Penalty: 557.346191 Iteration 1F: 3 clusters Score -23788.24 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -23819.974609 Penalty: 557.346191 Iteration 2F: 3 clusters Score -23819.97 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -23842.173828 Penalty: 557.346191 Iteration 3F: 3 clusters Score -23842.17 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -23855.615234 Penalty: 557.346191 Iteration 4Q: 3 clusters Score -23855.62 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -23865.500000 Penalty: 557.346191 Iteration 5Q: 3 clusters Score -23865.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -23867.552734 Penalty: 557.346191 Iteration 6Q: 3 clusters Score -23867.55 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -23870.644531 Penalty: 557.346191 Iteration 7Q: 3 clusters Score -23870.64 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -23875.710938 Penalty: 557.346191 Iteration 8Q: 3 clusters Score -23875.71 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -23884.244141 Penalty: 557.346191 Iteration 9Q: 3 clusters Score -23884.24 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -23888.208984 Penalty: 557.346191 Iteration 10Q: 3 clusters Score -23888.21 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -23891.203125 Penalty: 557.346191 Iteration 11Q: 3 clusters Score -23891.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -23897.181641 Penalty: 557.346191 Iteration 12Q: 3 clusters Score -23897.18 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -23904.009766 Penalty: 557.346191 Iteration 13Q: 3 clusters Score -23904.01 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -23909.412109 Penalty: 557.346191 Iteration 14Q: 3 clusters Score -23909.41 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -23912.558594 Penalty: 557.346191 Iteration 15Q: 3 clusters Score -23912.56 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -23915.798828 Penalty: 557.346191 Iteration 16Q: 3 clusters Score -23915.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -23916.736328 Penalty: 557.346191 Iteration 17Q: 3 clusters Score -23916.74 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -23917.843750 Penalty: 557.346191 Iteration 18Q: 3 clusters Score -23917.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -23918.357422 Penalty: 557.346191 Iteration 19Q: 3 clusters Score -23918.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -23919.267578 Penalty: 557.346191 Iteration 20F: 3 clusters Score -23919.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -23919.453125 Penalty: 557.346191 Iteration 21Q: 3 clusters Score -23919.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -23919.453125 Penalty: 557.346191 Iteration 22F: 3 clusters Score -23919.45 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (306 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Entering Unmasked Estep Score: -12099.138672 Penalty: 260.423126 Iteration 0F: 2 clusters Score -12099.14 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -11739.165039 Penalty: 520.846252 Iteration 0F: 3 clusters Score -11739.17 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -11887.010742 Penalty: 520.846252 Iteration 1F: 3 clusters Score -11887.01 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -11930.605469 Penalty: 520.846252 Iteration 2F: 3 clusters Score -11930.61 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -11967.082031 Penalty: 520.846252 Iteration 3F: 3 clusters Score -11967.08 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -11985.806641 Penalty: 520.846252 Iteration 4Q: 3 clusters Score -11985.81 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -11992.626953 Penalty: 520.846252 Iteration 5Q: 3 clusters Score -11992.63 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -11999.572266 Penalty: 520.846252 Iteration 6Q: 3 clusters Score -11999.57 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -12016.773438 Penalty: 520.846252 Iteration 7Q: 3 clusters Score -12016.77 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -12054.665039 Penalty: 520.846252 Iteration 8Q: 3 clusters Score -12054.67 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -12112.383789 Penalty: 520.846252 Iteration 9Q: 3 clusters Score -12112.38 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -12140.522461 Penalty: 520.846252 Iteration 10Q: 3 clusters Score -12140.52 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -12172.027344 Penalty: 520.846252 Iteration 11Q: 3 clusters Score -12172.03 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -12182.938477 Penalty: 520.846252 Iteration 12Q: 3 clusters Score -12182.94 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -12196.366211 Penalty: 520.846252 Iteration 13Q: 3 clusters Score -12196.37 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -12208.268555 Penalty: 520.846252 Iteration 14Q: 3 clusters Score -12208.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -12211.087891 Penalty: 520.846252 Iteration 15Q: 3 clusters Score -12211.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -12211.087891 Penalty: 520.846252 Iteration 16F: 3 clusters Score -12211.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11098 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1196 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 153 members Mstep: Class 9 contains 884 members Mstep: Class 10 contains 314 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 747 members Mstep: Class 13 contains 19019 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1088 members Mstep: Class 18 contains 5597 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2559 members Mstep: Class 21 contains 444 members Mstep: Class 22 contains 1479 members Mstep: Class 23 contains 982 members Mstep: Class 24 contains 357 members Mstep: Class 25 contains 93451 members Mstep: Class 26 contains 153 members Entering Unmasked Estep Score: -7912986.000000 Penalty: 14057.471680 Splitting cluster 8 changes total score from -7913156.500000 to -7912986.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 9 (884 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Entering Unmasked Estep Score: -51656.261719 Penalty: 308.692810 Iteration 0F: 2 clusters Score -51656.26 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -50949.554688 Penalty: 617.385620 Iteration 0F: 3 clusters Score -50949.55 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -51157.699219 Penalty: 617.385620 Iteration 1F: 3 clusters Score -51157.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -51191.347656 Penalty: 617.385620 Iteration 2F: 3 clusters Score -51191.35 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -51215.753906 Penalty: 617.385620 Iteration 3Q: 3 clusters Score -51215.75 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -51236.164062 Penalty: 617.385620 Iteration 4Q: 3 clusters Score -51236.16 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -51260.062500 Penalty: 617.385620 Iteration 5Q: 3 clusters Score -51260.06 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -51282.742188 Penalty: 617.385620 Iteration 6Q: 3 clusters Score -51282.74 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -51305.558594 Penalty: 617.385620 Iteration 7Q: 3 clusters Score -51305.56 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -51331.464844 Penalty: 617.385620 Iteration 8Q: 3 clusters Score -51331.46 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -51346.742188 Penalty: 617.385620 Iteration 9Q: 3 clusters Score -51346.74 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -51356.621094 Penalty: 617.385620 Iteration 10Q: 3 clusters Score -51356.62 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -51362.691406 Penalty: 617.385620 Iteration 11Q: 3 clusters Score -51362.69 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -51369.675781 Penalty: 617.385620 Iteration 12Q: 3 clusters Score -51369.68 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -51372.722656 Penalty: 617.385620 Iteration 13Q: 3 clusters Score -51372.72 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -51375.839844 Penalty: 617.385620 Iteration 14Q: 3 clusters Score -51375.84 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -51379.488281 Penalty: 617.385620 Iteration 15Q: 3 clusters Score -51379.49 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -51380.988281 Penalty: 617.385620 Iteration 16Q: 3 clusters Score -51380.99 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -51383.593750 Penalty: 617.385620 Iteration 17Q: 3 clusters Score -51383.59 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -51387.542969 Penalty: 617.385620 Iteration 18Q: 3 clusters Score -51387.54 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -51390.335938 Penalty: 617.385620 Iteration 19Q: 3 clusters Score -51390.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -51391.250000 Penalty: 617.385620 Iteration 20F: 3 clusters Score -51391.25 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -51392.933594 Penalty: 617.385620 Iteration 21Q: 3 clusters Score -51392.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -51393.781250 Penalty: 617.385620 Iteration 22Q: 3 clusters Score -51393.78 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -51396.125000 Penalty: 617.385620 Iteration 23Q: 3 clusters Score -51396.12 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -51399.058594 Penalty: 617.385620 Iteration 24Q: 3 clusters Score -51399.06 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -51401.593750 Penalty: 617.385620 Iteration 25Q: 3 clusters Score -51401.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -51403.195312 Penalty: 617.385620 Iteration 26Q: 3 clusters Score -51403.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -51403.773438 Penalty: 617.385620 Iteration 27Q: 3 clusters Score -51403.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -51405.660156 Penalty: 617.385620 Iteration 28Q: 3 clusters Score -51405.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -51407.433594 Penalty: 617.385620 Iteration 29Q: 3 clusters Score -51407.43 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -51408.324219 Penalty: 617.385620 Iteration 30Q: 3 clusters Score -51408.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -51408.757812 Penalty: 617.385620 Iteration 31Q: 3 clusters Score -51408.76 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -51409.125000 Penalty: 617.385620 Iteration 32Q: 3 clusters Score -51409.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -51409.125000 Penalty: 617.385620 Iteration 33F: 3 clusters Score -51409.12 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (314 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Entering Unmasked Estep Score: -15218.660156 Penalty: 261.597382 Iteration 0F: 2 clusters Score -15218.66 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -14848.201172 Penalty: 523.194763 Iteration 0F: 3 clusters Score -14848.2 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -14955.358398 Penalty: 523.194763 Iteration 1F: 3 clusters Score -14955.36 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -15023.936523 Penalty: 523.194763 Iteration 2F: 3 clusters Score -15023.94 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -15075.490234 Penalty: 523.194763 Iteration 3F: 3 clusters Score -15075.49 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -15094.083008 Penalty: 523.194763 Iteration 4F: 3 clusters Score -15094.08 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -15103.374023 Penalty: 523.194763 Iteration 5Q: 3 clusters Score -15103.37 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -15134.624023 Penalty: 523.194763 Iteration 6Q: 3 clusters Score -15134.62 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -15173.634766 Penalty: 523.194763 Iteration 7Q: 3 clusters Score -15173.63 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -15204.458008 Penalty: 523.194763 Iteration 8Q: 3 clusters Score -15204.46 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -15244.616211 Penalty: 523.194763 Iteration 9Q: 3 clusters Score -15244.62 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -15265.884766 Penalty: 523.194763 Iteration 10Q: 3 clusters Score -15265.88 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -15291.375977 Penalty: 523.194763 Iteration 11Q: 3 clusters Score -15291.38 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -15307.848633 Penalty: 523.194763 Iteration 12Q: 3 clusters Score -15307.85 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -15323.407227 Penalty: 523.194763 Iteration 13Q: 3 clusters Score -15323.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -15327.154297 Penalty: 523.194763 Iteration 14Q: 3 clusters Score -15327.15 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -15334.152344 Penalty: 523.194763 Iteration 15Q: 3 clusters Score -15334.15 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -15335.280273 Penalty: 523.194763 Iteration 16Q: 3 clusters Score -15335.28 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -15335.546875 Penalty: 523.194763 Iteration 17F: 3 clusters Score -15335.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -15338.642578 Penalty: 523.194763 Iteration 18Q: 3 clusters Score -15338.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -15338.642578 Penalty: 523.194763 Iteration 19F: 3 clusters Score -15338.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11098 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1196 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 306 members Mstep: Class 9 contains 884 members Mstep: Class 10 contains 175 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 747 members Mstep: Class 13 contains 19019 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1088 members Mstep: Class 18 contains 5597 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2559 members Mstep: Class 21 contains 444 members Mstep: Class 22 contains 1479 members Mstep: Class 23 contains 982 members Mstep: Class 24 contains 357 members Mstep: Class 25 contains 93451 members Mstep: Class 26 contains 139 members Entering Unmasked Estep Score: -7912994.500000 Penalty: 14057.471680 Splitting cluster 10 changes total score from -7913156.500000 to -7912994.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 11 (1455 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Entering Unmasked Estep Score: -79762.093750 Penalty: 331.365631 Iteration 0F: 2 clusters Score -79762.09 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -78659.500000 Penalty: 662.731262 Iteration 0F: 3 clusters Score -78659.5 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -78947.757812 Penalty: 662.731262 Iteration 1F: 3 clusters Score -78947.76 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -78990.156250 Penalty: 662.731262 Iteration 2F: 3 clusters Score -78990.16 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -79027.703125 Penalty: 662.731262 Iteration 3Q: 3 clusters Score -79027.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -79062.757812 Penalty: 662.731262 Iteration 4Q: 3 clusters Score -79062.76 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -79089.070312 Penalty: 662.731262 Iteration 5Q: 3 clusters Score -79089.07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -79108.132812 Penalty: 662.731262 Iteration 6Q: 3 clusters Score -79108.13 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -79123.476562 Penalty: 662.731262 Iteration 7Q: 3 clusters Score -79123.48 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -79139.531250 Penalty: 662.731262 Iteration 8Q: 3 clusters Score -79139.53 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -79152.750000 Penalty: 662.731262 Iteration 9Q: 3 clusters Score -79152.75 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -79166.890625 Penalty: 662.731262 Iteration 10Q: 3 clusters Score -79166.89 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -79188.296875 Penalty: 662.731262 Iteration 11Q: 3 clusters Score -79188.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -79204.078125 Penalty: 662.731262 Iteration 12Q: 3 clusters Score -79204.08 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -79220.570312 Penalty: 662.731262 Iteration 13Q: 3 clusters Score -79220.57 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -79254.117188 Penalty: 662.731262 Iteration 14Q: 3 clusters Score -79254.12 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -79303.945312 Penalty: 662.731262 Iteration 15Q: 3 clusters Score -79303.95 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -79356.687500 Penalty: 662.731262 Iteration 16Q: 3 clusters Score -79356.69 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -79395.156250 Penalty: 662.731262 Iteration 17Q: 3 clusters Score -79395.16 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -79420.453125 Penalty: 662.731262 Iteration 18Q: 3 clusters Score -79420.45 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -79442.429688 Penalty: 662.731262 Iteration 19Q: 3 clusters Score -79442.43 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -79470.945312 Penalty: 662.731262 Iteration 20F: 3 clusters Score -79470.95 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -79495.070312 Penalty: 662.731262 Iteration 21Q: 3 clusters Score -79495.07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -79515.265625 Penalty: 662.731262 Iteration 22Q: 3 clusters Score -79515.27 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -79527.492188 Penalty: 662.731262 Iteration 23Q: 3 clusters Score -79527.49 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -79531.843750 Penalty: 662.731262 Iteration 24Q: 3 clusters Score -79531.84 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -79533.367188 Penalty: 662.731262 Iteration 25Q: 3 clusters Score -79533.37 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -79534.867188 Penalty: 662.731262 Iteration 26Q: 3 clusters Score -79534.87 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -79536.695312 Penalty: 662.731262 Iteration 27Q: 3 clusters Score -79536.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -79540.546875 Penalty: 662.731262 Iteration 28Q: 3 clusters Score -79540.55 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -79542.523438 Penalty: 662.731262 Iteration 29Q: 3 clusters Score -79542.52 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -79543.984375 Penalty: 662.731262 Iteration 30Q: 3 clusters Score -79543.98 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -79546.398438 Penalty: 662.731262 Iteration 31Q: 3 clusters Score -79546.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -79547.726562 Penalty: 662.731262 Iteration 32Q: 3 clusters Score -79547.73 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -79548.945312 Penalty: 662.731262 Iteration 33Q: 3 clusters Score -79548.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -79549.117188 Penalty: 662.731262 Iteration 34Q: 3 clusters Score -79549.12 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -79550.828125 Penalty: 662.731262 Iteration 35Q: 3 clusters Score -79550.83 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -79554.414062 Penalty: 662.731262 Iteration 36Q: 3 clusters Score -79554.41 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -79555.218750 Penalty: 662.731262 Iteration 37Q: 3 clusters Score -79555.22 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -79555.562500 Penalty: 662.731262 Iteration 38Q: 3 clusters Score -79555.56 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -79556.265625 Penalty: 662.731262 Iteration 39Q: 3 clusters Score -79556.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -79557.257812 Penalty: 662.731262 Iteration 40F: 3 clusters Score -79557.26 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -79558.414062 Penalty: 662.731262 Iteration 41Q: 3 clusters Score -79558.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -79558.820312 Penalty: 662.731262 Iteration 42Q: 3 clusters Score -79558.82 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -79559.257812 Penalty: 662.731262 Iteration 43Q: 3 clusters Score -79559.26 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -79559.750000 Penalty: 662.731262 Iteration 44Q: 3 clusters Score -79559.75 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -79560.046875 Penalty: 662.731262 Iteration 45Q: 3 clusters Score -79560.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -79560.046875 Penalty: 662.731262 Iteration 46F: 3 clusters Score -79560.05 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (747 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Entering Unmasked Estep Score: -44849.457031 Penalty: 301.030945 Iteration 0F: 2 clusters Score -44849.46 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 389 members Entering Unmasked Estep Score: -44188.093750 Penalty: 602.061890 Iteration 0F: 3 clusters Score -44188.09 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -44360.085938 Penalty: 602.061890 Iteration 1F: 3 clusters Score -44360.09 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -44399.742188 Penalty: 602.061890 Iteration 2F: 3 clusters Score -44399.74 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -44437.722656 Penalty: 602.061890 Iteration 3F: 3 clusters Score -44437.72 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -44460.589844 Penalty: 602.061890 Iteration 4Q: 3 clusters Score -44460.59 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -44475.660156 Penalty: 602.061890 Iteration 5Q: 3 clusters Score -44475.66 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -44484.605469 Penalty: 602.061890 Iteration 6Q: 3 clusters Score -44484.61 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -44492.640625 Penalty: 602.061890 Iteration 7Q: 3 clusters Score -44492.64 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -44499.089844 Penalty: 602.061890 Iteration 8Q: 3 clusters Score -44499.09 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -44500.554688 Penalty: 602.061890 Iteration 9Q: 3 clusters Score -44500.55 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -44502.187500 Penalty: 602.061890 Iteration 10Q: 3 clusters Score -44502.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -44502.687500 Penalty: 602.061890 Iteration 11Q: 3 clusters Score -44502.69 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -44503.828125 Penalty: 602.061890 Iteration 12Q: 3 clusters Score -44503.83 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -44504.800781 Penalty: 602.061890 Iteration 13Q: 3 clusters Score -44504.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -44506.746094 Penalty: 602.061890 Iteration 14Q: 3 clusters Score -44506.75 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -44509.722656 Penalty: 602.061890 Iteration 15Q: 3 clusters Score -44509.72 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -44512.414062 Penalty: 602.061890 Iteration 16Q: 3 clusters Score -44512.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -44513.992188 Penalty: 602.061890 Iteration 17Q: 3 clusters Score -44513.99 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -44515.656250 Penalty: 602.061890 Iteration 18Q: 3 clusters Score -44515.66 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -44518.140625 Penalty: 602.061890 Iteration 19Q: 3 clusters Score -44518.14 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -44521.128906 Penalty: 602.061890 Iteration 20F: 3 clusters Score -44521.13 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -44523.957031 Penalty: 602.061890 Iteration 21Q: 3 clusters Score -44523.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -44525.300781 Penalty: 602.061890 Iteration 22Q: 3 clusters Score -44525.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -44527.105469 Penalty: 602.061890 Iteration 23Q: 3 clusters Score -44527.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -44528.414062 Penalty: 602.061890 Iteration 24Q: 3 clusters Score -44528.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -44530.128906 Penalty: 602.061890 Iteration 25Q: 3 clusters Score -44530.13 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -44530.847656 Penalty: 602.061890 Iteration 26Q: 3 clusters Score -44530.85 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -44530.847656 Penalty: 602.061890 Iteration 27F: 3 clusters Score -44530.85 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (19019 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19019 members Entering Unmasked Estep Score: -1140325.250000 Penalty: 448.320282 Iteration 0F: 2 clusters Score -1140325 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9443 members Mstep: Class 2 contains 9576 members Entering Unmasked Estep Score: -1127646.625000 Penalty: 896.640564 Iteration 0F: 3 clusters Score -1127647 nChanged 9019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9014 members Mstep: Class 2 contains 10005 members Entering Unmasked Estep Score: -1132708.375000 Penalty: 896.640564 Iteration 1F: 3 clusters Score -1132708 nChanged 863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8637 members Mstep: Class 2 contains 10382 members Entering Unmasked Estep Score: -1133020.500000 Penalty: 896.640564 Iteration 2Q: 3 clusters Score -1133020 nChanged 967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8014 members Mstep: Class 2 contains 11005 members Entering Unmasked Estep Score: -1133450.000000 Penalty: 896.640564 Iteration 3F: 3 clusters Score -1133450 nChanged 1120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7136 members Mstep: Class 2 contains 11883 members Entering Unmasked Estep Score: -1134077.125000 Penalty: 896.640564 Iteration 4F: 3 clusters Score -1134077 nChanged 1322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5962 members Mstep: Class 2 contains 13057 members Entering Unmasked Estep Score: -1135059.250000 Penalty: 896.640564 Iteration 5F: 3 clusters Score -1135059 nChanged 1434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4652 members Mstep: Class 2 contains 14367 members Entering Unmasked Estep Score: -1136255.875000 Penalty: 896.640564 Iteration 6F: 3 clusters Score -1136256 nChanged 1276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3468 members Mstep: Class 2 contains 15551 members Entering Unmasked Estep Score: -1137364.500000 Penalty: 896.640564 Iteration 7F: 3 clusters Score -1137364 nChanged 990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2566 members Mstep: Class 2 contains 16453 members Entering Unmasked Estep Score: -1138208.125000 Penalty: 896.640564 Iteration 8F: 3 clusters Score -1138208 nChanged 691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 17084 members Entering Unmasked Estep Score: -1138739.500000 Penalty: 896.640564 Iteration 9Q: 3 clusters Score -1138740 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 17521 members Entering Unmasked Estep Score: -1139081.250000 Penalty: 896.640564 Iteration 10Q: 3 clusters Score -1139081 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 17851 members Entering Unmasked Estep Score: -1139309.250000 Penalty: 896.640564 Iteration 11Q: 3 clusters Score -1139309 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 18092 members Entering Unmasked Estep Score: -1139470.250000 Penalty: 896.640564 Iteration 12Q: 3 clusters Score -1139470 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 18277 members Entering Unmasked Estep Score: -1139591.625000 Penalty: 896.640564 Iteration 13Q: 3 clusters Score -1139592 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 18429 members Entering Unmasked Estep Score: -1139685.375000 Penalty: 896.640564 Iteration 14Q: 3 clusters Score -1139685 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 18535 members Entering Unmasked Estep Score: -1139747.250000 Penalty: 896.640564 Iteration 15Q: 3 clusters Score -1139747 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 18599 members Entering Unmasked Estep Score: -1139780.125000 Penalty: 896.640564 Iteration 16Q: 3 clusters Score -1139780 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 18654 members Entering Unmasked Estep Score: -1139810.875000 Penalty: 896.640564 Iteration 17Q: 3 clusters Score -1139811 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 18701 members Entering Unmasked Estep Score: -1139838.250000 Penalty: 896.640564 Iteration 18Q: 3 clusters Score -1139838 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 18753 members Entering Unmasked Estep Score: -1139865.375000 Penalty: 896.640564 Iteration 19Q: 3 clusters Score -1139865 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 18782 members Entering Unmasked Estep Score: -1139885.000000 Penalty: 896.640564 Iteration 20F: 3 clusters Score -1139885 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 18802 members Entering Unmasked Estep Score: -1139898.625000 Penalty: 896.640564 Iteration 21Q: 3 clusters Score -1139899 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 18815 members Entering Unmasked Estep Score: -1139905.125000 Penalty: 896.640564 Iteration 22Q: 3 clusters Score -1139905 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 18829 members Entering Unmasked Estep Score: -1139911.625000 Penalty: 896.640564 Iteration 23Q: 3 clusters Score -1139912 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 18840 members Entering Unmasked Estep Score: -1139918.500000 Penalty: 896.640564 Iteration 24Q: 3 clusters Score -1139918 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 18847 members Entering Unmasked Estep Score: -1139922.250000 Penalty: 896.640564 Iteration 25Q: 3 clusters Score -1139922 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 18854 members Entering Unmasked Estep Score: -1139925.375000 Penalty: 896.640564 Iteration 26Q: 3 clusters Score -1139925 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 18860 members Entering Unmasked Estep Score: -1139929.000000 Penalty: 896.640564 Iteration 27Q: 3 clusters Score -1139929 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 18867 members Entering Unmasked Estep Score: -1139934.875000 Penalty: 896.640564 Iteration 28Q: 3 clusters Score -1139935 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 18874 members Entering Unmasked Estep Score: -1139941.750000 Penalty: 896.640564 Iteration 29Q: 3 clusters Score -1139942 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 18878 members Entering Unmasked Estep Score: -1139944.750000 Penalty: 896.640564 Iteration 30Q: 3 clusters Score -1139945 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 18882 members Entering Unmasked Estep Score: -1139950.500000 Penalty: 896.640564 Iteration 31Q: 3 clusters Score -1139950 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 18887 members Entering Unmasked Estep Score: -1139954.500000 Penalty: 896.640564 Iteration 32Q: 3 clusters Score -1139954 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 18889 members Entering Unmasked Estep Score: -1139955.750000 Penalty: 896.640564 Iteration 33Q: 3 clusters Score -1139956 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 18891 members Entering Unmasked Estep Score: -1139957.375000 Penalty: 896.640564 Iteration 34Q: 3 clusters Score -1139957 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 18895 members Entering Unmasked Estep Score: -1139960.250000 Penalty: 896.640564 Iteration 35Q: 3 clusters Score -1139960 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 18897 members Entering Unmasked Estep Score: -1139962.500000 Penalty: 896.640564 Iteration 36Q: 3 clusters Score -1139962 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 18896 members Entering Unmasked Estep Score: -1139962.125000 Penalty: 896.640564 Iteration 37Q: 3 clusters Score -1139962 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 18895 members Entering Unmasked Estep Score: -1139962.250000 Penalty: 896.640564 Iteration 38Q: 3 clusters Score -1139962 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 18895 members Entering Unmasked Estep Score: -1139962.250000 Penalty: 896.640564 Iteration 39Q: 3 clusters Score -1139962 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 18895 members Entering Unmasked Estep Score: -1139962.250000 Penalty: 896.640564 Iteration 40F: 3 clusters Score -1139962 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (137 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Entering Unmasked Estep Score: -7148.617188 Penalty: 223.859131 Iteration 0F: 2 clusters Score -7148.617 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -6914.369141 Penalty: 447.718262 Iteration 0F: 3 clusters Score -6914.369 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -6974.530762 Penalty: 447.718262 Iteration 1F: 3 clusters Score -6974.531 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -6981.050781 Penalty: 447.718262 Iteration 2Q: 3 clusters Score -6981.051 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -6982.739258 Penalty: 447.718262 Iteration 3Q: 3 clusters Score -6982.739 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -6982.739258 Penalty: 447.718262 Iteration 4F: 3 clusters Score -6982.739 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (252 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Entering Unmasked Estep Score: -12221.278320 Penalty: 251.589020 Iteration 0F: 2 clusters Score -12221.28 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -11898.902344 Penalty: 503.178040 Iteration 0F: 3 clusters Score -11898.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -11959.328125 Penalty: 503.178040 Iteration 1F: 3 clusters Score -11959.33 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -11975.000000 Penalty: 503.178040 Iteration 2F: 3 clusters Score -11975 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -11985.941406 Penalty: 503.178040 Iteration 3F: 3 clusters Score -11985.94 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -11991.982422 Penalty: 503.178040 Iteration 4Q: 3 clusters Score -11991.98 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -11994.024414 Penalty: 503.178040 Iteration 5Q: 3 clusters Score -11994.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -11996.922852 Penalty: 503.178040 Iteration 6Q: 3 clusters Score -11996.92 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -11997.239258 Penalty: 503.178040 Iteration 7Q: 3 clusters Score -11997.24 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -11998.575195 Penalty: 503.178040 Iteration 8Q: 3 clusters Score -11998.58 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -11998.575195 Penalty: 503.178040 Iteration 9F: 3 clusters Score -11998.58 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (139 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Entering Unmasked Estep Score: -6822.066406 Penalty: 224.518570 Iteration 0F: 2 clusters Score -6822.066 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -6581.659668 Penalty: 449.037140 Iteration 0F: 3 clusters Score -6581.66 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -6638.458008 Penalty: 449.037140 Iteration 1F: 3 clusters Score -6638.458 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -6654.920410 Penalty: 449.037140 Iteration 2F: 3 clusters Score -6654.92 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -6665.342773 Penalty: 449.037140 Iteration 3Q: 3 clusters Score -6665.343 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -6666.916016 Penalty: 449.037140 Iteration 4Q: 3 clusters Score -6666.916 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -6675.847656 Penalty: 449.037140 Iteration 5Q: 3 clusters Score -6675.848 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -6693.023926 Penalty: 449.037140 Iteration 6Q: 3 clusters Score -6693.024 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -6709.020020 Penalty: 449.037140 Iteration 7Q: 3 clusters Score -6709.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -6712.954590 Penalty: 449.037140 Iteration 8Q: 3 clusters Score -6712.955 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -6714.167969 Penalty: 449.037140 Iteration 9Q: 3 clusters Score -6714.168 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -6714.167969 Penalty: 449.037140 Iteration 10F: 3 clusters Score -6714.168 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1088 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Entering Unmasked Estep Score: -56243.503906 Penalty: 318.140381 Iteration 0F: 2 clusters Score -56243.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -55386.468750 Penalty: 636.280762 Iteration 0F: 3 clusters Score -55386.47 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -55648.246094 Penalty: 636.280762 Iteration 1F: 3 clusters Score -55648.25 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -55721.531250 Penalty: 636.280762 Iteration 2F: 3 clusters Score -55721.53 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -55784.710938 Penalty: 636.280762 Iteration 3F: 3 clusters Score -55784.71 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -55826.312500 Penalty: 636.280762 Iteration 4F: 3 clusters Score -55826.31 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -55878.710938 Penalty: 636.280762 Iteration 5Q: 3 clusters Score -55878.71 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -55908.652344 Penalty: 636.280762 Iteration 6Q: 3 clusters Score -55908.65 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -55926.652344 Penalty: 636.280762 Iteration 7Q: 3 clusters Score -55926.65 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -55943.066406 Penalty: 636.280762 Iteration 8Q: 3 clusters Score -55943.07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -55954.289062 Penalty: 636.280762 Iteration 9Q: 3 clusters Score -55954.29 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -55961.781250 Penalty: 636.280762 Iteration 10Q: 3 clusters Score -55961.78 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -55969.167969 Penalty: 636.280762 Iteration 11Q: 3 clusters Score -55969.17 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -55976.644531 Penalty: 636.280762 Iteration 12Q: 3 clusters Score -55976.64 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -55981.101562 Penalty: 636.280762 Iteration 13Q: 3 clusters Score -55981.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -55984.066406 Penalty: 636.280762 Iteration 14Q: 3 clusters Score -55984.07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -55985.148438 Penalty: 636.280762 Iteration 15Q: 3 clusters Score -55985.15 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -55987.812500 Penalty: 636.280762 Iteration 16Q: 3 clusters Score -55987.81 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -55992.453125 Penalty: 636.280762 Iteration 17Q: 3 clusters Score -55992.45 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -55994.953125 Penalty: 636.280762 Iteration 18Q: 3 clusters Score -55994.95 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -55996.515625 Penalty: 636.280762 Iteration 19Q: 3 clusters Score -55996.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -55997.074219 Penalty: 636.280762 Iteration 20F: 3 clusters Score -55997.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -55997.410156 Penalty: 636.280762 Iteration 21Q: 3 clusters Score -55997.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -55997.757812 Penalty: 636.280762 Iteration 22Q: 3 clusters Score -55997.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -55998.003906 Penalty: 636.280762 Iteration 23Q: 3 clusters Score -55998 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -55998.714844 Penalty: 636.280762 Iteration 24Q: 3 clusters Score -55998.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -55999.394531 Penalty: 636.280762 Iteration 25Q: 3 clusters Score -55999.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -56000.046875 Penalty: 636.280762 Iteration 26Q: 3 clusters Score -56000.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -56000.523438 Penalty: 636.280762 Iteration 27Q: 3 clusters Score -56000.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -56001.039062 Penalty: 636.280762 Iteration 28Q: 3 clusters Score -56001.04 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -56001.835938 Penalty: 636.280762 Iteration 29Q: 3 clusters Score -56001.84 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -56003.843750 Penalty: 636.280762 Iteration 30Q: 3 clusters Score -56003.84 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -56004.476562 Penalty: 636.280762 Iteration 31Q: 3 clusters Score -56004.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -56005.093750 Penalty: 636.280762 Iteration 32Q: 3 clusters Score -56005.09 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -56006.585938 Penalty: 636.280762 Iteration 33Q: 3 clusters Score -56006.59 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -56010.523438 Penalty: 636.280762 Iteration 34Q: 3 clusters Score -56010.52 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -56012.621094 Penalty: 636.280762 Iteration 35Q: 3 clusters Score -56012.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -56014.085938 Penalty: 636.280762 Iteration 36Q: 3 clusters Score -56014.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -56015.707031 Penalty: 636.280762 Iteration 37Q: 3 clusters Score -56015.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -56016.347656 Penalty: 636.280762 Iteration 38Q: 3 clusters Score -56016.35 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -56017.097656 Penalty: 636.280762 Iteration 39Q: 3 clusters Score -56017.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -56017.292969 Penalty: 636.280762 Iteration 40F: 3 clusters Score -56017.29 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -56018.773438 Penalty: 636.280762 Iteration 41Q: 3 clusters Score -56018.77 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -56025.800781 Penalty: 636.280762 Iteration 42Q: 3 clusters Score -56025.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -56028.535156 Penalty: 636.280762 Iteration 43Q: 3 clusters Score -56028.54 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -56033.953125 Penalty: 636.280762 Iteration 44Q: 3 clusters Score -56033.95 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -56041.933594 Penalty: 636.280762 Iteration 45Q: 3 clusters Score -56041.93 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -56049.039062 Penalty: 636.280762 Iteration 46Q: 3 clusters Score -56049.04 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -56055.796875 Penalty: 636.280762 Iteration 47Q: 3 clusters Score -56055.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -56060.324219 Penalty: 636.280762 Iteration 48Q: 3 clusters Score -56060.32 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -56064.375000 Penalty: 636.280762 Iteration 49Q: 3 clusters Score -56064.38 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -56067.792969 Penalty: 636.280762 Iteration 50Q: 3 clusters Score -56067.79 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -56069.734375 Penalty: 636.280762 Iteration 51Q: 3 clusters Score -56069.73 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -56070.175781 Penalty: 636.280762 Iteration 52Q: 3 clusters Score -56070.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -56070.175781 Penalty: 636.280762 Iteration 53F: 3 clusters Score -56070.18 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (5597 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5597 members Entering Unmasked Estep Score: -341921.187500 Penalty: 392.664368 Iteration 0F: 2 clusters Score -341921.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2849 members Mstep: Class 2 contains 2748 members Entering Unmasked Estep Score: -338160.125000 Penalty: 785.328735 Iteration 0F: 3 clusters Score -338160.1 nChanged 2502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2845 members Mstep: Class 2 contains 2752 members Entering Unmasked Estep Score: -339517.250000 Penalty: 785.328735 Iteration 1F: 3 clusters Score -339517.2 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2895 members Mstep: Class 2 contains 2702 members Entering Unmasked Estep Score: -339603.750000 Penalty: 785.328735 Iteration 2Q: 3 clusters Score -339603.8 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2974 members Mstep: Class 2 contains 2623 members Entering Unmasked Estep Score: -339691.312500 Penalty: 785.328735 Iteration 3Q: 3 clusters Score -339691.3 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3076 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -339801.812500 Penalty: 785.328735 Iteration 4Q: 3 clusters Score -339801.8 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3219 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -339973.593750 Penalty: 785.328735 Iteration 5Q: 3 clusters Score -339973.6 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3396 members Mstep: Class 2 contains 2201 members Entering Unmasked Estep Score: -340201.750000 Penalty: 785.328735 Iteration 6Q: 3 clusters Score -340201.8 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3583 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -340457.156250 Penalty: 785.328735 Iteration 7F: 3 clusters Score -340457.2 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3724 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -340640.125000 Penalty: 785.328735 Iteration 8F: 3 clusters Score -340640.1 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3815 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -340755.468750 Penalty: 785.328735 Iteration 9Q: 3 clusters Score -340755.5 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3879 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -340836.093750 Penalty: 785.328735 Iteration 10Q: 3 clusters Score -340836.1 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3925 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -340901.718750 Penalty: 785.328735 Iteration 11Q: 3 clusters Score -340901.7 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3974 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -340949.531250 Penalty: 785.328735 Iteration 12Q: 3 clusters Score -340949.5 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4020 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -340979.656250 Penalty: 785.328735 Iteration 13Q: 3 clusters Score -340979.7 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4052 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -341000.093750 Penalty: 785.328735 Iteration 14Q: 3 clusters Score -341000.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4091 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -341018.812500 Penalty: 785.328735 Iteration 15Q: 3 clusters Score -341018.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4127 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -341030.312500 Penalty: 785.328735 Iteration 16Q: 3 clusters Score -341030.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4164 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -341040.093750 Penalty: 785.328735 Iteration 17Q: 3 clusters Score -341040.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4199 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -341050.156250 Penalty: 785.328735 Iteration 18Q: 3 clusters Score -341050.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4235 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -341060.875000 Penalty: 785.328735 Iteration 19Q: 3 clusters Score -341060.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4272 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -341076.062500 Penalty: 785.328735 Iteration 20F: 3 clusters Score -341076.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4311 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -341092.375000 Penalty: 785.328735 Iteration 21Q: 3 clusters Score -341092.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4357 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -341108.375000 Penalty: 785.328735 Iteration 22Q: 3 clusters Score -341108.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4399 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -341123.906250 Penalty: 785.328735 Iteration 23Q: 3 clusters Score -341123.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4434 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -341136.562500 Penalty: 785.328735 Iteration 24Q: 3 clusters Score -341136.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4477 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -341151.093750 Penalty: 785.328735 Iteration 25Q: 3 clusters Score -341151.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4510 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -341163.281250 Penalty: 785.328735 Iteration 26Q: 3 clusters Score -341163.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4551 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -341184.218750 Penalty: 785.328735 Iteration 27Q: 3 clusters Score -341184.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4587 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -341200.593750 Penalty: 785.328735 Iteration 28Q: 3 clusters Score -341200.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4624 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -341211.000000 Penalty: 785.328735 Iteration 29Q: 3 clusters Score -341211 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4658 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -341219.062500 Penalty: 785.328735 Iteration 30Q: 3 clusters Score -341219.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4687 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -341226.343750 Penalty: 785.328735 Iteration 31Q: 3 clusters Score -341226.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4712 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -341233.343750 Penalty: 785.328735 Iteration 32Q: 3 clusters Score -341233.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4737 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -341246.562500 Penalty: 785.328735 Iteration 33Q: 3 clusters Score -341246.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4777 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -341262.562500 Penalty: 785.328735 Iteration 34Q: 3 clusters Score -341262.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4814 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -341278.187500 Penalty: 785.328735 Iteration 35Q: 3 clusters Score -341278.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4850 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -341296.562500 Penalty: 785.328735 Iteration 36Q: 3 clusters Score -341296.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4878 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -341314.968750 Penalty: 785.328735 Iteration 37Q: 3 clusters Score -341315 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4917 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -341343.750000 Penalty: 785.328735 Iteration 38Q: 3 clusters Score -341343.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4962 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -341370.875000 Penalty: 785.328735 Iteration 39Q: 3 clusters Score -341370.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4995 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -341384.531250 Penalty: 785.328735 Iteration 40F: 3 clusters Score -341384.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5023 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -341396.062500 Penalty: 785.328735 Iteration 41Q: 3 clusters Score -341396.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5044 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -341405.250000 Penalty: 785.328735 Iteration 42Q: 3 clusters Score -341405.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5067 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -341414.156250 Penalty: 785.328735 Iteration 43Q: 3 clusters Score -341414.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5089 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -341419.625000 Penalty: 785.328735 Iteration 44Q: 3 clusters Score -341419.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5112 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -341427.281250 Penalty: 785.328735 Iteration 45Q: 3 clusters Score -341427.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5134 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -341436.312500 Penalty: 785.328735 Iteration 46Q: 3 clusters Score -341436.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5161 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -341446.718750 Penalty: 785.328735 Iteration 47Q: 3 clusters Score -341446.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5177 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -341453.375000 Penalty: 785.328735 Iteration 48Q: 3 clusters Score -341453.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5195 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -341457.281250 Penalty: 785.328735 Iteration 49Q: 3 clusters Score -341457.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5209 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -341461.250000 Penalty: 785.328735 Iteration 50Q: 3 clusters Score -341461.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5218 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -341465.000000 Penalty: 785.328735 Iteration 51Q: 3 clusters Score -341465 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5230 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -341471.062500 Penalty: 785.328735 Iteration 52Q: 3 clusters Score -341471.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5248 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -341476.000000 Penalty: 785.328735 Iteration 53Q: 3 clusters Score -341476 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5266 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -341481.906250 Penalty: 785.328735 Iteration 54Q: 3 clusters Score -341481.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5284 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -341488.218750 Penalty: 785.328735 Iteration 55Q: 3 clusters Score -341488.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5296 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -341493.312500 Penalty: 785.328735 Iteration 56Q: 3 clusters Score -341493.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5305 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -341497.781250 Penalty: 785.328735 Iteration 57Q: 3 clusters Score -341497.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5316 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -341502.656250 Penalty: 785.328735 Iteration 58Q: 3 clusters Score -341502.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5321 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -341506.875000 Penalty: 785.328735 Iteration 59Q: 3 clusters Score -341506.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5326 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -341510.625000 Penalty: 785.328735 Iteration 60F: 3 clusters Score -341510.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5330 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -341515.093750 Penalty: 785.328735 Iteration 61Q: 3 clusters Score -341515.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5339 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -341520.750000 Penalty: 785.328735 Iteration 62Q: 3 clusters Score -341520.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5347 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -341525.687500 Penalty: 785.328735 Iteration 63Q: 3 clusters Score -341525.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5360 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -341534.625000 Penalty: 785.328735 Iteration 64Q: 3 clusters Score -341534.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5373 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -341543.531250 Penalty: 785.328735 Iteration 65Q: 3 clusters Score -341543.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5382 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -341551.656250 Penalty: 785.328735 Iteration 66Q: 3 clusters Score -341551.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5388 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -341556.625000 Penalty: 785.328735 Iteration 67Q: 3 clusters Score -341556.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -341562.500000 Penalty: 785.328735 Iteration 68Q: 3 clusters Score -341562.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5404 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -341565.875000 Penalty: 785.328735 Iteration 69Q: 3 clusters Score -341565.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5410 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -341568.187500 Penalty: 785.328735 Iteration 70Q: 3 clusters Score -341568.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5415 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -341571.281250 Penalty: 785.328735 Iteration 71Q: 3 clusters Score -341571.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5419 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -341573.937500 Penalty: 785.328735 Iteration 72Q: 3 clusters Score -341573.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5425 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -341577.187500 Penalty: 785.328735 Iteration 73Q: 3 clusters Score -341577.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5432 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -341580.468750 Penalty: 785.328735 Iteration 74Q: 3 clusters Score -341580.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5436 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -341582.218750 Penalty: 785.328735 Iteration 75Q: 3 clusters Score -341582.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5437 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -341582.125000 Penalty: 785.328735 Iteration 76Q: 3 clusters Score -341582.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5437 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -341582.125000 Penalty: 785.328735 Iteration 77F: 3 clusters Score -341582.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (522 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Entering Unmasked Estep Score: -26630.943359 Penalty: 284.723877 Iteration 0F: 2 clusters Score -26630.94 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -26142.589844 Penalty: 569.447754 Iteration 0F: 3 clusters Score -26142.59 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -26267.039062 Penalty: 569.447754 Iteration 1F: 3 clusters Score -26267.04 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -26288.820312 Penalty: 569.447754 Iteration 2F: 3 clusters Score -26288.82 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -26297.453125 Penalty: 569.447754 Iteration 3Q: 3 clusters Score -26297.45 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -26307.367188 Penalty: 569.447754 Iteration 4Q: 3 clusters Score -26307.37 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -26321.287109 Penalty: 569.447754 Iteration 5Q: 3 clusters Score -26321.29 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -26338.505859 Penalty: 569.447754 Iteration 6Q: 3 clusters Score -26338.51 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -26351.435547 Penalty: 569.447754 Iteration 7Q: 3 clusters Score -26351.44 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -26368.222656 Penalty: 569.447754 Iteration 8Q: 3 clusters Score -26368.22 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -26378.283203 Penalty: 569.447754 Iteration 9Q: 3 clusters Score -26378.28 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -26390.556641 Penalty: 569.447754 Iteration 10Q: 3 clusters Score -26390.56 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -26399.001953 Penalty: 569.447754 Iteration 11Q: 3 clusters Score -26399 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -26401.533203 Penalty: 569.447754 Iteration 12Q: 3 clusters Score -26401.53 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -26402.037109 Penalty: 569.447754 Iteration 13Q: 3 clusters Score -26402.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -26402.796875 Penalty: 569.447754 Iteration 14Q: 3 clusters Score -26402.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -26406.535156 Penalty: 569.447754 Iteration 15Q: 3 clusters Score -26406.54 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -26408.097656 Penalty: 569.447754 Iteration 16Q: 3 clusters Score -26408.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -26408.732422 Penalty: 569.447754 Iteration 17Q: 3 clusters Score -26408.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -26413.236328 Penalty: 569.447754 Iteration 18F: 3 clusters Score -26413.24 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -26433.257812 Penalty: 569.447754 Iteration 19Q: 3 clusters Score -26433.26 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -26446.779297 Penalty: 569.447754 Iteration 20F: 3 clusters Score -26446.78 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -26451.156250 Penalty: 569.447754 Iteration 21Q: 3 clusters Score -26451.16 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -26454.140625 Penalty: 569.447754 Iteration 22Q: 3 clusters Score -26454.14 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -26455.103516 Penalty: 569.447754 Iteration 23Q: 3 clusters Score -26455.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -26455.103516 Penalty: 569.447754 Iteration 24F: 3 clusters Score -26455.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (2559 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Entering Unmasked Estep Score: -139845.281250 Penalty: 357.055420 Iteration 0F: 2 clusters Score -139845.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -138058.171875 Penalty: 714.110840 Iteration 0F: 3 clusters Score -138058.2 nChanged 1100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -138634.562500 Penalty: 714.110840 Iteration 1F: 3 clusters Score -138634.6 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -138697.046875 Penalty: 714.110840 Iteration 2F: 3 clusters Score -138697 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -138740.171875 Penalty: 714.110840 Iteration 3Q: 3 clusters Score -138740.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -138769.812500 Penalty: 714.110840 Iteration 4Q: 3 clusters Score -138769.8 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -138807.796875 Penalty: 714.110840 Iteration 5Q: 3 clusters Score -138807.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -138837.625000 Penalty: 714.110840 Iteration 6Q: 3 clusters Score -138837.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -138878.546875 Penalty: 714.110840 Iteration 7Q: 3 clusters Score -138878.5 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -138927.203125 Penalty: 714.110840 Iteration 8Q: 3 clusters Score -138927.2 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -138986.421875 Penalty: 714.110840 Iteration 9Q: 3 clusters Score -138986.4 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -139047.890625 Penalty: 714.110840 Iteration 10Q: 3 clusters Score -139047.9 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -139143.062500 Penalty: 714.110840 Iteration 11Q: 3 clusters Score -139143.1 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -139247.671875 Penalty: 714.110840 Iteration 12Q: 3 clusters Score -139247.7 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -139355.203125 Penalty: 714.110840 Iteration 13Q: 3 clusters Score -139355.2 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -139453.828125 Penalty: 714.110840 Iteration 14Q: 3 clusters Score -139453.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -139538.437500 Penalty: 714.110840 Iteration 15Q: 3 clusters Score -139538.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -139585.625000 Penalty: 714.110840 Iteration 16Q: 3 clusters Score -139585.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -139611.109375 Penalty: 714.110840 Iteration 17Q: 3 clusters Score -139611.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -139626.453125 Penalty: 714.110840 Iteration 18Q: 3 clusters Score -139626.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -139634.890625 Penalty: 714.110840 Iteration 19Q: 3 clusters Score -139634.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -139637.109375 Penalty: 714.110840 Iteration 20F: 3 clusters Score -139637.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -139638.218750 Penalty: 714.110840 Iteration 21Q: 3 clusters Score -139638.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -139639.781250 Penalty: 714.110840 Iteration 22Q: 3 clusters Score -139639.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -139641.296875 Penalty: 714.110840 Iteration 23Q: 3 clusters Score -139641.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -139641.796875 Penalty: 714.110840 Iteration 24Q: 3 clusters Score -139641.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -139641.703125 Penalty: 714.110840 Iteration 25Q: 3 clusters Score -139641.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -139641.703125 Penalty: 714.110840 Iteration 26F: 3 clusters Score -139641.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (444 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Entering Unmasked Estep Score: -16713.042969 Penalty: 277.360016 Iteration 0F: 2 clusters Score -16713.04 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 225 members Entering Unmasked Estep Score: -16283.282227 Penalty: 554.720032 Iteration 0F: 3 clusters Score -16283.28 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -16455.062500 Penalty: 554.720032 Iteration 1F: 3 clusters Score -16455.06 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -16530.605469 Penalty: 554.720032 Iteration 2F: 3 clusters Score -16530.61 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -16599.087891 Penalty: 554.720032 Iteration 3F: 3 clusters Score -16599.09 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -16683.441406 Penalty: 554.720032 Iteration 4F: 3 clusters Score -16683.44 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -16758.597656 Penalty: 554.720032 Iteration 5F: 3 clusters Score -16758.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -16792.478516 Penalty: 554.720032 Iteration 6Q: 3 clusters Score -16792.48 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -16802.470703 Penalty: 554.720032 Iteration 7Q: 3 clusters Score -16802.47 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -16806.607422 Penalty: 554.720032 Iteration 8Q: 3 clusters Score -16806.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -16806.607422 Penalty: 554.720032 Iteration 9F: 3 clusters Score -16806.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11098 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1196 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 306 members Mstep: Class 9 contains 884 members Mstep: Class 10 contains 314 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 747 members Mstep: Class 13 contains 19019 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1088 members Mstep: Class 18 contains 5597 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2559 members Mstep: Class 21 contains 176 members Mstep: Class 22 contains 1479 members Mstep: Class 23 contains 982 members Mstep: Class 24 contains 357 members Mstep: Class 25 contains 93451 members Mstep: Class 26 contains 268 members Entering Unmasked Estep Score: -7912983.500000 Penalty: 14057.471680 Splitting cluster 21 changes total score from -7913156.500000 to -7912983.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 22 (1479 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Entering Unmasked Estep Score: -88963.804688 Penalty: 332.110016 Iteration 0F: 2 clusters Score -88963.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -87875.851562 Penalty: 664.220032 Iteration 0F: 3 clusters Score -87875.85 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -88194.554688 Penalty: 664.220032 Iteration 1F: 3 clusters Score -88194.55 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -88240.796875 Penalty: 664.220032 Iteration 2F: 3 clusters Score -88240.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -88278.296875 Penalty: 664.220032 Iteration 3Q: 3 clusters Score -88278.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -88302.304688 Penalty: 664.220032 Iteration 4Q: 3 clusters Score -88302.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -88322.468750 Penalty: 664.220032 Iteration 5Q: 3 clusters Score -88322.47 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -88340.320312 Penalty: 664.220032 Iteration 6Q: 3 clusters Score -88340.32 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -88364.835938 Penalty: 664.220032 Iteration 7Q: 3 clusters Score -88364.84 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -88400.828125 Penalty: 664.220032 Iteration 8Q: 3 clusters Score -88400.83 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -88428.453125 Penalty: 664.220032 Iteration 9Q: 3 clusters Score -88428.45 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -88453.859375 Penalty: 664.220032 Iteration 10Q: 3 clusters Score -88453.86 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -88481.171875 Penalty: 664.220032 Iteration 11Q: 3 clusters Score -88481.17 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -88502.992188 Penalty: 664.220032 Iteration 12Q: 3 clusters Score -88502.99 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -88532.492188 Penalty: 664.220032 Iteration 13Q: 3 clusters Score -88532.49 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -88555.187500 Penalty: 664.220032 Iteration 14Q: 3 clusters Score -88555.19 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -88564.976562 Penalty: 664.220032 Iteration 15Q: 3 clusters Score -88564.98 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -88572.406250 Penalty: 664.220032 Iteration 16Q: 3 clusters Score -88572.41 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -88575.640625 Penalty: 664.220032 Iteration 17Q: 3 clusters Score -88575.64 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -88576.406250 Penalty: 664.220032 Iteration 18Q: 3 clusters Score -88576.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -88576.710938 Penalty: 664.220032 Iteration 19Q: 3 clusters Score -88576.71 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -88576.710938 Penalty: 664.220032 Iteration 20F: 3 clusters Score -88576.71 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (982 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Entering Unmasked Estep Score: -59814.367188 Penalty: 313.476410 Iteration 0F: 2 clusters Score -59814.37 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -59012.531250 Penalty: 626.952820 Iteration 0F: 3 clusters Score -59012.53 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -59246.308594 Penalty: 626.952820 Iteration 1F: 3 clusters Score -59246.31 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -59304.800781 Penalty: 626.952820 Iteration 2F: 3 clusters Score -59304.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -59347.789062 Penalty: 626.952820 Iteration 3F: 3 clusters Score -59347.79 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -59381.289062 Penalty: 626.952820 Iteration 4Q: 3 clusters Score -59381.29 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -59411.132812 Penalty: 626.952820 Iteration 5Q: 3 clusters Score -59411.13 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -59445.636719 Penalty: 626.952820 Iteration 6Q: 3 clusters Score -59445.64 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -59460.035156 Penalty: 626.952820 Iteration 7Q: 3 clusters Score -59460.04 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -59470.539062 Penalty: 626.952820 Iteration 8Q: 3 clusters Score -59470.54 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -59482.671875 Penalty: 626.952820 Iteration 9Q: 3 clusters Score -59482.67 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -59489.750000 Penalty: 626.952820 Iteration 10Q: 3 clusters Score -59489.75 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -59492.574219 Penalty: 626.952820 Iteration 11Q: 3 clusters Score -59492.57 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -59497.152344 Penalty: 626.952820 Iteration 12Q: 3 clusters Score -59497.15 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -59500.468750 Penalty: 626.952820 Iteration 13Q: 3 clusters Score -59500.47 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -59501.914062 Penalty: 626.952820 Iteration 14Q: 3 clusters Score -59501.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -59503.070312 Penalty: 626.952820 Iteration 15Q: 3 clusters Score -59503.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -59504.445312 Penalty: 626.952820 Iteration 16Q: 3 clusters Score -59504.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -59504.914062 Penalty: 626.952820 Iteration 17Q: 3 clusters Score -59504.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -59505.683594 Penalty: 626.952820 Iteration 18Q: 3 clusters Score -59505.68 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -59507.183594 Penalty: 626.952820 Iteration 19Q: 3 clusters Score -59507.18 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -59507.816406 Penalty: 626.952820 Iteration 20F: 3 clusters Score -59507.82 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -59508.867188 Penalty: 626.952820 Iteration 21Q: 3 clusters Score -59508.87 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -59509.316406 Penalty: 626.952820 Iteration 22Q: 3 clusters Score -59509.32 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -59509.316406 Penalty: 626.952820 Iteration 23F: 3 clusters Score -59509.32 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (357 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Entering Unmasked Estep Score: -14748.427734 Penalty: 267.436981 Iteration 0F: 2 clusters Score -14748.43 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -14367.206055 Penalty: 534.873962 Iteration 0F: 3 clusters Score -14367.21 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -14510.728516 Penalty: 534.873962 Iteration 1F: 3 clusters Score -14510.73 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -14569.568359 Penalty: 534.873962 Iteration 2F: 3 clusters Score -14569.57 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -14632.989258 Penalty: 534.873962 Iteration 3F: 3 clusters Score -14632.99 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -14694.956055 Penalty: 534.873962 Iteration 4F: 3 clusters Score -14694.96 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -14810.385742 Penalty: 534.873962 Iteration 5F: 3 clusters Score -14810.39 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -14909.287109 Penalty: 534.873962 Iteration 6F: 3 clusters Score -14909.29 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -14951.010742 Penalty: 534.873962 Iteration 7Q: 3 clusters Score -14951.01 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -15002.633789 Penalty: 534.873962 Iteration 8Q: 3 clusters Score -15002.63 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -15024.042969 Penalty: 534.873962 Iteration 9Q: 3 clusters Score -15024.04 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -15033.593750 Penalty: 534.873962 Iteration 10Q: 3 clusters Score -15033.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -15038.447266 Penalty: 534.873962 Iteration 11Q: 3 clusters Score -15038.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -15039.583008 Penalty: 534.873962 Iteration 12Q: 3 clusters Score -15039.58 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -15040.513672 Penalty: 534.873962 Iteration 13Q: 3 clusters Score -15040.51 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -15040.513672 Penalty: 534.873962 Iteration 14F: 3 clusters Score -15040.51 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11098 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1196 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 306 members Mstep: Class 9 contains 884 members Mstep: Class 10 contains 314 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 747 members Mstep: Class 13 contains 19019 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1088 members Mstep: Class 18 contains 5597 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2559 members Mstep: Class 21 contains 444 members Mstep: Class 22 contains 1479 members Mstep: Class 23 contains 982 members Mstep: Class 24 contains 201 members Mstep: Class 25 contains 93451 members Mstep: Class 26 contains 156 members Entering Unmasked Estep Score: -7913179.000000 Penalty: 14057.471680 Splitting cluster 24 changes total score from -7913156.500000 to -7913179.000000 So it's getting split into cluster 26. Entering ConstructFrom: Trying to split cluster 25 (93451 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93451 members Entering Unmasked Estep Score: -5267207.000000 Penalty: 520.756226 Iteration 0F: 2 clusters Score -5267207 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46718 members Mstep: Class 2 contains 46733 members Entering Unmasked Estep Score: -5203745.000000 Penalty: 1041.512451 Iteration 0F: 3 clusters Score -5203745 nChanged 45834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48318 members Mstep: Class 2 contains 45133 members Entering Unmasked Estep Score: -5231539.000000 Penalty: 1041.512451 Iteration 1F: 3 clusters Score -5231539 nChanged 3786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48934 members Mstep: Class 2 contains 44517 members Entering Unmasked Estep Score: -5232850.000000 Penalty: 1041.512451 Iteration 2Q: 3 clusters Score -5232850 nChanged 4132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49726 members Mstep: Class 2 contains 43725 members Entering Unmasked Estep Score: -5234690.500000 Penalty: 1041.512451 Iteration 3Q: 3 clusters Score -5234690 nChanged 4768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50542 members Mstep: Class 2 contains 42909 members Entering Unmasked Estep Score: -5237519.000000 Penalty: 1041.512451 Iteration 4F: 3 clusters Score -5237519 nChanged 5490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51282 members Mstep: Class 2 contains 42169 members Entering Unmasked Estep Score: -5241617.500000 Penalty: 1041.512451 Iteration 5F: 3 clusters Score -5241618 nChanged 6158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51838 members Mstep: Class 2 contains 41613 members Entering Unmasked Estep Score: -5246504.000000 Penalty: 1041.512451 Iteration 6F: 3 clusters Score -5246504 nChanged 5780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51928 members Mstep: Class 2 contains 41523 members Entering Unmasked Estep Score: -5250374.500000 Penalty: 1041.512451 Iteration 7F: 3 clusters Score -5250374 nChanged 4159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51855 members Mstep: Class 2 contains 41596 members Entering Unmasked Estep Score: -5252056.000000 Penalty: 1041.512451 Iteration 8Q: 3 clusters Score -5252056 nChanged 2362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51867 members Mstep: Class 2 contains 41584 members Entering Unmasked Estep Score: -5252599.000000 Penalty: 1041.512451 Iteration 9Q: 3 clusters Score -5252599 nChanged 1407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51840 members Mstep: Class 2 contains 41611 members Entering Unmasked Estep Score: -5252906.500000 Penalty: 1041.512451 Iteration 10Q: 3 clusters Score -5252906 nChanged 1198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51740 members Mstep: Class 2 contains 41711 members Entering Unmasked Estep Score: -5253216.000000 Penalty: 1041.512451 Iteration 11Q: 3 clusters Score -5253216 nChanged 1246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51586 members Mstep: Class 2 contains 41865 members Entering Unmasked Estep Score: -5253542.500000 Penalty: 1041.512451 Iteration 12Q: 3 clusters Score -5253542 nChanged 1261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51351 members Mstep: Class 2 contains 42100 members Entering Unmasked Estep Score: -5253883.000000 Penalty: 1041.512451 Iteration 13Q: 3 clusters Score -5253883 nChanged 1290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51133 members Mstep: Class 2 contains 42318 members Entering Unmasked Estep Score: -5254253.000000 Penalty: 1041.512451 Iteration 14Q: 3 clusters Score -5254253 nChanged 1233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50860 members Mstep: Class 2 contains 42591 members Entering Unmasked Estep Score: -5254561.500000 Penalty: 1041.512451 Iteration 15Q: 3 clusters Score -5254562 nChanged 1239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50599 members Mstep: Class 2 contains 42852 members Entering Unmasked Estep Score: -5254897.500000 Penalty: 1041.512451 Iteration 16Q: 3 clusters Score -5254898 nChanged 1231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50374 members Mstep: Class 2 contains 43077 members Entering Unmasked Estep Score: -5255259.000000 Penalty: 1041.512451 Iteration 17Q: 3 clusters Score -5255259 nChanged 1154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50144 members Mstep: Class 2 contains 43307 members Entering Unmasked Estep Score: -5255606.500000 Penalty: 1041.512451 Iteration 18Q: 3 clusters Score -5255606 nChanged 1189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49881 members Mstep: Class 2 contains 43570 members Entering Unmasked Estep Score: -5255908.500000 Penalty: 1041.512451 Iteration 19Q: 3 clusters Score -5255908 nChanged 1133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49642 members Mstep: Class 2 contains 43809 members Entering Unmasked Estep Score: -5256153.500000 Penalty: 1041.512451 Iteration 20F: 3 clusters Score -5256154 nChanged 1123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49487 members Mstep: Class 2 contains 43964 members Entering Unmasked Estep Score: -5256465.500000 Penalty: 1041.512451 Iteration 21Q: 3 clusters Score -5256466 nChanged 1108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49339 members Mstep: Class 2 contains 44112 members Entering Unmasked Estep Score: -5256752.500000 Penalty: 1041.512451 Iteration 22Q: 3 clusters Score -5256752 nChanged 1040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49195 members Mstep: Class 2 contains 44256 members Entering Unmasked Estep Score: -5257028.500000 Penalty: 1041.512451 Iteration 23Q: 3 clusters Score -5257028 nChanged 974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49133 members Mstep: Class 2 contains 44318 members Entering Unmasked Estep Score: -5257266.000000 Penalty: 1041.512451 Iteration 24Q: 3 clusters Score -5257266 nChanged 966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49157 members Mstep: Class 2 contains 44294 members Entering Unmasked Estep Score: -5257483.000000 Penalty: 1041.512451 Iteration 25Q: 3 clusters Score -5257483 nChanged 914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49263 members Mstep: Class 2 contains 44188 members Entering Unmasked Estep Score: -5257700.500000 Penalty: 1041.512451 Iteration 26Q: 3 clusters Score -5257700 nChanged 879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49422 members Mstep: Class 2 contains 44029 members Entering Unmasked Estep Score: -5257887.000000 Penalty: 1041.512451 Iteration 27Q: 3 clusters Score -5257887 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49626 members Mstep: Class 2 contains 43825 members Entering Unmasked Estep Score: -5258081.500000 Penalty: 1041.512451 Iteration 28Q: 3 clusters Score -5258082 nChanged 820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49908 members Mstep: Class 2 contains 43543 members Entering Unmasked Estep Score: -5258300.000000 Penalty: 1041.512451 Iteration 29Q: 3 clusters Score -5258300 nChanged 733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50179 members Mstep: Class 2 contains 43272 members Entering Unmasked Estep Score: -5258459.000000 Penalty: 1041.512451 Iteration 30Q: 3 clusters Score -5258459 nChanged 682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50455 members Mstep: Class 2 contains 42996 members Entering Unmasked Estep Score: -5258581.000000 Penalty: 1041.512451 Iteration 31Q: 3 clusters Score -5258581 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50774 members Mstep: Class 2 contains 42677 members Entering Unmasked Estep Score: -5258681.000000 Penalty: 1041.512451 Iteration 32Q: 3 clusters Score -5258681 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51088 members Mstep: Class 2 contains 42363 members Entering Unmasked Estep Score: -5258773.000000 Penalty: 1041.512451 Iteration 33Q: 3 clusters Score -5258773 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51393 members Mstep: Class 2 contains 42058 members Entering Unmasked Estep Score: -5258801.500000 Penalty: 1041.512451 Iteration 34Q: 3 clusters Score -5258802 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51655 members Mstep: Class 2 contains 41796 members Entering Unmasked Estep Score: -5258886.500000 Penalty: 1041.512451 Iteration 35Q: 3 clusters Score -5258886 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51893 members Mstep: Class 2 contains 41558 members Entering Unmasked Estep Score: -5258932.000000 Penalty: 1041.512451 Iteration 36Q: 3 clusters Score -5258932 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52146 members Mstep: Class 2 contains 41305 members Entering Unmasked Estep Score: -5258955.000000 Penalty: 1041.512451 Iteration 37Q: 3 clusters Score -5258955 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52377 members Mstep: Class 2 contains 41074 members Entering Unmasked Estep Score: -5258990.500000 Penalty: 1041.512451 Iteration 38Q: 3 clusters Score -5258990 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52578 members Mstep: Class 2 contains 40873 members Entering Unmasked Estep Score: -5259024.500000 Penalty: 1041.512451 Iteration 39Q: 3 clusters Score -5259024 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52764 members Mstep: Class 2 contains 40687 members Entering Unmasked Estep Score: -5259041.500000 Penalty: 1041.512451 Iteration 40F: 3 clusters Score -5259042 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52938 members Mstep: Class 2 contains 40513 members Entering Unmasked Estep Score: -5259027.000000 Penalty: 1041.512451 Iteration 41Q: 3 clusters Score -5259027 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53104 members Mstep: Class 2 contains 40347 members Entering Unmasked Estep Score: -5259063.500000 Penalty: 1041.512451 Iteration 42Q: 3 clusters Score -5259064 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53278 members Mstep: Class 2 contains 40173 members Entering Unmasked Estep Score: -5259069.500000 Penalty: 1041.512451 Iteration 43Q: 3 clusters Score -5259070 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53425 members Mstep: Class 2 contains 40026 members Entering Unmasked Estep Score: -5259081.000000 Penalty: 1041.512451 Iteration 44Q: 3 clusters Score -5259081 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53554 members Mstep: Class 2 contains 39897 members Entering Unmasked Estep Score: -5259084.000000 Penalty: 1041.512451 Iteration 45Q: 3 clusters Score -5259084 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53663 members Mstep: Class 2 contains 39788 members Entering Unmasked Estep Score: -5259082.500000 Penalty: 1041.512451 Iteration 46Q: 3 clusters Score -5259082 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53780 members Mstep: Class 2 contains 39671 members Entering Unmasked Estep Score: -5259084.000000 Penalty: 1041.512451 Iteration 47Q: 3 clusters Score -5259084 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53899 members Mstep: Class 2 contains 39552 members Entering Unmasked Estep Score: -5259091.500000 Penalty: 1041.512451 Iteration 48Q: 3 clusters Score -5259092 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54024 members Mstep: Class 2 contains 39427 members Entering Unmasked Estep Score: -5259092.000000 Penalty: 1041.512451 Iteration 49Q: 3 clusters Score -5259092 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54135 members Mstep: Class 2 contains 39316 members Entering Unmasked Estep Score: -5259107.500000 Penalty: 1041.512451 Iteration 50Q: 3 clusters Score -5259108 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54230 members Mstep: Class 2 contains 39221 members Entering Unmasked Estep Score: -5259105.000000 Penalty: 1041.512451 Iteration 51Q: 3 clusters Score -5259105 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54305 members Mstep: Class 2 contains 39146 members Entering Unmasked Estep Score: -5259115.000000 Penalty: 1041.512451 Iteration 52Q: 3 clusters Score -5259115 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54382 members Mstep: Class 2 contains 39069 members Entering Unmasked Estep Score: -5259125.000000 Penalty: 1041.512451 Iteration 53Q: 3 clusters Score -5259125 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54462 members Mstep: Class 2 contains 38989 members Entering Unmasked Estep Score: -5259120.000000 Penalty: 1041.512451 Iteration 54Q: 3 clusters Score -5259120 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54541 members Mstep: Class 2 contains 38910 members Entering Unmasked Estep Score: -5259122.500000 Penalty: 1041.512451 Iteration 55Q: 3 clusters Score -5259122 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54626 members Mstep: Class 2 contains 38825 members Entering Unmasked Estep Score: -5259126.500000 Penalty: 1041.512451 Iteration 56Q: 3 clusters Score -5259126 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54693 members Mstep: Class 2 contains 38758 members Entering Unmasked Estep Score: -5259117.500000 Penalty: 1041.512451 Iteration 57Q: 3 clusters Score -5259118 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54748 members Mstep: Class 2 contains 38703 members Entering Unmasked Estep Score: -5259116.000000 Penalty: 1041.512451 Iteration 58Q: 3 clusters Score -5259116 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54797 members Mstep: Class 2 contains 38654 members Entering Unmasked Estep Score: -5259124.000000 Penalty: 1041.512451 Iteration 59Q: 3 clusters Score -5259124 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54846 members Mstep: Class 2 contains 38605 members Entering Unmasked Estep Score: -5259118.000000 Penalty: 1041.512451 Iteration 60F: 3 clusters Score -5259118 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54890 members Mstep: Class 2 contains 38561 members Entering Unmasked Estep Score: -5259113.500000 Penalty: 1041.512451 Iteration 61Q: 3 clusters Score -5259114 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54940 members Mstep: Class 2 contains 38511 members Entering Unmasked Estep Score: -5259116.500000 Penalty: 1041.512451 Iteration 62Q: 3 clusters Score -5259116 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55000 members Mstep: Class 2 contains 38451 members Entering Unmasked Estep Score: -5259128.000000 Penalty: 1041.512451 Iteration 63Q: 3 clusters Score -5259128 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55053 members Mstep: Class 2 contains 38398 members Entering Unmasked Estep Score: -5259133.500000 Penalty: 1041.512451 Iteration 64Q: 3 clusters Score -5259134 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55109 members Mstep: Class 2 contains 38342 members Entering Unmasked Estep Score: -5259128.500000 Penalty: 1041.512451 Iteration 65Q: 3 clusters Score -5259128 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55158 members Mstep: Class 2 contains 38293 members Entering Unmasked Estep Score: -5259134.000000 Penalty: 1041.512451 Iteration 66Q: 3 clusters Score -5259134 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55198 members Mstep: Class 2 contains 38253 members Entering Unmasked Estep Score: -5259131.500000 Penalty: 1041.512451 Iteration 67Q: 3 clusters Score -5259132 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55235 members Mstep: Class 2 contains 38216 members Entering Unmasked Estep Score: -5259124.500000 Penalty: 1041.512451 Iteration 68Q: 3 clusters Score -5259124 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55271 members Mstep: Class 2 contains 38180 members Entering Unmasked Estep Score: -5259123.500000 Penalty: 1041.512451 Iteration 69Q: 3 clusters Score -5259124 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55311 members Mstep: Class 2 contains 38140 members Entering Unmasked Estep Score: -5259130.000000 Penalty: 1041.512451 Iteration 70Q: 3 clusters Score -5259130 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55349 members Mstep: Class 2 contains 38102 members Entering Unmasked Estep Score: -5259125.000000 Penalty: 1041.512451 Iteration 71Q: 3 clusters Score -5259125 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55389 members Mstep: Class 2 contains 38062 members Entering Unmasked Estep Score: -5259123.500000 Penalty: 1041.512451 Iteration 72Q: 3 clusters Score -5259124 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55427 members Mstep: Class 2 contains 38024 members Entering Unmasked Estep Score: -5259128.000000 Penalty: 1041.512451 Iteration 73Q: 3 clusters Score -5259128 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55467 members Mstep: Class 2 contains 37984 members Entering Unmasked Estep Score: -5259128.000000 Penalty: 1041.512451 Iteration 74Q: 3 clusters Score -5259128 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55500 members Mstep: Class 2 contains 37951 members Entering Unmasked Estep Score: -5259126.000000 Penalty: 1041.512451 Iteration 75Q: 3 clusters Score -5259126 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55530 members Mstep: Class 2 contains 37921 members Entering Unmasked Estep Score: -5259124.500000 Penalty: 1041.512451 Iteration 76Q: 3 clusters Score -5259124 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55557 members Mstep: Class 2 contains 37894 members Entering Unmasked Estep Score: -5259128.000000 Penalty: 1041.512451 Iteration 77Q: 3 clusters Score -5259128 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55583 members Mstep: Class 2 contains 37868 members Entering Unmasked Estep Score: -5259125.500000 Penalty: 1041.512451 Iteration 78Q: 3 clusters Score -5259126 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55611 members Mstep: Class 2 contains 37840 members Entering Unmasked Estep Score: -5259124.000000 Penalty: 1041.512451 Iteration 79Q: 3 clusters Score -5259124 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55641 members Mstep: Class 2 contains 37810 members Entering Unmasked Estep Score: -5259121.500000 Penalty: 1041.512451 Iteration 80F: 3 clusters Score -5259122 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55667 members Mstep: Class 2 contains 37784 members Entering Unmasked Estep Score: -5259123.500000 Penalty: 1041.512451 Iteration 81Q: 3 clusters Score -5259124 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55702 members Mstep: Class 2 contains 37749 members Entering Unmasked Estep Score: -5259128.000000 Penalty: 1041.512451 Iteration 82Q: 3 clusters Score -5259128 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55734 members Mstep: Class 2 contains 37717 members Entering Unmasked Estep Score: -5259130.500000 Penalty: 1041.512451 Iteration 83Q: 3 clusters Score -5259130 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55763 members Mstep: Class 2 contains 37688 members Entering Unmasked Estep Score: -5259123.500000 Penalty: 1041.512451 Iteration 84Q: 3 clusters Score -5259124 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55789 members Mstep: Class 2 contains 37662 members Entering Unmasked Estep Score: -5259128.500000 Penalty: 1041.512451 Iteration 85Q: 3 clusters Score -5259128 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55820 members Mstep: Class 2 contains 37631 members Entering Unmasked Estep Score: -5259127.500000 Penalty: 1041.512451 Iteration 86Q: 3 clusters Score -5259128 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55853 members Mstep: Class 2 contains 37598 members Entering Unmasked Estep Score: -5259125.000000 Penalty: 1041.512451 Iteration 87Q: 3 clusters Score -5259125 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55893 members Mstep: Class 2 contains 37558 members Entering Unmasked Estep Score: -5259128.000000 Penalty: 1041.512451 Iteration 88Q: 3 clusters Score -5259128 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55931 members Mstep: Class 2 contains 37520 members Entering Unmasked Estep Score: -5259130.500000 Penalty: 1041.512451 Iteration 89Q: 3 clusters Score -5259130 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55976 members Mstep: Class 2 contains 37475 members Entering Unmasked Estep Score: -5259135.000000 Penalty: 1041.512451 Iteration 90Q: 3 clusters Score -5259135 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56025 members Mstep: Class 2 contains 37426 members Entering Unmasked Estep Score: -5259123.000000 Penalty: 1041.512451 Iteration 91Q: 3 clusters Score -5259123 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56062 members Mstep: Class 2 contains 37389 members Entering Unmasked Estep Score: -5259126.500000 Penalty: 1041.512451 Iteration 92Q: 3 clusters Score -5259126 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56091 members Mstep: Class 2 contains 37360 members Entering Unmasked Estep Score: -5259122.000000 Penalty: 1041.512451 Iteration 93Q: 3 clusters Score -5259122 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56119 members Mstep: Class 2 contains 37332 members Entering Unmasked Estep Score: -5259126.500000 Penalty: 1041.512451 Iteration 94Q: 3 clusters Score -5259126 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56154 members Mstep: Class 2 contains 37297 members Entering Unmasked Estep Score: -5259128.000000 Penalty: 1041.512451 Iteration 95Q: 3 clusters Score -5259128 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56195 members Mstep: Class 2 contains 37256 members Entering Unmasked Estep Score: -5259141.500000 Penalty: 1041.512451 Iteration 96Q: 3 clusters Score -5259142 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56230 members Mstep: Class 2 contains 37221 members Entering Unmasked Estep Score: -5259143.000000 Penalty: 1041.512451 Iteration 97Q: 3 clusters Score -5259143 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56262 members Mstep: Class 2 contains 37189 members Entering Unmasked Estep Score: -5259142.500000 Penalty: 1041.512451 Iteration 98Q: 3 clusters Score -5259142 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56291 members Mstep: Class 2 contains 37160 members Entering Unmasked Estep Score: -5259136.000000 Penalty: 1041.512451 Iteration 99Q: 3 clusters Score -5259136 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56318 members Mstep: Class 2 contains 37133 members Entering Unmasked Estep Score: -5259129.000000 Penalty: 1041.512451 Iteration 100F: 3 clusters Score -5259129 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56344 members Mstep: Class 2 contains 37107 members Entering Unmasked Estep Score: -5259126.500000 Penalty: 1041.512451 Iteration 101Q: 3 clusters Score -5259126 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56363 members Mstep: Class 2 contains 37088 members Entering Unmasked Estep Score: -5259133.500000 Penalty: 1041.512451 Iteration 102Q: 3 clusters Score -5259134 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56378 members Mstep: Class 2 contains 37073 members Entering Unmasked Estep Score: -5259136.500000 Penalty: 1041.512451 Iteration 103Q: 3 clusters Score -5259136 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56393 members Mstep: Class 2 contains 37058 members Entering Unmasked Estep Score: -5259136.000000 Penalty: 1041.512451 Iteration 104Q: 3 clusters Score -5259136 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56415 members Mstep: Class 2 contains 37036 members Entering Unmasked Estep Score: -5259132.000000 Penalty: 1041.512451 Iteration 105Q: 3 clusters Score -5259132 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56438 members Mstep: Class 2 contains 37013 members Entering Unmasked Estep Score: -5259126.000000 Penalty: 1041.512451 Iteration 106Q: 3 clusters Score -5259126 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56458 members Mstep: Class 2 contains 36993 members Entering Unmasked Estep Score: -5259129.000000 Penalty: 1041.512451 Iteration 107Q: 3 clusters Score -5259129 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56475 members Mstep: Class 2 contains 36976 members Entering Unmasked Estep Score: -5259129.500000 Penalty: 1041.512451 Iteration 108Q: 3 clusters Score -5259130 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56491 members Mstep: Class 2 contains 36960 members Entering Unmasked Estep Score: -5259133.000000 Penalty: 1041.512451 Iteration 109Q: 3 clusters Score -5259133 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56506 members Mstep: Class 2 contains 36945 members Entering Unmasked Estep Score: -5259134.500000 Penalty: 1041.512451 Iteration 110Q: 3 clusters Score -5259134 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56521 members Mstep: Class 2 contains 36930 members Entering Unmasked Estep Score: -5259133.500000 Penalty: 1041.512451 Iteration 111Q: 3 clusters Score -5259134 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56534 members Mstep: Class 2 contains 36917 members Entering Unmasked Estep Score: -5259132.000000 Penalty: 1041.512451 Iteration 112Q: 3 clusters Score -5259132 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56548 members Mstep: Class 2 contains 36903 members Entering Unmasked Estep Score: -5259133.500000 Penalty: 1041.512451 Iteration 113Q: 3 clusters Score -5259134 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56565 members Mstep: Class 2 contains 36886 members Entering Unmasked Estep Score: -5259125.000000 Penalty: 1041.512451 Iteration 114Q: 3 clusters Score -5259125 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56588 members Mstep: Class 2 contains 36863 members Entering Unmasked Estep Score: -5259120.500000 Penalty: 1041.512451 Iteration 115Q: 3 clusters Score -5259120 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56615 members Mstep: Class 2 contains 36836 members Entering Unmasked Estep Score: -5259128.500000 Penalty: 1041.512451 Iteration 116Q: 3 clusters Score -5259128 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56643 members Mstep: Class 2 contains 36808 members Entering Unmasked Estep Score: -5259144.500000 Penalty: 1041.512451 Iteration 117Q: 3 clusters Score -5259144 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56676 members Mstep: Class 2 contains 36775 members Entering Unmasked Estep Score: -5259152.000000 Penalty: 1041.512451 Iteration 118Q: 3 clusters Score -5259152 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56701 members Mstep: Class 2 contains 36750 members Entering Unmasked Estep Score: -5259143.500000 Penalty: 1041.512451 Iteration 119Q: 3 clusters Score -5259144 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56728 members Mstep: Class 2 contains 36723 members Entering Unmasked Estep Score: -5259144.000000 Penalty: 1041.512451 Iteration 120F: 3 clusters Score -5259144 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56759 members Mstep: Class 2 contains 36692 members Entering Unmasked Estep Score: -5259146.000000 Penalty: 1041.512451 Iteration 121Q: 3 clusters Score -5259146 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56783 members Mstep: Class 2 contains 36668 members Entering Unmasked Estep Score: -5259147.500000 Penalty: 1041.512451 Iteration 122Q: 3 clusters Score -5259148 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56813 members Mstep: Class 2 contains 36638 members Entering Unmasked Estep Score: -5259147.000000 Penalty: 1041.512451 Iteration 123Q: 3 clusters Score -5259147 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56830 members Mstep: Class 2 contains 36621 members Entering Unmasked Estep Score: -5259137.500000 Penalty: 1041.512451 Iteration 124Q: 3 clusters Score -5259138 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56847 members Mstep: Class 2 contains 36604 members Entering Unmasked Estep Score: -5259144.000000 Penalty: 1041.512451 Iteration 125Q: 3 clusters Score -5259144 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56867 members Mstep: Class 2 contains 36584 members Entering Unmasked Estep Score: -5259150.000000 Penalty: 1041.512451 Iteration 126Q: 3 clusters Score -5259150 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56886 members Mstep: Class 2 contains 36565 members Entering Unmasked Estep Score: -5259150.500000 Penalty: 1041.512451 Iteration 127Q: 3 clusters Score -5259150 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56902 members Mstep: Class 2 contains 36549 members Entering Unmasked Estep Score: -5259146.500000 Penalty: 1041.512451 Iteration 128Q: 3 clusters Score -5259146 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56917 members Mstep: Class 2 contains 36534 members Entering Unmasked Estep Score: -5259144.500000 Penalty: 1041.512451 Iteration 129Q: 3 clusters Score -5259144 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56926 members Mstep: Class 2 contains 36525 members Entering Unmasked Estep Score: -5259144.500000 Penalty: 1041.512451 Iteration 130Q: 3 clusters Score -5259144 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56935 members Mstep: Class 2 contains 36516 members Entering Unmasked Estep Score: -5259144.500000 Penalty: 1041.512451 Iteration 131Q: 3 clusters Score -5259144 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56949 members Mstep: Class 2 contains 36502 members Entering Unmasked Estep Score: -5259139.000000 Penalty: 1041.512451 Iteration 132Q: 3 clusters Score -5259139 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56960 members Mstep: Class 2 contains 36491 members Entering Unmasked Estep Score: -5259137.500000 Penalty: 1041.512451 Iteration 133Q: 3 clusters Score -5259138 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56969 members Mstep: Class 2 contains 36482 members Entering Unmasked Estep Score: -5259146.000000 Penalty: 1041.512451 Iteration 134Q: 3 clusters Score -5259146 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56977 members Mstep: Class 2 contains 36474 members Entering Unmasked Estep Score: -5259142.500000 Penalty: 1041.512451 Iteration 135Q: 3 clusters Score -5259142 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56981 members Mstep: Class 2 contains 36470 members Entering Unmasked Estep Score: -5259143.000000 Penalty: 1041.512451 Iteration 136Q: 3 clusters Score -5259143 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56986 members Mstep: Class 2 contains 36465 members Entering Unmasked Estep Score: -5259138.500000 Penalty: 1041.512451 Iteration 137Q: 3 clusters Score -5259138 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56993 members Mstep: Class 2 contains 36458 members Entering Unmasked Estep Score: -5259138.500000 Penalty: 1041.512451 Iteration 138Q: 3 clusters Score -5259138 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56997 members Mstep: Class 2 contains 36454 members Entering Unmasked Estep Score: -5259140.000000 Penalty: 1041.512451 Iteration 139Q: 3 clusters Score -5259140 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57001 members Mstep: Class 2 contains 36450 members Entering Unmasked Estep Score: -5259136.500000 Penalty: 1041.512451 Iteration 140F: 3 clusters Score -5259136 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57004 members Mstep: Class 2 contains 36447 members Entering Unmasked Estep Score: -5259136.000000 Penalty: 1041.512451 Iteration 141Q: 3 clusters Score -5259136 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57008 members Mstep: Class 2 contains 36443 members Entering Unmasked Estep Score: -5259138.500000 Penalty: 1041.512451 Iteration 142Q: 3 clusters Score -5259138 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57016 members Mstep: Class 2 contains 36435 members Entering Unmasked Estep Score: -5259136.000000 Penalty: 1041.512451 Iteration 143Q: 3 clusters Score -5259136 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57026 members Mstep: Class 2 contains 36425 members Entering Unmasked Estep Score: -5259135.000000 Penalty: 1041.512451 Iteration 144Q: 3 clusters Score -5259135 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57037 members Mstep: Class 2 contains 36414 members Entering Unmasked Estep Score: -5259135.500000 Penalty: 1041.512451 Iteration 145Q: 3 clusters Score -5259136 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57046 members Mstep: Class 2 contains 36405 members Entering Unmasked Estep Score: -5259138.000000 Penalty: 1041.512451 Iteration 146Q: 3 clusters Score -5259138 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57059 members Mstep: Class 2 contains 36392 members Entering Unmasked Estep Score: -5259136.500000 Penalty: 1041.512451 Iteration 147Q: 3 clusters Score -5259136 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57067 members Mstep: Class 2 contains 36384 members Entering Unmasked Estep Score: -5259133.000000 Penalty: 1041.512451 Iteration 148Q: 3 clusters Score -5259133 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57070 members Mstep: Class 2 contains 36381 members Entering Unmasked Estep Score: -5259135.000000 Penalty: 1041.512451 Iteration 149Q: 3 clusters Score -5259135 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57074 members Mstep: Class 2 contains 36377 members Entering Unmasked Estep Score: -5259134.500000 Penalty: 1041.512451 Iteration 150Q: 3 clusters Score -5259134 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57078 members Mstep: Class 2 contains 36373 members Entering Unmasked Estep Score: -5259136.000000 Penalty: 1041.512451 Iteration 151Q: 3 clusters Score -5259136 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57081 members Mstep: Class 2 contains 36370 members Entering Unmasked Estep Score: -5259137.000000 Penalty: 1041.512451 Iteration 152Q: 3 clusters Score -5259137 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57084 members Mstep: Class 2 contains 36367 members Entering Unmasked Estep Score: -5259137.000000 Penalty: 1041.512451 Iteration 153Q: 3 clusters Score -5259137 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57085 members Mstep: Class 2 contains 36366 members Entering Unmasked Estep Score: -5259140.000000 Penalty: 1041.512451 Iteration 154Q: 3 clusters Score -5259140 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57085 members Mstep: Class 2 contains 36366 members Entering Unmasked Estep Score: -5259140.000000 Penalty: 1041.512451 Iteration 155F: 3 clusters Score -5259140 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11098 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1196 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 306 members Mstep: Class 9 contains 884 members Mstep: Class 10 contains 314 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 747 members Mstep: Class 13 contains 19019 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1088 members Mstep: Class 18 contains 5597 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2559 members Mstep: Class 21 contains 444 members Mstep: Class 22 contains 1479 members Mstep: Class 23 contains 982 members Mstep: Class 24 contains 201 members Mstep: Class 25 contains 93451 members Entering Unmasked Estep ConsiderDeletion Score: -7913188.000000 Penalty: 14057.471680 Iteration 159Q: 27 clusters Score -7913188 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11096 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1196 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 302 members Mstep: Class 9 contains 884 members Mstep: Class 10 contains 314 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 747 members Mstep: Class 13 contains 19027 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1087 members Mstep: Class 18 contains 5598 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2559 members Mstep: Class 21 contains 445 members Mstep: Class 22 contains 1484 members Mstep: Class 23 contains 988 members Mstep: Class 24 contains 205 members Mstep: Class 25 contains 93434 members Mstep: Class 26 contains 155 members Entering Unmasked Estep ConsiderDeletion Score: -7913209.000000 Penalty: 14057.471680 Iteration 160F: 27 clusters Score -7913209 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11098 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1196 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 301 members Mstep: Class 9 contains 884 members Mstep: Class 10 contains 314 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 747 members Mstep: Class 13 contains 19036 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1084 members Mstep: Class 18 contains 5601 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2559 members Mstep: Class 21 contains 443 members Mstep: Class 22 contains 1488 members Mstep: Class 23 contains 992 members Mstep: Class 24 contains 205 members Mstep: Class 25 contains 93415 members Mstep: Class 26 contains 158 members Entering Unmasked Estep ConsiderDeletion Score: -7913216.000000 Penalty: 14057.471680 Iteration 161Q: 27 clusters Score -7913216 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11099 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1196 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 300 members Mstep: Class 9 contains 884 members Mstep: Class 10 contains 314 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 747 members Mstep: Class 13 contains 19043 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1082 members Mstep: Class 18 contains 5604 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2559 members Mstep: Class 21 contains 441 members Mstep: Class 22 contains 1492 members Mstep: Class 23 contains 992 members Mstep: Class 24 contains 205 members Mstep: Class 25 contains 93402 members Mstep: Class 26 contains 161 members Entering Unmasked Estep ConsiderDeletion Score: -7913220.000000 Penalty: 14057.471680 Iteration 162Q: 27 clusters Score -7913220 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11098 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1196 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 300 members Mstep: Class 9 contains 884 members Mstep: Class 10 contains 314 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 747 members Mstep: Class 13 contains 19050 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1082 members Mstep: Class 18 contains 5615 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2559 members Mstep: Class 21 contains 439 members Mstep: Class 22 contains 1496 members Mstep: Class 23 contains 993 members Mstep: Class 24 contains 205 members Mstep: Class 25 contains 93380 members Mstep: Class 26 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -7913214.500000 Penalty: 14057.471680 Iteration 163Q: 27 clusters Score -7913214 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11097 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1196 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 300 members Mstep: Class 9 contains 884 members Mstep: Class 10 contains 314 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 747 members Mstep: Class 13 contains 19057 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1082 members Mstep: Class 18 contains 5625 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2559 members Mstep: Class 21 contains 439 members Mstep: Class 22 contains 1500 members Mstep: Class 23 contains 993 members Mstep: Class 24 contains 205 members Mstep: Class 25 contains 93360 members Mstep: Class 26 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -7913221.000000 Penalty: 14057.471680 Iteration 164Q: 27 clusters Score -7913221 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11093 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1196 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 300 members Mstep: Class 9 contains 884 members Mstep: Class 10 contains 314 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 747 members Mstep: Class 13 contains 19061 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1082 members Mstep: Class 18 contains 5631 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2559 members Mstep: Class 21 contains 439 members Mstep: Class 22 contains 1499 members Mstep: Class 23 contains 992 members Mstep: Class 24 contains 205 members Mstep: Class 25 contains 93356 members Mstep: Class 26 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -7913231.500000 Penalty: 14057.471680 Iteration 165Q: 27 clusters Score -7913232 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11089 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1196 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 300 members Mstep: Class 9 contains 884 members Mstep: Class 10 contains 314 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 747 members Mstep: Class 13 contains 19067 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1082 members Mstep: Class 18 contains 5632 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2559 members Mstep: Class 21 contains 439 members Mstep: Class 22 contains 1501 members Mstep: Class 23 contains 992 members Mstep: Class 24 contains 205 members Mstep: Class 25 contains 93351 members Mstep: Class 26 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -7913217.500000 Penalty: 14057.471680 Iteration 166Q: 27 clusters Score -7913218 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11087 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1196 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 300 members Mstep: Class 9 contains 883 members Mstep: Class 10 contains 314 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 746 members Mstep: Class 13 contains 19071 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1082 members Mstep: Class 18 contains 5632 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2559 members Mstep: Class 21 contains 439 members Mstep: Class 22 contains 1502 members Mstep: Class 23 contains 992 members Mstep: Class 24 contains 205 members Mstep: Class 25 contains 93350 members Mstep: Class 26 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -7913212.500000 Penalty: 14057.471680 Iteration 167Q: 27 clusters Score -7913212 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11083 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1196 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 300 members Mstep: Class 9 contains 883 members Mstep: Class 10 contains 314 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 747 members Mstep: Class 13 contains 19074 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1082 members Mstep: Class 18 contains 5633 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2559 members Mstep: Class 21 contains 439 members Mstep: Class 22 contains 1503 members Mstep: Class 23 contains 992 members Mstep: Class 24 contains 205 members Mstep: Class 25 contains 93348 members Mstep: Class 26 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -7913214.000000 Penalty: 14057.471680 Iteration 168Q: 27 clusters Score -7913214 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11078 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1195 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 300 members Mstep: Class 9 contains 883 members Mstep: Class 10 contains 314 members Mstep: Class 11 contains 1455 members Mstep: Class 12 contains 747 members Mstep: Class 13 contains 19076 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1082 members Mstep: Class 18 contains 5635 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2559 members Mstep: Class 21 contains 439 members Mstep: Class 22 contains 1503 members Mstep: Class 23 contains 992 members Mstep: Class 24 contains 205 members Mstep: Class 25 contains 93350 members Mstep: Class 26 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -7913213.500000 Penalty: 14057.471680 Iteration 169Q: 27 clusters Score -7913214 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11077 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1196 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 300 members Mstep: Class 9 contains 883 members Mstep: Class 10 contains 314 members Mstep: Class 11 contains 1454 members Mstep: Class 12 contains 747 members Mstep: Class 13 contains 19079 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1081 members Mstep: Class 18 contains 5636 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2559 members Mstep: Class 21 contains 439 members Mstep: Class 22 contains 1503 members Mstep: Class 23 contains 992 members Mstep: Class 24 contains 205 members Mstep: Class 25 contains 93348 members Mstep: Class 26 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -7913217.500000 Penalty: 14057.471680 Iteration 170Q: 27 clusters Score -7913218 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11077 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1196 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 300 members Mstep: Class 9 contains 883 members Mstep: Class 10 contains 314 members Mstep: Class 11 contains 1454 members Mstep: Class 12 contains 747 members Mstep: Class 13 contains 19082 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1081 members Mstep: Class 18 contains 5636 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2559 members Mstep: Class 21 contains 439 members Mstep: Class 22 contains 1503 members Mstep: Class 23 contains 992 members Mstep: Class 24 contains 205 members Mstep: Class 25 contains 93345 members Mstep: Class 26 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -7913212.000000 Penalty: 14057.471680 Iteration 171Q: 27 clusters Score -7913212 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11077 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1196 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 300 members Mstep: Class 9 contains 883 members Mstep: Class 10 contains 314 members Mstep: Class 11 contains 1454 members Mstep: Class 12 contains 747 members Mstep: Class 13 contains 19084 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1081 members Mstep: Class 18 contains 5636 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2559 members Mstep: Class 21 contains 439 members Mstep: Class 22 contains 1503 members Mstep: Class 23 contains 992 members Mstep: Class 24 contains 205 members Mstep: Class 25 contains 93343 members Mstep: Class 26 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -7913213.500000 Penalty: 14057.471680 Iteration 172Q: 27 clusters Score -7913214 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11077 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1196 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 300 members Mstep: Class 9 contains 883 members Mstep: Class 10 contains 314 members Mstep: Class 11 contains 1454 members Mstep: Class 12 contains 747 members Mstep: Class 13 contains 19086 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1081 members Mstep: Class 18 contains 5636 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2559 members Mstep: Class 21 contains 439 members Mstep: Class 22 contains 1503 members Mstep: Class 23 contains 992 members Mstep: Class 24 contains 205 members Mstep: Class 25 contains 93341 members Mstep: Class 26 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -7913213.000000 Penalty: 14057.471680 Iteration 173Q: 27 clusters Score -7913213 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11077 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1196 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 300 members Mstep: Class 9 contains 883 members Mstep: Class 10 contains 314 members Mstep: Class 11 contains 1454 members Mstep: Class 12 contains 747 members Mstep: Class 13 contains 19090 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1081 members Mstep: Class 18 contains 5636 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2559 members Mstep: Class 21 contains 439 members Mstep: Class 22 contains 1503 members Mstep: Class 23 contains 992 members Mstep: Class 24 contains 205 members Mstep: Class 25 contains 93337 members Mstep: Class 26 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -7913218.500000 Penalty: 14057.471680 Iteration 174Q: 27 clusters Score -7913218 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11077 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1196 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 300 members Mstep: Class 9 contains 883 members Mstep: Class 10 contains 314 members Mstep: Class 11 contains 1454 members Mstep: Class 12 contains 747 members Mstep: Class 13 contains 19097 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1081 members Mstep: Class 18 contains 5636 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2559 members Mstep: Class 21 contains 439 members Mstep: Class 22 contains 1503 members Mstep: Class 23 contains 992 members Mstep: Class 24 contains 205 members Mstep: Class 25 contains 93330 members Mstep: Class 26 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -7913221.000000 Penalty: 14057.471680 Iteration 175Q: 27 clusters Score -7913221 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11077 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1196 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 300 members Mstep: Class 9 contains 883 members Mstep: Class 10 contains 314 members Mstep: Class 11 contains 1454 members Mstep: Class 12 contains 747 members Mstep: Class 13 contains 19100 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1081 members Mstep: Class 18 contains 5636 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2559 members Mstep: Class 21 contains 439 members Mstep: Class 22 contains 1503 members Mstep: Class 23 contains 992 members Mstep: Class 24 contains 205 members Mstep: Class 25 contains 93327 members Mstep: Class 26 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -7913221.000000 Penalty: 14057.471680 Iteration 176Q: 27 clusters Score -7913221 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11077 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1196 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 300 members Mstep: Class 9 contains 883 members Mstep: Class 10 contains 314 members Mstep: Class 11 contains 1454 members Mstep: Class 12 contains 747 members Mstep: Class 13 contains 19102 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1081 members Mstep: Class 18 contains 5636 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2559 members Mstep: Class 21 contains 439 members Mstep: Class 22 contains 1503 members Mstep: Class 23 contains 992 members Mstep: Class 24 contains 205 members Mstep: Class 25 contains 93325 members Mstep: Class 26 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -7913222.000000 Penalty: 14057.471680 Iteration 177Q: 27 clusters Score -7913222 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11077 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1196 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 300 members Mstep: Class 9 contains 883 members Mstep: Class 10 contains 314 members Mstep: Class 11 contains 1454 members Mstep: Class 12 contains 747 members Mstep: Class 13 contains 19106 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1081 members Mstep: Class 18 contains 5636 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2559 members Mstep: Class 21 contains 439 members Mstep: Class 22 contains 1503 members Mstep: Class 23 contains 992 members Mstep: Class 24 contains 205 members Mstep: Class 25 contains 93321 members Mstep: Class 26 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -7913222.500000 Penalty: 14057.471680 Iteration 178Q: 27 clusters Score -7913222 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11076 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1196 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 300 members Mstep: Class 9 contains 883 members Mstep: Class 10 contains 314 members Mstep: Class 11 contains 1454 members Mstep: Class 12 contains 747 members Mstep: Class 13 contains 19106 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1081 members Mstep: Class 18 contains 5636 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2559 members Mstep: Class 21 contains 439 members Mstep: Class 22 contains 1503 members Mstep: Class 23 contains 992 members Mstep: Class 24 contains 205 members Mstep: Class 25 contains 93322 members Mstep: Class 26 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -7913222.000000 Penalty: 14057.471680 Iteration 179Q: 27 clusters Score -7913222 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11076 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1196 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 300 members Mstep: Class 9 contains 883 members Mstep: Class 10 contains 314 members Mstep: Class 11 contains 1454 members Mstep: Class 12 contains 747 members Mstep: Class 13 contains 19106 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1081 members Mstep: Class 18 contains 5636 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2559 members Mstep: Class 21 contains 439 members Mstep: Class 22 contains 1503 members Mstep: Class 23 contains 992 members Mstep: Class 24 contains 205 members Mstep: Class 25 contains 93322 members Mstep: Class 26 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -7913222.000000 Penalty: 14057.471680 Iteration 180F: 27 clusters Score -7913222 nChanged 0 Entering ConstructFrom: Score: -7913222.000000 Penalty: 14057.471680 Entering ConstructFrom: Trying to split cluster 1 (11076 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11076 members Entering Unmasked Estep Score: -598428.375000 Penalty: 423.720398 Iteration 0F: 2 clusters Score -598428.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5492 members Mstep: Class 2 contains 5584 members Entering Unmasked Estep Score: -591089.562500 Penalty: 847.440796 Iteration 0F: 3 clusters Score -591089.6 nChanged 5118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4468 members Mstep: Class 2 contains 6608 members Entering Unmasked Estep Score: -594403.312500 Penalty: 847.440796 Iteration 1F: 3 clusters Score -594403.3 nChanged 720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4044 members Mstep: Class 2 contains 7032 members Entering Unmasked Estep Score: -594762.187500 Penalty: 847.440796 Iteration 2F: 3 clusters Score -594762.2 nChanged 701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3517 members Mstep: Class 2 contains 7559 members Entering Unmasked Estep Score: -595166.062500 Penalty: 847.440796 Iteration 3F: 3 clusters Score -595166.1 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2913 members Mstep: Class 2 contains 8163 members Entering Unmasked Estep Score: -595633.625000 Penalty: 847.440796 Iteration 4F: 3 clusters Score -595633.6 nChanged 709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 8852 members Entering Unmasked Estep Score: -596181.625000 Penalty: 847.440796 Iteration 5F: 3 clusters Score -596181.6 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 9467 members Entering Unmasked Estep Score: -596715.187500 Penalty: 847.440796 Iteration 6F: 3 clusters Score -596715.2 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 10034 members Entering Unmasked Estep Score: -597234.750000 Penalty: 847.440796 Iteration 7F: 3 clusters Score -597234.8 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 10454 members Entering Unmasked Estep Score: -597660.875000 Penalty: 847.440796 Iteration 8Q: 3 clusters Score -597660.9 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 10702 members Entering Unmasked Estep Score: -597920.437500 Penalty: 847.440796 Iteration 9Q: 3 clusters Score -597920.4 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 10809 members Entering Unmasked Estep Score: -598035.000000 Penalty: 847.440796 Iteration 10Q: 3 clusters Score -598035 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 10862 members Entering Unmasked Estep Score: -598103.187500 Penalty: 847.440796 Iteration 11Q: 3 clusters Score -598103.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 10884 members Entering Unmasked Estep Score: -598127.625000 Penalty: 847.440796 Iteration 12Q: 3 clusters Score -598127.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 10901 members Entering Unmasked Estep Score: -598139.750000 Penalty: 847.440796 Iteration 13Q: 3 clusters Score -598139.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 10912 members Entering Unmasked Estep Score: -598145.375000 Penalty: 847.440796 Iteration 14Q: 3 clusters Score -598145.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 10919 members Entering Unmasked Estep Score: -598149.062500 Penalty: 847.440796 Iteration 15Q: 3 clusters Score -598149.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 10925 members Entering Unmasked Estep Score: -598151.312500 Penalty: 847.440796 Iteration 16Q: 3 clusters Score -598151.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 10927 members Entering Unmasked Estep Score: -598152.562500 Penalty: 847.440796 Iteration 17Q: 3 clusters Score -598152.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 10927 members Entering Unmasked Estep Score: -598152.562500 Penalty: 847.440796 Iteration 18F: 3 clusters Score -598152.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (154 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Entering Unmasked Estep Score: -6141.113281 Penalty: 229.181335 Iteration 0F: 2 clusters Score -6141.113 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -5900.087402 Penalty: 458.362671 Iteration 0F: 3 clusters Score -5900.087 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -5955.270508 Penalty: 458.362671 Iteration 1F: 3 clusters Score -5955.271 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -5967.561523 Penalty: 458.362671 Iteration 2F: 3 clusters Score -5967.562 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -5978.166504 Penalty: 458.362671 Iteration 3Q: 3 clusters Score -5978.167 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -5989.839355 Penalty: 458.362671 Iteration 4Q: 3 clusters Score -5989.839 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -5999.382324 Penalty: 458.362671 Iteration 5Q: 3 clusters Score -5999.382 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -6002.296875 Penalty: 458.362671 Iteration 6Q: 3 clusters Score -6002.297 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -6004.097168 Penalty: 458.362671 Iteration 7Q: 3 clusters Score -6004.097 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -6014.734375 Penalty: 458.362671 Iteration 8Q: 3 clusters Score -6014.734 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -6018.912109 Penalty: 458.362671 Iteration 9Q: 3 clusters Score -6018.912 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -6027.514160 Penalty: 458.362671 Iteration 10Q: 3 clusters Score -6027.514 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -6032.105957 Penalty: 458.362671 Iteration 11Q: 3 clusters Score -6032.106 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -6034.023438 Penalty: 458.362671 Iteration 12Q: 3 clusters Score -6034.023 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -6034.023438 Penalty: 458.362671 Iteration 13F: 3 clusters Score -6034.023 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (576 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Entering Unmasked Estep Score: -27769.603516 Penalty: 289.202911 Iteration 0F: 2 clusters Score -27769.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -27279.710938 Penalty: 578.405823 Iteration 0F: 3 clusters Score -27279.71 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -27492.619141 Penalty: 578.405823 Iteration 1F: 3 clusters Score -27492.62 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -27560.773438 Penalty: 578.405823 Iteration 2F: 3 clusters Score -27560.77 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -27593.271484 Penalty: 578.405823 Iteration 3F: 3 clusters Score -27593.27 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -27620.214844 Penalty: 578.405823 Iteration 4Q: 3 clusters Score -27620.21 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -27640.378906 Penalty: 578.405823 Iteration 5Q: 3 clusters Score -27640.38 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -27658.292969 Penalty: 578.405823 Iteration 6Q: 3 clusters Score -27658.29 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -27679.916016 Penalty: 578.405823 Iteration 7Q: 3 clusters Score -27679.92 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -27690.546875 Penalty: 578.405823 Iteration 8Q: 3 clusters Score -27690.55 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -27694.455078 Penalty: 578.405823 Iteration 9Q: 3 clusters Score -27694.46 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -27695.890625 Penalty: 578.405823 Iteration 10Q: 3 clusters Score -27695.89 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -27696.384766 Penalty: 578.405823 Iteration 11Q: 3 clusters Score -27696.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -27696.632812 Penalty: 578.405823 Iteration 12Q: 3 clusters Score -27696.63 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -27701.585938 Penalty: 578.405823 Iteration 13F: 3 clusters Score -27701.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -27712.671875 Penalty: 578.405823 Iteration 14Q: 3 clusters Score -27712.67 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -27722.406250 Penalty: 578.405823 Iteration 15Q: 3 clusters Score -27722.41 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -27734.253906 Penalty: 578.405823 Iteration 16Q: 3 clusters Score -27734.25 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -27737.904297 Penalty: 578.405823 Iteration 17Q: 3 clusters Score -27737.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -27739.751953 Penalty: 578.405823 Iteration 18Q: 3 clusters Score -27739.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -27740.345703 Penalty: 578.405823 Iteration 19Q: 3 clusters Score -27740.35 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -27747.921875 Penalty: 578.405823 Iteration 20F: 3 clusters Score -27747.92 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -27750.312500 Penalty: 578.405823 Iteration 21Q: 3 clusters Score -27750.31 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -27753.605469 Penalty: 578.405823 Iteration 22Q: 3 clusters Score -27753.61 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -27757.523438 Penalty: 578.405823 Iteration 23Q: 3 clusters Score -27757.52 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -27760.302734 Penalty: 578.405823 Iteration 24Q: 3 clusters Score -27760.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -27764.183594 Penalty: 578.405823 Iteration 25Q: 3 clusters Score -27764.18 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -27766.761719 Penalty: 578.405823 Iteration 26Q: 3 clusters Score -27766.76 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -27770.947266 Penalty: 578.405823 Iteration 27Q: 3 clusters Score -27770.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -27774.953125 Penalty: 578.405823 Iteration 28Q: 3 clusters Score -27774.95 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -27782.230469 Penalty: 578.405823 Iteration 29Q: 3 clusters Score -27782.23 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -27785.386719 Penalty: 578.405823 Iteration 30Q: 3 clusters Score -27785.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -27786.376953 Penalty: 578.405823 Iteration 31Q: 3 clusters Score -27786.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -27786.708984 Penalty: 578.405823 Iteration 32Q: 3 clusters Score -27786.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -27787.123047 Penalty: 578.405823 Iteration 33Q: 3 clusters Score -27787.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -27787.123047 Penalty: 578.405823 Iteration 34F: 3 clusters Score -27787.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11076 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 162 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1196 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 300 members Mstep: Class 9 contains 883 members Mstep: Class 10 contains 314 members Mstep: Class 11 contains 1454 members Mstep: Class 12 contains 747 members Mstep: Class 13 contains 19106 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1081 members Mstep: Class 18 contains 5636 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2559 members Mstep: Class 21 contains 439 members Mstep: Class 22 contains 1503 members Mstep: Class 23 contains 992 members Mstep: Class 24 contains 205 members Mstep: Class 25 contains 93322 members Mstep: Class 26 contains 163 members Mstep: Class 27 contains 414 members Entering Unmasked Estep Score: -7912981.500000 Penalty: 14598.144531 Splitting cluster 3 changes total score from -7913222.000000 to -7912981.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 4 (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: -9582.230469 Penalty: 241.300369 Iteration 0F: 2 clusters Score -9582.23 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -9298.591797 Penalty: 482.600739 Iteration 0F: 3 clusters Score -9298.592 nChanged 61 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: -9369.956055 Penalty: 482.600739 Iteration 1F: 3 clusters Score -9369.956 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -9387.789062 Penalty: 482.600739 Iteration 2F: 3 clusters Score -9387.789 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -9393.345703 Penalty: 482.600739 Iteration 3Q: 3 clusters Score -9393.346 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -9397.006836 Penalty: 482.600739 Iteration 4Q: 3 clusters Score -9397.007 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -9398.833984 Penalty: 482.600739 Iteration 5Q: 3 clusters Score -9398.834 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -9401.586914 Penalty: 482.600739 Iteration 6Q: 3 clusters Score -9401.587 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -9406.450195 Penalty: 482.600739 Iteration 7Q: 3 clusters Score -9406.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -9413.253906 Penalty: 482.600739 Iteration 8Q: 3 clusters Score -9413.254 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -9426.351562 Penalty: 482.600739 Iteration 9Q: 3 clusters Score -9426.352 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -9466.478516 Penalty: 482.600739 Iteration 10Q: 3 clusters Score -9466.479 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -9575.458008 Penalty: 482.600739 Iteration 11Q: 3 clusters Score -9575.458 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -9607.175781 Penalty: 482.600739 Iteration 12F: 3 clusters Score -9607.176 nChanged 15 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: -9647.492188 Penalty: 482.600739 Iteration 13F: 3 clusters Score -9647.492 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -9672.667969 Penalty: 482.600739 Iteration 14Q: 3 clusters Score -9672.668 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -9699.996094 Penalty: 482.600739 Iteration 15Q: 3 clusters Score -9699.996 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -9723.102539 Penalty: 482.600739 Iteration 16Q: 3 clusters Score -9723.103 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -9730.375977 Penalty: 482.600739 Iteration 17Q: 3 clusters Score -9730.376 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -9730.375977 Penalty: 482.600739 Iteration 18F: 3 clusters Score -9730.376 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11076 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 139 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1196 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 300 members Mstep: Class 9 contains 883 members Mstep: Class 10 contains 314 members Mstep: Class 11 contains 1454 members Mstep: Class 12 contains 747 members Mstep: Class 13 contains 19106 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1081 members Mstep: Class 18 contains 5636 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2559 members Mstep: Class 21 contains 439 members Mstep: Class 22 contains 1503 members Mstep: Class 23 contains 992 members Mstep: Class 24 contains 205 members Mstep: Class 25 contains 93322 members Mstep: Class 26 contains 163 members Mstep: Class 27 contains 62 members Entering Unmasked Estep Score: -7913070.000000 Penalty: 14598.144531 Splitting cluster 4 changes total score from -7913222.000000 to -7913070.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 5 (184 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Entering Unmasked Estep Score: -8496.248047 Penalty: 237.279572 Iteration 0F: 2 clusters Score -8496.248 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -8246.969727 Penalty: 474.559143 Iteration 0F: 3 clusters Score -8246.97 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -8340.955078 Penalty: 474.559143 Iteration 1F: 3 clusters Score -8340.955 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -8364.956055 Penalty: 474.559143 Iteration 2F: 3 clusters Score -8364.956 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -8380.193359 Penalty: 474.559143 Iteration 3Q: 3 clusters Score -8380.193 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -8393.736328 Penalty: 474.559143 Iteration 4Q: 3 clusters Score -8393.736 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -8399.227539 Penalty: 474.559143 Iteration 5Q: 3 clusters Score -8399.228 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -8400.782227 Penalty: 474.559143 Iteration 6Q: 3 clusters Score -8400.782 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -8403.518555 Penalty: 474.559143 Iteration 7Q: 3 clusters Score -8403.519 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -8403.518555 Penalty: 474.559143 Iteration 8F: 3 clusters Score -8403.519 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1196 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Entering Unmasked Estep Score: -65580.750000 Penalty: 322.446594 Iteration 0F: 2 clusters Score -65580.75 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -64642.433594 Penalty: 644.893188 Iteration 0F: 3 clusters Score -64642.43 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -64909.609375 Penalty: 644.893188 Iteration 1F: 3 clusters Score -64909.61 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -64956.027344 Penalty: 644.893188 Iteration 2F: 3 clusters Score -64956.03 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -64992.347656 Penalty: 644.893188 Iteration 3F: 3 clusters Score -64992.35 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -65021.449219 Penalty: 644.893188 Iteration 4Q: 3 clusters Score -65021.45 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -65052.769531 Penalty: 644.893188 Iteration 5Q: 3 clusters Score -65052.77 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -65089.429688 Penalty: 644.893188 Iteration 6Q: 3 clusters Score -65089.43 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -65120.148438 Penalty: 644.893188 Iteration 7Q: 3 clusters Score -65120.15 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -65161.949219 Penalty: 644.893188 Iteration 8Q: 3 clusters Score -65161.95 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -65190.238281 Penalty: 644.893188 Iteration 9Q: 3 clusters Score -65190.24 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -65215.078125 Penalty: 644.893188 Iteration 10Q: 3 clusters Score -65215.08 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -65254.476562 Penalty: 644.893188 Iteration 11Q: 3 clusters Score -65254.48 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -65277.000000 Penalty: 644.893188 Iteration 12Q: 3 clusters Score -65277 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -65295.847656 Penalty: 644.893188 Iteration 13Q: 3 clusters Score -65295.85 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -65320.906250 Penalty: 644.893188 Iteration 14Q: 3 clusters Score -65320.91 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -65329.988281 Penalty: 644.893188 Iteration 15Q: 3 clusters Score -65329.99 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -65337.179688 Penalty: 644.893188 Iteration 16Q: 3 clusters Score -65337.18 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -65350.492188 Penalty: 644.893188 Iteration 17Q: 3 clusters Score -65350.49 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -65351.433594 Penalty: 644.893188 Iteration 18Q: 3 clusters Score -65351.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -65353.050781 Penalty: 644.893188 Iteration 19Q: 3 clusters Score -65353.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -65356.007812 Penalty: 644.893188 Iteration 20F: 3 clusters Score -65356.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -65357.492188 Penalty: 644.893188 Iteration 21Q: 3 clusters Score -65357.49 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -65357.492188 Penalty: 644.893188 Iteration 22F: 3 clusters Score -65357.49 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (457 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Entering Unmasked Estep Score: -24112.685547 Penalty: 278.673096 Iteration 0F: 2 clusters Score -24112.69 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -23647.208984 Penalty: 557.346191 Iteration 0F: 3 clusters Score -23647.21 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -23783.777344 Penalty: 557.346191 Iteration 1F: 3 clusters Score -23783.78 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -23855.859375 Penalty: 557.346191 Iteration 2F: 3 clusters Score -23855.86 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -23919.187500 Penalty: 557.346191 Iteration 3F: 3 clusters Score -23919.19 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -23954.591797 Penalty: 557.346191 Iteration 4F: 3 clusters Score -23954.59 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -23991.236328 Penalty: 557.346191 Iteration 5Q: 3 clusters Score -23991.24 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -24037.964844 Penalty: 557.346191 Iteration 6Q: 3 clusters Score -24037.96 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -24124.244141 Penalty: 557.346191 Iteration 7F: 3 clusters Score -24124.24 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -24227.066406 Penalty: 557.346191 Iteration 8Q: 3 clusters Score -24227.07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -24302.953125 Penalty: 557.346191 Iteration 9Q: 3 clusters Score -24302.95 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -24320.498047 Penalty: 557.346191 Iteration 10Q: 3 clusters Score -24320.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -24320.498047 Penalty: 557.346191 Iteration 11F: 3 clusters Score -24320.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11076 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1196 members Mstep: Class 7 contains 203 members Mstep: Class 8 contains 300 members Mstep: Class 9 contains 883 members Mstep: Class 10 contains 314 members Mstep: Class 11 contains 1454 members Mstep: Class 12 contains 747 members Mstep: Class 13 contains 19106 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1081 members Mstep: Class 18 contains 5636 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2559 members Mstep: Class 21 contains 439 members Mstep: Class 22 contains 1503 members Mstep: Class 23 contains 992 members Mstep: Class 24 contains 205 members Mstep: Class 25 contains 93322 members Mstep: Class 26 contains 163 members Mstep: Class 27 contains 254 members Entering Unmasked Estep Score: -7913169.500000 Penalty: 14598.144531 Splitting cluster 7 changes total score from -7913222.000000 to -7913169.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (300 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Entering Unmasked Estep Score: -11864.509766 Penalty: 259.522095 Iteration 0F: 2 clusters Score -11864.51 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 154 members Entering Unmasked Estep Score: -11504.769531 Penalty: 519.044189 Iteration 0F: 3 clusters Score -11504.77 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -11689.705078 Penalty: 519.044189 Iteration 1F: 3 clusters Score -11689.71 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -11779.872070 Penalty: 519.044189 Iteration 2F: 3 clusters Score -11779.87 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -11857.502930 Penalty: 519.044189 Iteration 3F: 3 clusters Score -11857.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -11945.148438 Penalty: 519.044189 Iteration 4F: 3 clusters Score -11945.15 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -12039.241211 Penalty: 519.044189 Iteration 5Q: 3 clusters Score -12039.24 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -12114.987305 Penalty: 519.044189 Iteration 6Q: 3 clusters Score -12114.99 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -12150.666016 Penalty: 519.044189 Iteration 7Q: 3 clusters Score -12150.67 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -12196.335938 Penalty: 519.044189 Iteration 8Q: 3 clusters Score -12196.34 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -12289.175781 Penalty: 519.044189 Iteration 9Q: 3 clusters Score -12289.18 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -12495.798828 Penalty: 519.044189 Iteration 10Q: 3 clusters Score -12495.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -12557.948242 Penalty: 519.044189 Iteration 11Q: 3 clusters Score -12557.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -12557.948242 Penalty: 519.044189 Iteration 12F: 3 clusters Score -12557.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11076 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1196 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 167 members Mstep: Class 9 contains 883 members Mstep: Class 10 contains 314 members Mstep: Class 11 contains 1454 members Mstep: Class 12 contains 747 members Mstep: Class 13 contains 19106 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1081 members Mstep: Class 18 contains 5636 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2559 members Mstep: Class 21 contains 439 members Mstep: Class 22 contains 1503 members Mstep: Class 23 contains 992 members Mstep: Class 24 contains 205 members Mstep: Class 25 contains 93322 members Mstep: Class 26 contains 163 members Mstep: Class 27 contains 133 members Entering Unmasked Estep Score: -7913634.000000 Penalty: 14598.144531 Splitting cluster 8 changes total score from -7913222.000000 to -7913634.000000 So it's getting split into cluster 27. Entering ConstructFrom: Trying to split cluster 9 (883 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Entering Unmasked Estep Score: -51599.152344 Penalty: 308.641296 Iteration 0F: 2 clusters Score -51599.15 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -50896.175781 Penalty: 617.282593 Iteration 0F: 3 clusters Score -50896.18 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -51105.535156 Penalty: 617.282593 Iteration 1F: 3 clusters Score -51105.54 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -51149.664062 Penalty: 617.282593 Iteration 2F: 3 clusters Score -51149.66 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -51176.972656 Penalty: 617.282593 Iteration 3Q: 3 clusters Score -51176.97 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -51201.648438 Penalty: 617.282593 Iteration 4Q: 3 clusters Score -51201.65 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -51227.113281 Penalty: 617.282593 Iteration 5Q: 3 clusters Score -51227.11 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -51246.074219 Penalty: 617.282593 Iteration 6Q: 3 clusters Score -51246.07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -51257.417969 Penalty: 617.282593 Iteration 7Q: 3 clusters Score -51257.42 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -51269.324219 Penalty: 617.282593 Iteration 8Q: 3 clusters Score -51269.32 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -51279.644531 Penalty: 617.282593 Iteration 9Q: 3 clusters Score -51279.64 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -51295.285156 Penalty: 617.282593 Iteration 10Q: 3 clusters Score -51295.29 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -51310.851562 Penalty: 617.282593 Iteration 11Q: 3 clusters Score -51310.85 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -51322.460938 Penalty: 617.282593 Iteration 12Q: 3 clusters Score -51322.46 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -51331.046875 Penalty: 617.282593 Iteration 13Q: 3 clusters Score -51331.05 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -51335.691406 Penalty: 617.282593 Iteration 14Q: 3 clusters Score -51335.69 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -51346.750000 Penalty: 617.282593 Iteration 15Q: 3 clusters Score -51346.75 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -51354.664062 Penalty: 617.282593 Iteration 16Q: 3 clusters Score -51354.66 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -51358.046875 Penalty: 617.282593 Iteration 17Q: 3 clusters Score -51358.05 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -51360.144531 Penalty: 617.282593 Iteration 18Q: 3 clusters Score -51360.14 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -51365.292969 Penalty: 617.282593 Iteration 19Q: 3 clusters Score -51365.29 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -51369.566406 Penalty: 617.282593 Iteration 20F: 3 clusters Score -51369.57 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -51373.945312 Penalty: 617.282593 Iteration 21Q: 3 clusters Score -51373.95 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -51376.996094 Penalty: 617.282593 Iteration 22Q: 3 clusters Score -51377 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -51377.988281 Penalty: 617.282593 Iteration 23Q: 3 clusters Score -51377.99 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -51378.234375 Penalty: 617.282593 Iteration 24Q: 3 clusters Score -51378.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -51378.234375 Penalty: 617.282593 Iteration 25F: 3 clusters Score -51378.23 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (314 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Entering Unmasked Estep Score: -15218.660156 Penalty: 261.597382 Iteration 0F: 2 clusters Score -15218.66 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 162 members Entering Unmasked Estep Score: -14876.422852 Penalty: 523.194763 Iteration 0F: 3 clusters Score -14876.42 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -14983.684570 Penalty: 523.194763 Iteration 1F: 3 clusters Score -14983.68 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -15024.390625 Penalty: 523.194763 Iteration 2F: 3 clusters Score -15024.39 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -15058.967773 Penalty: 523.194763 Iteration 3F: 3 clusters Score -15058.97 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -15101.893555 Penalty: 523.194763 Iteration 4Q: 3 clusters Score -15101.89 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -15156.344727 Penalty: 523.194763 Iteration 5Q: 3 clusters Score -15156.34 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -15195.659180 Penalty: 523.194763 Iteration 6Q: 3 clusters Score -15195.66 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -15203.705078 Penalty: 523.194763 Iteration 7Q: 3 clusters Score -15203.71 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -15224.316406 Penalty: 523.194763 Iteration 8Q: 3 clusters Score -15224.32 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -15233.967773 Penalty: 523.194763 Iteration 9Q: 3 clusters Score -15233.97 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -15245.093750 Penalty: 523.194763 Iteration 10Q: 3 clusters Score -15245.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -15246.678711 Penalty: 523.194763 Iteration 11Q: 3 clusters Score -15246.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -15253.074219 Penalty: 523.194763 Iteration 12Q: 3 clusters Score -15253.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -15257.648438 Penalty: 523.194763 Iteration 13Q: 3 clusters Score -15257.65 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -15273.447266 Penalty: 523.194763 Iteration 14Q: 3 clusters Score -15273.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -15290.695312 Penalty: 523.194763 Iteration 15Q: 3 clusters Score -15290.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -15292.416016 Penalty: 523.194763 Iteration 16Q: 3 clusters Score -15292.42 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -15292.416016 Penalty: 523.194763 Iteration 17F: 3 clusters Score -15292.42 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11076 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1196 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 167 members Mstep: Class 9 contains 883 members Mstep: Class 10 contains 96 members Mstep: Class 11 contains 1454 members Mstep: Class 12 contains 747 members Mstep: Class 13 contains 19106 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1081 members Mstep: Class 18 contains 5636 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2559 members Mstep: Class 21 contains 439 members Mstep: Class 22 contains 1503 members Mstep: Class 23 contains 992 members Mstep: Class 24 contains 205 members Mstep: Class 25 contains 93322 members Mstep: Class 26 contains 163 members Mstep: Class 27 contains 133 members Mstep: Class 28 contains 218 members Entering Unmasked Estep Score: -7913426.000000 Penalty: 15138.816406 Splitting cluster 10 changes total score from -7913222.000000 to -7913426.000000 So it's getting split into cluster 28. Entering ConstructFrom: Trying to split cluster 11 (1454 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Entering Unmasked Estep Score: -79712.390625 Penalty: 331.334351 Iteration 0F: 2 clusters Score -79712.39 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -78602.679688 Penalty: 662.668701 Iteration 0F: 3 clusters Score -78602.68 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -78908.523438 Penalty: 662.668701 Iteration 1F: 3 clusters Score -78908.52 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -78950.945312 Penalty: 662.668701 Iteration 2F: 3 clusters Score -78950.95 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -78997.890625 Penalty: 662.668701 Iteration 3F: 3 clusters Score -78997.89 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -79040.039062 Penalty: 662.668701 Iteration 4Q: 3 clusters Score -79040.04 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -79071.226562 Penalty: 662.668701 Iteration 5Q: 3 clusters Score -79071.23 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -79094.804688 Penalty: 662.668701 Iteration 6Q: 3 clusters Score -79094.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -79113.445312 Penalty: 662.668701 Iteration 7Q: 3 clusters Score -79113.45 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -79129.828125 Penalty: 662.668701 Iteration 8Q: 3 clusters Score -79129.83 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -79151.562500 Penalty: 662.668701 Iteration 9Q: 3 clusters Score -79151.56 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -79178.664062 Penalty: 662.668701 Iteration 10Q: 3 clusters Score -79178.66 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -79199.992188 Penalty: 662.668701 Iteration 11Q: 3 clusters Score -79199.99 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -79223.671875 Penalty: 662.668701 Iteration 12Q: 3 clusters Score -79223.67 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -79237.468750 Penalty: 662.668701 Iteration 13Q: 3 clusters Score -79237.47 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -79250.023438 Penalty: 662.668701 Iteration 14Q: 3 clusters Score -79250.02 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -79260.523438 Penalty: 662.668701 Iteration 15Q: 3 clusters Score -79260.52 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -79266.601562 Penalty: 662.668701 Iteration 16Q: 3 clusters Score -79266.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -79273.171875 Penalty: 662.668701 Iteration 17Q: 3 clusters Score -79273.17 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -79277.664062 Penalty: 662.668701 Iteration 18Q: 3 clusters Score -79277.66 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -79281.882812 Penalty: 662.668701 Iteration 19Q: 3 clusters Score -79281.88 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -79284.000000 Penalty: 662.668701 Iteration 20F: 3 clusters Score -79284 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -79285.585938 Penalty: 662.668701 Iteration 21Q: 3 clusters Score -79285.59 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -79287.640625 Penalty: 662.668701 Iteration 22Q: 3 clusters Score -79287.64 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -79289.117188 Penalty: 662.668701 Iteration 23Q: 3 clusters Score -79289.12 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -79290.101562 Penalty: 662.668701 Iteration 24Q: 3 clusters Score -79290.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -79291.156250 Penalty: 662.668701 Iteration 25Q: 3 clusters Score -79291.16 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -79293.210938 Penalty: 662.668701 Iteration 26Q: 3 clusters Score -79293.21 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -79294.757812 Penalty: 662.668701 Iteration 27Q: 3 clusters Score -79294.76 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -79297.250000 Penalty: 662.668701 Iteration 28Q: 3 clusters Score -79297.25 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -79299.968750 Penalty: 662.668701 Iteration 29Q: 3 clusters Score -79299.97 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -79301.640625 Penalty: 662.668701 Iteration 30Q: 3 clusters Score -79301.64 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -79302.593750 Penalty: 662.668701 Iteration 31Q: 3 clusters Score -79302.59 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -79304.273438 Penalty: 662.668701 Iteration 32Q: 3 clusters Score -79304.27 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -79306.898438 Penalty: 662.668701 Iteration 33Q: 3 clusters Score -79306.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -79317.742188 Penalty: 662.668701 Iteration 34Q: 3 clusters Score -79317.74 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -79328.140625 Penalty: 662.668701 Iteration 35Q: 3 clusters Score -79328.14 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -79337.656250 Penalty: 662.668701 Iteration 36Q: 3 clusters Score -79337.66 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -79344.781250 Penalty: 662.668701 Iteration 37Q: 3 clusters Score -79344.78 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -79352.750000 Penalty: 662.668701 Iteration 38Q: 3 clusters Score -79352.75 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -79360.328125 Penalty: 662.668701 Iteration 39Q: 3 clusters Score -79360.33 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -79366.695312 Penalty: 662.668701 Iteration 40F: 3 clusters Score -79366.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -79371.859375 Penalty: 662.668701 Iteration 41Q: 3 clusters Score -79371.86 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -79379.601562 Penalty: 662.668701 Iteration 42Q: 3 clusters Score -79379.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -79391.843750 Penalty: 662.668701 Iteration 43Q: 3 clusters Score -79391.84 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -79400.148438 Penalty: 662.668701 Iteration 44Q: 3 clusters Score -79400.15 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -79407.398438 Penalty: 662.668701 Iteration 45Q: 3 clusters Score -79407.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -79418.218750 Penalty: 662.668701 Iteration 46Q: 3 clusters Score -79418.22 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -79429.726562 Penalty: 662.668701 Iteration 47Q: 3 clusters Score -79429.73 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -79443.195312 Penalty: 662.668701 Iteration 48Q: 3 clusters Score -79443.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -79450.687500 Penalty: 662.668701 Iteration 49Q: 3 clusters Score -79450.69 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -79458.406250 Penalty: 662.668701 Iteration 50Q: 3 clusters Score -79458.41 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -79465.382812 Penalty: 662.668701 Iteration 51Q: 3 clusters Score -79465.38 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -79471.351562 Penalty: 662.668701 Iteration 52Q: 3 clusters Score -79471.35 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -79475.679688 Penalty: 662.668701 Iteration 53Q: 3 clusters Score -79475.68 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -79479.507812 Penalty: 662.668701 Iteration 54Q: 3 clusters Score -79479.51 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -79482.781250 Penalty: 662.668701 Iteration 55Q: 3 clusters Score -79482.78 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -79484.421875 Penalty: 662.668701 Iteration 56Q: 3 clusters Score -79484.42 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -79486.156250 Penalty: 662.668701 Iteration 57Q: 3 clusters Score -79486.16 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -79487.421875 Penalty: 662.668701 Iteration 58Q: 3 clusters Score -79487.42 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -79488.554688 Penalty: 662.668701 Iteration 59Q: 3 clusters Score -79488.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -79489.054688 Penalty: 662.668701 Iteration 60F: 3 clusters Score -79489.05 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -79490.390625 Penalty: 662.668701 Iteration 61Q: 3 clusters Score -79490.39 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -79491.695312 Penalty: 662.668701 Iteration 62Q: 3 clusters Score -79491.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -79493.156250 Penalty: 662.668701 Iteration 63Q: 3 clusters Score -79493.16 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -79494.109375 Penalty: 662.668701 Iteration 64Q: 3 clusters Score -79494.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -79494.382812 Penalty: 662.668701 Iteration 65Q: 3 clusters Score -79494.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -79494.382812 Penalty: 662.668701 Iteration 66F: 3 clusters Score -79494.38 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (747 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Entering Unmasked Estep Score: -44850.179688 Penalty: 301.030945 Iteration 0F: 2 clusters Score -44850.18 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -44196.433594 Penalty: 602.061890 Iteration 0F: 3 clusters Score -44196.43 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -44384.539062 Penalty: 602.061890 Iteration 1F: 3 clusters Score -44384.54 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -44430.230469 Penalty: 602.061890 Iteration 2F: 3 clusters Score -44430.23 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -44463.855469 Penalty: 602.061890 Iteration 3F: 3 clusters Score -44463.86 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -44480.343750 Penalty: 602.061890 Iteration 4Q: 3 clusters Score -44480.34 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -44496.855469 Penalty: 602.061890 Iteration 5Q: 3 clusters Score -44496.86 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -44506.511719 Penalty: 602.061890 Iteration 6Q: 3 clusters Score -44506.51 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -44515.156250 Penalty: 602.061890 Iteration 7Q: 3 clusters Score -44515.16 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -44523.808594 Penalty: 602.061890 Iteration 8Q: 3 clusters Score -44523.81 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -44535.132812 Penalty: 602.061890 Iteration 9Q: 3 clusters Score -44535.13 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -44544.695312 Penalty: 602.061890 Iteration 10Q: 3 clusters Score -44544.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -44549.785156 Penalty: 602.061890 Iteration 11Q: 3 clusters Score -44549.79 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -44555.753906 Penalty: 602.061890 Iteration 12Q: 3 clusters Score -44555.75 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -44570.859375 Penalty: 602.061890 Iteration 13Q: 3 clusters Score -44570.86 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -44572.914062 Penalty: 602.061890 Iteration 14Q: 3 clusters Score -44572.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -44575.304688 Penalty: 602.061890 Iteration 15Q: 3 clusters Score -44575.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -44577.226562 Penalty: 602.061890 Iteration 16Q: 3 clusters Score -44577.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -44579.750000 Penalty: 602.061890 Iteration 17Q: 3 clusters Score -44579.75 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -44583.019531 Penalty: 602.061890 Iteration 18Q: 3 clusters Score -44583.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -44583.808594 Penalty: 602.061890 Iteration 19Q: 3 clusters Score -44583.81 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -44583.808594 Penalty: 602.061890 Iteration 20F: 3 clusters Score -44583.81 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (19106 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19106 members Entering Unmasked Estep Score: -1145389.250000 Penalty: 448.527954 Iteration 0F: 2 clusters Score -1145389 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9548 members Mstep: Class 2 contains 9558 members Entering Unmasked Estep Score: -1132704.500000 Penalty: 897.055908 Iteration 0F: 3 clusters Score -1132704 nChanged 9047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9001 members Mstep: Class 2 contains 10105 members Entering Unmasked Estep Score: -1137978.750000 Penalty: 897.055908 Iteration 1F: 3 clusters Score -1137979 nChanged 908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8685 members Mstep: Class 2 contains 10421 members Entering Unmasked Estep Score: -1138301.875000 Penalty: 897.055908 Iteration 2Q: 3 clusters Score -1138302 nChanged 955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8192 members Mstep: Class 2 contains 10914 members Entering Unmasked Estep Score: -1138661.875000 Penalty: 897.055908 Iteration 3Q: 3 clusters Score -1138662 nChanged 935 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7543 members Mstep: Class 2 contains 11563 members Entering Unmasked Estep Score: -1139082.000000 Penalty: 897.055908 Iteration 4Q: 3 clusters Score -1139082 nChanged 1012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6713 members Mstep: Class 2 contains 12393 members Entering Unmasked Estep Score: -1139653.750000 Penalty: 897.055908 Iteration 5F: 3 clusters Score -1139654 nChanged 1094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5729 members Mstep: Class 2 contains 13377 members Entering Unmasked Estep Score: -1140476.750000 Penalty: 897.055908 Iteration 6F: 3 clusters Score -1140477 nChanged 1163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4618 members Mstep: Class 2 contains 14488 members Entering Unmasked Estep Score: -1141553.750000 Penalty: 897.055908 Iteration 7F: 3 clusters Score -1141554 nChanged 1047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3617 members Mstep: Class 2 contains 15489 members Entering Unmasked Estep Score: -1142523.250000 Penalty: 897.055908 Iteration 8F: 3 clusters Score -1142523 nChanged 809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2834 members Mstep: Class 2 contains 16272 members Entering Unmasked Estep Score: -1143222.250000 Penalty: 897.055908 Iteration 9Q: 3 clusters Score -1143222 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 16867 members Entering Unmasked Estep Score: -1143702.000000 Penalty: 897.055908 Iteration 10Q: 3 clusters Score -1143702 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 17345 members Entering Unmasked Estep Score: -1144104.125000 Penalty: 897.055908 Iteration 11Q: 3 clusters Score -1144104 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 17705 members Entering Unmasked Estep Score: -1144457.125000 Penalty: 897.055908 Iteration 12Q: 3 clusters Score -1144457 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 17938 members Entering Unmasked Estep Score: -1144697.750000 Penalty: 897.055908 Iteration 13Q: 3 clusters Score -1144698 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 18084 members Entering Unmasked Estep Score: -1144817.125000 Penalty: 897.055908 Iteration 14Q: 3 clusters Score -1144817 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 18180 members Entering Unmasked Estep Score: -1144871.875000 Penalty: 897.055908 Iteration 15Q: 3 clusters Score -1144872 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 18274 members Entering Unmasked Estep Score: -1144918.500000 Penalty: 897.055908 Iteration 16Q: 3 clusters Score -1144918 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 18338 members Entering Unmasked Estep Score: -1144943.375000 Penalty: 897.055908 Iteration 17Q: 3 clusters Score -1144943 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 18398 members Entering Unmasked Estep Score: -1144969.750000 Penalty: 897.055908 Iteration 18Q: 3 clusters Score -1144970 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 18455 members Entering Unmasked Estep Score: -1144991.375000 Penalty: 897.055908 Iteration 19Q: 3 clusters Score -1144991 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 18493 members Entering Unmasked Estep Score: -1145007.000000 Penalty: 897.055908 Iteration 20F: 3 clusters Score -1145007 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 18540 members Entering Unmasked Estep Score: -1145023.375000 Penalty: 897.055908 Iteration 21Q: 3 clusters Score -1145023 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 18577 members Entering Unmasked Estep Score: -1145036.000000 Penalty: 897.055908 Iteration 22Q: 3 clusters Score -1145036 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 18604 members Entering Unmasked Estep Score: -1145049.250000 Penalty: 897.055908 Iteration 23Q: 3 clusters Score -1145049 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 18626 members Entering Unmasked Estep Score: -1145050.250000 Penalty: 897.055908 Iteration 24Q: 3 clusters Score -1145050 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 18644 members Entering Unmasked Estep Score: -1145055.750000 Penalty: 897.055908 Iteration 25Q: 3 clusters Score -1145056 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 18663 members Entering Unmasked Estep Score: -1145062.750000 Penalty: 897.055908 Iteration 26Q: 3 clusters Score -1145063 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 18682 members Entering Unmasked Estep Score: -1145071.625000 Penalty: 897.055908 Iteration 27Q: 3 clusters Score -1145072 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 18691 members Entering Unmasked Estep Score: -1145074.875000 Penalty: 897.055908 Iteration 28Q: 3 clusters Score -1145075 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 18702 members Entering Unmasked Estep Score: -1145079.000000 Penalty: 897.055908 Iteration 29Q: 3 clusters Score -1145079 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 18712 members Entering Unmasked Estep Score: -1145082.750000 Penalty: 897.055908 Iteration 30Q: 3 clusters Score -1145083 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 18723 members Entering Unmasked Estep Score: -1145088.750000 Penalty: 897.055908 Iteration 31Q: 3 clusters Score -1145089 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 18729 members Entering Unmasked Estep Score: -1145091.500000 Penalty: 897.055908 Iteration 32Q: 3 clusters Score -1145092 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 18737 members Entering Unmasked Estep Score: -1145094.875000 Penalty: 897.055908 Iteration 33Q: 3 clusters Score -1145095 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 18748 members Entering Unmasked Estep Score: -1145098.250000 Penalty: 897.055908 Iteration 34Q: 3 clusters Score -1145098 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 18753 members Entering Unmasked Estep Score: -1145100.125000 Penalty: 897.055908 Iteration 35Q: 3 clusters Score -1145100 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 18757 members Entering Unmasked Estep Score: -1145101.625000 Penalty: 897.055908 Iteration 36Q: 3 clusters Score -1145102 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 18760 members Entering Unmasked Estep Score: -1145102.625000 Penalty: 897.055908 Iteration 37Q: 3 clusters Score -1145103 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 18764 members Entering Unmasked Estep Score: -1145106.125000 Penalty: 897.055908 Iteration 38Q: 3 clusters Score -1145106 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 18768 members Entering Unmasked Estep Score: -1145104.625000 Penalty: 897.055908 Iteration 39Q: 3 clusters Score -1145105 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 18768 members Entering Unmasked Estep Score: -1145104.875000 Penalty: 897.055908 Iteration 40F: 3 clusters Score -1145105 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (137 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Entering Unmasked Estep Score: -7148.617188 Penalty: 223.859131 Iteration 0F: 2 clusters Score -7148.617 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -6910.859375 Penalty: 447.718262 Iteration 0F: 3 clusters Score -6910.859 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -6942.454102 Penalty: 447.718262 Iteration 1F: 3 clusters Score -6942.454 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -6951.493164 Penalty: 447.718262 Iteration 2Q: 3 clusters Score -6951.493 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -6955.070312 Penalty: 447.718262 Iteration 3Q: 3 clusters Score -6955.07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -6958.035156 Penalty: 447.718262 Iteration 4Q: 3 clusters Score -6958.035 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -6958.951660 Penalty: 447.718262 Iteration 5Q: 3 clusters Score -6958.952 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -6959.444336 Penalty: 447.718262 Iteration 6Q: 3 clusters Score -6959.444 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -6961.765625 Penalty: 447.718262 Iteration 7Q: 3 clusters Score -6961.766 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -6963.640625 Penalty: 447.718262 Iteration 8Q: 3 clusters Score -6963.641 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -6963.640625 Penalty: 447.718262 Iteration 9F: 3 clusters Score -6963.641 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (252 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Entering Unmasked Estep Score: -12221.278320 Penalty: 251.589020 Iteration 0F: 2 clusters Score -12221.28 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -11894.826172 Penalty: 503.178040 Iteration 0F: 3 clusters Score -11894.83 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -11973.490234 Penalty: 503.178040 Iteration 1F: 3 clusters Score -11973.49 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -11992.142578 Penalty: 503.178040 Iteration 2F: 3 clusters Score -11992.14 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -12002.616211 Penalty: 503.178040 Iteration 3Q: 3 clusters Score -12002.62 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -12012.204102 Penalty: 503.178040 Iteration 4Q: 3 clusters Score -12012.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -12021.577148 Penalty: 503.178040 Iteration 5Q: 3 clusters Score -12021.58 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -12025.393555 Penalty: 503.178040 Iteration 6Q: 3 clusters Score -12025.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -12028.609375 Penalty: 503.178040 Iteration 7Q: 3 clusters Score -12028.61 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -12033.351562 Penalty: 503.178040 Iteration 8Q: 3 clusters Score -12033.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -12036.674805 Penalty: 503.178040 Iteration 9Q: 3 clusters Score -12036.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -12037.372070 Penalty: 503.178040 Iteration 10Q: 3 clusters Score -12037.37 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -12037.372070 Penalty: 503.178040 Iteration 11F: 3 clusters Score -12037.37 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (139 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Entering Unmasked Estep Score: -6822.066406 Penalty: 224.518570 Iteration 0F: 2 clusters Score -6822.066 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 63 members Entering Unmasked Estep Score: -6576.316895 Penalty: 449.037140 Iteration 0F: 3 clusters Score -6576.317 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -6630.297852 Penalty: 449.037140 Iteration 1F: 3 clusters Score -6630.298 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -6638.718750 Penalty: 449.037140 Iteration 2F: 3 clusters Score -6638.719 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -6639.265137 Penalty: 449.037140 Iteration 3Q: 3 clusters Score -6639.265 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -6639.265137 Penalty: 449.037140 Iteration 4F: 3 clusters Score -6639.265 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1081 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Entering Unmasked Estep Score: -55870.480469 Penalty: 317.846710 Iteration 0F: 2 clusters Score -55870.48 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -55031.023438 Penalty: 635.693420 Iteration 0F: 3 clusters Score -55031.02 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -55252.214844 Penalty: 635.693420 Iteration 1F: 3 clusters Score -55252.21 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -55303.656250 Penalty: 635.693420 Iteration 2F: 3 clusters Score -55303.66 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -55353.472656 Penalty: 635.693420 Iteration 3Q: 3 clusters Score -55353.47 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -55405.753906 Penalty: 635.693420 Iteration 4F: 3 clusters Score -55405.75 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -55452.261719 Penalty: 635.693420 Iteration 5Q: 3 clusters Score -55452.26 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -55476.511719 Penalty: 635.693420 Iteration 6Q: 3 clusters Score -55476.51 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -55485.277344 Penalty: 635.693420 Iteration 7Q: 3 clusters Score -55485.28 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -55494.792969 Penalty: 635.693420 Iteration 8Q: 3 clusters Score -55494.79 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -55507.503906 Penalty: 635.693420 Iteration 9Q: 3 clusters Score -55507.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -55517.570312 Penalty: 635.693420 Iteration 10Q: 3 clusters Score -55517.57 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -55525.683594 Penalty: 635.693420 Iteration 11Q: 3 clusters Score -55525.68 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -55535.960938 Penalty: 635.693420 Iteration 12Q: 3 clusters Score -55535.96 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -55543.468750 Penalty: 635.693420 Iteration 13Q: 3 clusters Score -55543.47 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -55547.550781 Penalty: 635.693420 Iteration 14Q: 3 clusters Score -55547.55 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -55551.503906 Penalty: 635.693420 Iteration 15Q: 3 clusters Score -55551.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -55556.285156 Penalty: 635.693420 Iteration 16Q: 3 clusters Score -55556.29 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -55558.500000 Penalty: 635.693420 Iteration 17Q: 3 clusters Score -55558.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -55560.539062 Penalty: 635.693420 Iteration 18Q: 3 clusters Score -55560.54 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -55563.835938 Penalty: 635.693420 Iteration 19Q: 3 clusters Score -55563.84 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -55567.820312 Penalty: 635.693420 Iteration 20F: 3 clusters Score -55567.82 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -55573.046875 Penalty: 635.693420 Iteration 21Q: 3 clusters Score -55573.05 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -55581.601562 Penalty: 635.693420 Iteration 22Q: 3 clusters Score -55581.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -55589.503906 Penalty: 635.693420 Iteration 23Q: 3 clusters Score -55589.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -55596.835938 Penalty: 635.693420 Iteration 24Q: 3 clusters Score -55596.84 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -55604.281250 Penalty: 635.693420 Iteration 25Q: 3 clusters Score -55604.28 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -55612.742188 Penalty: 635.693420 Iteration 26Q: 3 clusters Score -55612.74 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -55629.179688 Penalty: 635.693420 Iteration 27Q: 3 clusters Score -55629.18 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -55640.117188 Penalty: 635.693420 Iteration 28Q: 3 clusters Score -55640.12 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -55644.796875 Penalty: 635.693420 Iteration 29Q: 3 clusters Score -55644.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -55646.093750 Penalty: 635.693420 Iteration 30Q: 3 clusters Score -55646.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -55646.328125 Penalty: 635.693420 Iteration 31Q: 3 clusters Score -55646.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -55646.972656 Penalty: 635.693420 Iteration 32Q: 3 clusters Score -55646.97 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -55648.324219 Penalty: 635.693420 Iteration 33Q: 3 clusters Score -55648.32 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -55649.394531 Penalty: 635.693420 Iteration 34Q: 3 clusters Score -55649.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -55649.929688 Penalty: 635.693420 Iteration 35Q: 3 clusters Score -55649.93 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -55650.261719 Penalty: 635.693420 Iteration 36Q: 3 clusters Score -55650.26 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -55650.660156 Penalty: 635.693420 Iteration 37Q: 3 clusters Score -55650.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -55652.406250 Penalty: 635.693420 Iteration 38Q: 3 clusters Score -55652.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -55653.066406 Penalty: 635.693420 Iteration 39Q: 3 clusters Score -55653.07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -55654.007812 Penalty: 635.693420 Iteration 40F: 3 clusters Score -55654.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -55654.503906 Penalty: 635.693420 Iteration 41Q: 3 clusters Score -55654.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -55656.410156 Penalty: 635.693420 Iteration 42Q: 3 clusters Score -55656.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -55657.292969 Penalty: 635.693420 Iteration 43Q: 3 clusters Score -55657.29 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -55657.988281 Penalty: 635.693420 Iteration 44Q: 3 clusters Score -55657.99 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -55658.492188 Penalty: 635.693420 Iteration 45Q: 3 clusters Score -55658.49 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -55658.601562 Penalty: 635.693420 Iteration 46Q: 3 clusters Score -55658.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -55658.601562 Penalty: 635.693420 Iteration 47F: 3 clusters Score -55658.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (5636 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5636 members Entering Unmasked Estep Score: -344253.562500 Penalty: 392.980286 Iteration 0F: 2 clusters Score -344253.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2810 members Mstep: Class 2 contains 2826 members Entering Unmasked Estep Score: -340394.906250 Penalty: 785.960571 Iteration 0F: 3 clusters Score -340394.9 nChanged 2595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2613 members Mstep: Class 2 contains 3023 members Entering Unmasked Estep Score: -341836.000000 Penalty: 785.960571 Iteration 1F: 3 clusters Score -341836 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Mstep: Class 2 contains 3128 members Entering Unmasked Estep Score: -341929.187500 Penalty: 785.960571 Iteration 2F: 3 clusters Score -341929.2 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2376 members Mstep: Class 2 contains 3260 members Entering Unmasked Estep Score: -342007.687500 Penalty: 785.960571 Iteration 3Q: 3 clusters Score -342007.7 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2202 members Mstep: Class 2 contains 3434 members Entering Unmasked Estep Score: -342100.656250 Penalty: 785.960571 Iteration 4Q: 3 clusters Score -342100.7 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 3665 members Entering Unmasked Estep Score: -342243.343750 Penalty: 785.960571 Iteration 5Q: 3 clusters Score -342243.3 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 3955 members Entering Unmasked Estep Score: -342448.531250 Penalty: 785.960571 Iteration 6F: 3 clusters Score -342448.5 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 4285 members Entering Unmasked Estep Score: -342733.375000 Penalty: 785.960571 Iteration 7F: 3 clusters Score -342733.4 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 4619 members Entering Unmasked Estep Score: -343061.156250 Penalty: 785.960571 Iteration 8F: 3 clusters Score -343061.2 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 4899 members Entering Unmasked Estep Score: -343353.687500 Penalty: 785.960571 Iteration 9F: 3 clusters Score -343353.7 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 5084 members Entering Unmasked Estep Score: -343534.687500 Penalty: 785.960571 Iteration 10Q: 3 clusters Score -343534.7 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 5213 members Entering Unmasked Estep Score: -343637.468750 Penalty: 785.960571 Iteration 11Q: 3 clusters Score -343637.5 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 5318 members Entering Unmasked Estep Score: -343720.468750 Penalty: 785.960571 Iteration 12Q: 3 clusters Score -343720.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 5386 members Entering Unmasked Estep Score: -343780.406250 Penalty: 785.960571 Iteration 13Q: 3 clusters Score -343780.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 5439 members Entering Unmasked Estep Score: -343829.250000 Penalty: 785.960571 Iteration 14Q: 3 clusters Score -343829.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 5469 members Entering Unmasked Estep Score: -343862.625000 Penalty: 785.960571 Iteration 15Q: 3 clusters Score -343862.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 5495 members Entering Unmasked Estep Score: -343886.906250 Penalty: 785.960571 Iteration 16Q: 3 clusters Score -343886.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 5514 members Entering Unmasked Estep Score: -343904.781250 Penalty: 785.960571 Iteration 17Q: 3 clusters Score -343904.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 5525 members Entering Unmasked Estep Score: -343919.187500 Penalty: 785.960571 Iteration 18Q: 3 clusters Score -343919.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 5534 members Entering Unmasked Estep Score: -343929.187500 Penalty: 785.960571 Iteration 19Q: 3 clusters Score -343929.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 5539 members Entering Unmasked Estep Score: -343936.312500 Penalty: 785.960571 Iteration 20F: 3 clusters Score -343936.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 5542 members Entering Unmasked Estep Score: -343943.875000 Penalty: 785.960571 Iteration 21Q: 3 clusters Score -343943.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 5543 members Entering Unmasked Estep Score: -343948.156250 Penalty: 785.960571 Iteration 22Q: 3 clusters Score -343948.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 5545 members Entering Unmasked Estep Score: -343951.625000 Penalty: 785.960571 Iteration 23Q: 3 clusters Score -343951.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 5547 members Entering Unmasked Estep Score: -343955.875000 Penalty: 785.960571 Iteration 24Q: 3 clusters Score -343955.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 5549 members Entering Unmasked Estep Score: -343961.031250 Penalty: 785.960571 Iteration 25Q: 3 clusters Score -343961 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 5549 members Entering Unmasked Estep Score: -343962.500000 Penalty: 785.960571 Iteration 26Q: 3 clusters Score -343962.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 5548 members Entering Unmasked Estep Score: -343963.000000 Penalty: 785.960571 Iteration 27Q: 3 clusters Score -343963 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 5548 members Entering Unmasked Estep Score: -343963.000000 Penalty: 785.960571 Iteration 28F: 3 clusters Score -343963 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (522 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Entering Unmasked Estep Score: -26630.943359 Penalty: 284.723877 Iteration 0F: 2 clusters Score -26630.94 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -26134.984375 Penalty: 569.447754 Iteration 0F: 3 clusters Score -26134.98 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -26250.410156 Penalty: 569.447754 Iteration 1F: 3 clusters Score -26250.41 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -26284.158203 Penalty: 569.447754 Iteration 2F: 3 clusters Score -26284.16 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -26313.648438 Penalty: 569.447754 Iteration 3F: 3 clusters Score -26313.65 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -26324.736328 Penalty: 569.447754 Iteration 4Q: 3 clusters Score -26324.74 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -26344.597656 Penalty: 569.447754 Iteration 5Q: 3 clusters Score -26344.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -26365.195312 Penalty: 569.447754 Iteration 6Q: 3 clusters Score -26365.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -26384.218750 Penalty: 569.447754 Iteration 7Q: 3 clusters Score -26384.22 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -26398.093750 Penalty: 569.447754 Iteration 8Q: 3 clusters Score -26398.09 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -26413.458984 Penalty: 569.447754 Iteration 9Q: 3 clusters Score -26413.46 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -26420.242188 Penalty: 569.447754 Iteration 10Q: 3 clusters Score -26420.24 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -26423.707031 Penalty: 569.447754 Iteration 11Q: 3 clusters Score -26423.71 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -26425.152344 Penalty: 569.447754 Iteration 12Q: 3 clusters Score -26425.15 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -26425.830078 Penalty: 569.447754 Iteration 13Q: 3 clusters Score -26425.83 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -26427.714844 Penalty: 569.447754 Iteration 14Q: 3 clusters Score -26427.71 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -26431.701172 Penalty: 569.447754 Iteration 15Q: 3 clusters Score -26431.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -26434.050781 Penalty: 569.447754 Iteration 16Q: 3 clusters Score -26434.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -26434.482422 Penalty: 569.447754 Iteration 17Q: 3 clusters Score -26434.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -26434.482422 Penalty: 569.447754 Iteration 18F: 3 clusters Score -26434.48 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (2559 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Entering Unmasked Estep Score: -139845.281250 Penalty: 357.055420 Iteration 0F: 2 clusters Score -139845.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -138049.468750 Penalty: 714.110840 Iteration 0F: 3 clusters Score -138049.5 nChanged 1091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -138666.390625 Penalty: 714.110840 Iteration 1F: 3 clusters Score -138666.4 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -138734.468750 Penalty: 714.110840 Iteration 2F: 3 clusters Score -138734.5 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -138821.015625 Penalty: 714.110840 Iteration 3F: 3 clusters Score -138821 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -138907.203125 Penalty: 714.110840 Iteration 4F: 3 clusters Score -138907.2 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -138995.625000 Penalty: 714.110840 Iteration 5Q: 3 clusters Score -138995.6 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -139099.109375 Penalty: 714.110840 Iteration 6F: 3 clusters Score -139099.1 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -139230.421875 Penalty: 714.110840 Iteration 7F: 3 clusters Score -139230.4 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -139321.906250 Penalty: 714.110840 Iteration 8Q: 3 clusters Score -139321.9 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -139378.640625 Penalty: 714.110840 Iteration 9Q: 3 clusters Score -139378.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 1943 members Entering Unmasked Estep Score: -139413.000000 Penalty: 714.110840 Iteration 10Q: 3 clusters Score -139413 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -139435.203125 Penalty: 714.110840 Iteration 11Q: 3 clusters Score -139435.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -139470.421875 Penalty: 714.110840 Iteration 12Q: 3 clusters Score -139470.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -139520.828125 Penalty: 714.110840 Iteration 13Q: 3 clusters Score -139520.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -139569.953125 Penalty: 714.110840 Iteration 14Q: 3 clusters Score -139570 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 2079 members Entering Unmasked Estep Score: -139612.921875 Penalty: 714.110840 Iteration 15Q: 3 clusters Score -139612.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 2090 members Entering Unmasked Estep Score: -139644.578125 Penalty: 714.110840 Iteration 16Q: 3 clusters Score -139644.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 2096 members Entering Unmasked Estep Score: -139670.390625 Penalty: 714.110840 Iteration 17Q: 3 clusters Score -139670.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 2099 members Entering Unmasked Estep Score: -139684.375000 Penalty: 714.110840 Iteration 18Q: 3 clusters Score -139684.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 2099 members Entering Unmasked Estep Score: -139693.359375 Penalty: 714.110840 Iteration 19Q: 3 clusters Score -139693.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 2096 members Entering Unmasked Estep Score: -139703.171875 Penalty: 714.110840 Iteration 20F: 3 clusters Score -139703.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -139705.984375 Penalty: 714.110840 Iteration 21Q: 3 clusters Score -139706 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -139707.218750 Penalty: 714.110840 Iteration 22Q: 3 clusters Score -139707.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -139707.468750 Penalty: 714.110840 Iteration 23Q: 3 clusters Score -139707.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 2088 members Entering Unmasked Estep Score: -139707.937500 Penalty: 714.110840 Iteration 24Q: 3 clusters Score -139707.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 2085 members Entering Unmasked Estep Score: -139708.796875 Penalty: 714.110840 Iteration 25Q: 3 clusters Score -139708.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -139709.062500 Penalty: 714.110840 Iteration 26Q: 3 clusters Score -139709.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -139709.062500 Penalty: 714.110840 Iteration 27F: 3 clusters Score -139709.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (439 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Entering Unmasked Estep Score: -16541.691406 Penalty: 276.844727 Iteration 0F: 2 clusters Score -16541.69 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 228 members Entering Unmasked Estep Score: -16145.623047 Penalty: 553.689453 Iteration 0F: 3 clusters Score -16145.62 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -16401.230469 Penalty: 553.689453 Iteration 1F: 3 clusters Score -16401.23 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -16472.029297 Penalty: 553.689453 Iteration 2F: 3 clusters Score -16472.03 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -16509.560547 Penalty: 553.689453 Iteration 3Q: 3 clusters Score -16509.56 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -16545.408203 Penalty: 553.689453 Iteration 4Q: 3 clusters Score -16545.41 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -16582.185547 Penalty: 553.689453 Iteration 5Q: 3 clusters Score -16582.19 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -16601.533203 Penalty: 553.689453 Iteration 6Q: 3 clusters Score -16601.53 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -16613.343750 Penalty: 553.689453 Iteration 7Q: 3 clusters Score -16613.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -16616.443359 Penalty: 553.689453 Iteration 8Q: 3 clusters Score -16616.44 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -16616.890625 Penalty: 553.689453 Iteration 9Q: 3 clusters Score -16616.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -16617.480469 Penalty: 553.689453 Iteration 10Q: 3 clusters Score -16617.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -16618.496094 Penalty: 553.689453 Iteration 11Q: 3 clusters Score -16618.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -16619.892578 Penalty: 553.689453 Iteration 12Q: 3 clusters Score -16619.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -16620.697266 Penalty: 553.689453 Iteration 13Q: 3 clusters Score -16620.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -16622.132812 Penalty: 553.689453 Iteration 14Q: 3 clusters Score -16622.13 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -16626.685547 Penalty: 553.689453 Iteration 15Q: 3 clusters Score -16626.69 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -16629.453125 Penalty: 553.689453 Iteration 16Q: 3 clusters Score -16629.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -16630.853516 Penalty: 553.689453 Iteration 17Q: 3 clusters Score -16630.85 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -16632.390625 Penalty: 553.689453 Iteration 18Q: 3 clusters Score -16632.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -16633.201172 Penalty: 553.689453 Iteration 19Q: 3 clusters Score -16633.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -16633.201172 Penalty: 553.689453 Iteration 20F: 3 clusters Score -16633.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11076 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1196 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 167 members Mstep: Class 9 contains 883 members Mstep: Class 10 contains 96 members Mstep: Class 11 contains 1454 members Mstep: Class 12 contains 747 members Mstep: Class 13 contains 19106 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1081 members Mstep: Class 18 contains 5636 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2559 members Mstep: Class 21 contains 126 members Mstep: Class 22 contains 1503 members Mstep: Class 23 contains 992 members Mstep: Class 24 contains 205 members Mstep: Class 25 contains 93322 members Mstep: Class 26 contains 163 members Mstep: Class 27 contains 133 members Mstep: Class 28 contains 218 members Mstep: Class 29 contains 313 members Entering Unmasked Estep Score: -7913258.000000 Penalty: 15679.488281 Splitting cluster 21 changes total score from -7913222.000000 to -7913258.000000 So it's getting split into cluster 29. Entering ConstructFrom: Trying to split cluster 22 (1503 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Entering Unmasked Estep Score: -90384.273438 Penalty: 332.842438 Iteration 0F: 2 clusters Score -90384.27 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -89263.921875 Penalty: 665.684875 Iteration 0F: 3 clusters Score -89263.92 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -89659.625000 Penalty: 665.684875 Iteration 1F: 3 clusters Score -89659.62 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -89726.617188 Penalty: 665.684875 Iteration 2F: 3 clusters Score -89726.62 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -89785.726562 Penalty: 665.684875 Iteration 3F: 3 clusters Score -89785.73 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -89843.578125 Penalty: 665.684875 Iteration 4Q: 3 clusters Score -89843.58 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -89884.093750 Penalty: 665.684875 Iteration 5Q: 3 clusters Score -89884.09 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -89919.242188 Penalty: 665.684875 Iteration 6Q: 3 clusters Score -89919.24 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -89940.625000 Penalty: 665.684875 Iteration 7Q: 3 clusters Score -89940.62 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -89955.484375 Penalty: 665.684875 Iteration 8Q: 3 clusters Score -89955.48 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -89966.781250 Penalty: 665.684875 Iteration 9Q: 3 clusters Score -89966.78 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -89973.093750 Penalty: 665.684875 Iteration 10Q: 3 clusters Score -89973.09 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -89977.875000 Penalty: 665.684875 Iteration 11Q: 3 clusters Score -89977.88 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -89979.210938 Penalty: 665.684875 Iteration 12Q: 3 clusters Score -89979.21 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -89979.734375 Penalty: 665.684875 Iteration 13Q: 3 clusters Score -89979.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -89980.515625 Penalty: 665.684875 Iteration 14Q: 3 clusters Score -89980.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -89980.843750 Penalty: 665.684875 Iteration 15Q: 3 clusters Score -89980.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -89980.843750 Penalty: 665.684875 Iteration 16F: 3 clusters Score -89980.84 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (992 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Entering Unmasked Estep Score: -60392.949219 Penalty: 313.937408 Iteration 0F: 2 clusters Score -60392.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -59581.554688 Penalty: 627.874817 Iteration 0F: 3 clusters Score -59581.55 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -59821.574219 Penalty: 627.874817 Iteration 1F: 3 clusters Score -59821.57 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -59868.695312 Penalty: 627.874817 Iteration 2F: 3 clusters Score -59868.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -59917.394531 Penalty: 627.874817 Iteration 3F: 3 clusters Score -59917.39 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -59970.167969 Penalty: 627.874817 Iteration 4F: 3 clusters Score -59970.17 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -60015.890625 Penalty: 627.874817 Iteration 5Q: 3 clusters Score -60015.89 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -60056.519531 Penalty: 627.874817 Iteration 6Q: 3 clusters Score -60056.52 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -60079.140625 Penalty: 627.874817 Iteration 7Q: 3 clusters Score -60079.14 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -60090.550781 Penalty: 627.874817 Iteration 8Q: 3 clusters Score -60090.55 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -60095.613281 Penalty: 627.874817 Iteration 9Q: 3 clusters Score -60095.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -60097.351562 Penalty: 627.874817 Iteration 10Q: 3 clusters Score -60097.35 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -60102.742188 Penalty: 627.874817 Iteration 11Q: 3 clusters Score -60102.74 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -60105.457031 Penalty: 627.874817 Iteration 12Q: 3 clusters Score -60105.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -60105.960938 Penalty: 627.874817 Iteration 13Q: 3 clusters Score -60105.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -60106.152344 Penalty: 627.874817 Iteration 14Q: 3 clusters Score -60106.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -60106.152344 Penalty: 627.874817 Iteration 15F: 3 clusters Score -60106.15 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (205 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Entering Unmasked Estep Score: -9287.153320 Penalty: 242.196960 Iteration 0F: 2 clusters Score -9287.153 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -8997.159180 Penalty: 484.393921 Iteration 0F: 3 clusters Score -8997.159 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -9055.931641 Penalty: 484.393921 Iteration 1F: 3 clusters Score -9055.932 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -9068.371094 Penalty: 484.393921 Iteration 2Q: 3 clusters Score -9068.371 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -9081.637695 Penalty: 484.393921 Iteration 3Q: 3 clusters Score -9081.638 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -9089.965820 Penalty: 484.393921 Iteration 4Q: 3 clusters Score -9089.966 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -9091.900391 Penalty: 484.393921 Iteration 5Q: 3 clusters Score -9091.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -9092.337891 Penalty: 484.393921 Iteration 6Q: 3 clusters Score -9092.338 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -9092.337891 Penalty: 484.393921 Iteration 7F: 3 clusters Score -9092.338 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (93322 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93322 members Entering Unmasked Estep Score: -5259780.000000 Penalty: 520.693420 Iteration 0F: 2 clusters Score -5259780 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46817 members Mstep: Class 2 contains 46505 members Entering Unmasked Estep Score: -5196698.000000 Penalty: 1041.386841 Iteration 0F: 3 clusters Score -5196698 nChanged 45662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53203 members Mstep: Class 2 contains 40119 members Entering Unmasked Estep Score: -5224897.500000 Penalty: 1041.386841 Iteration 1F: 3 clusters Score -5224898 nChanged 4745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56800 members Mstep: Class 2 contains 36522 members Entering Unmasked Estep Score: -5227119.000000 Penalty: 1041.386841 Iteration 2F: 3 clusters Score -5227119 nChanged 5882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61830 members Mstep: Class 2 contains 31492 members Entering Unmasked Estep Score: -5230599.000000 Penalty: 1041.386841 Iteration 3F: 3 clusters Score -5230599 nChanged 6952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68278 members Mstep: Class 2 contains 25044 members Entering Unmasked Estep Score: -5236047.000000 Penalty: 1041.386841 Iteration 4F: 3 clusters Score -5236047 nChanged 7324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75370 members Mstep: Class 2 contains 17952 members Entering Unmasked Estep Score: -5242796.000000 Penalty: 1041.386841 Iteration 5F: 3 clusters Score -5242796 nChanged 6460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81720 members Mstep: Class 2 contains 11602 members Entering Unmasked Estep Score: -5249130.500000 Penalty: 1041.386841 Iteration 6F: 3 clusters Score -5249130 nChanged 4826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86496 members Mstep: Class 2 contains 6826 members Entering Unmasked Estep Score: -5253753.500000 Penalty: 1041.386841 Iteration 7F: 3 clusters Score -5253754 nChanged 2858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89346 members Mstep: Class 2 contains 3976 members Entering Unmasked Estep Score: -5256416.500000 Penalty: 1041.386841 Iteration 8Q: 3 clusters Score -5256416 nChanged 1640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90986 members Mstep: Class 2 contains 2336 members Entering Unmasked Estep Score: -5257813.500000 Penalty: 1041.386841 Iteration 9Q: 3 clusters Score -5257814 nChanged 921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91905 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -5258505.500000 Penalty: 1041.386841 Iteration 10Q: 3 clusters Score -5258506 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92443 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -5258898.500000 Penalty: 1041.386841 Iteration 11Q: 3 clusters Score -5258898 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92740 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -5259087.000000 Penalty: 1041.386841 Iteration 12Q: 3 clusters Score -5259087 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92899 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -5259186.000000 Penalty: 1041.386841 Iteration 13Q: 3 clusters Score -5259186 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93008 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -5259254.500000 Penalty: 1041.386841 Iteration 14Q: 3 clusters Score -5259254 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93052 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -5259283.500000 Penalty: 1041.386841 Iteration 15Q: 3 clusters Score -5259284 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93088 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -5259299.000000 Penalty: 1041.386841 Iteration 16Q: 3 clusters Score -5259299 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93107 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -5259310.500000 Penalty: 1041.386841 Iteration 17Q: 3 clusters Score -5259310 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93119 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -5259310.000000 Penalty: 1041.386841 Iteration 18Q: 3 clusters Score -5259310 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93126 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -5259320.500000 Penalty: 1041.386841 Iteration 19Q: 3 clusters Score -5259320 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93136 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -5259331.000000 Penalty: 1041.386841 Iteration 20F: 3 clusters Score -5259331 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93144 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -5259337.000000 Penalty: 1041.386841 Iteration 21Q: 3 clusters Score -5259337 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93146 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -5259342.500000 Penalty: 1041.386841 Iteration 22Q: 3 clusters Score -5259342 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93151 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -5259347.500000 Penalty: 1041.386841 Iteration 23Q: 3 clusters Score -5259348 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93155 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -5259352.500000 Penalty: 1041.386841 Iteration 24Q: 3 clusters Score -5259352 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93161 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -5259356.500000 Penalty: 1041.386841 Iteration 25Q: 3 clusters Score -5259356 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93165 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -5259358.000000 Penalty: 1041.386841 Iteration 26Q: 3 clusters Score -5259358 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93169 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -5259357.000000 Penalty: 1041.386841 Iteration 27Q: 3 clusters Score -5259357 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93168 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -5259361.500000 Penalty: 1041.386841 Iteration 28Q: 3 clusters Score -5259362 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93170 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -5259361.000000 Penalty: 1041.386841 Iteration 29Q: 3 clusters Score -5259361 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93176 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -5259362.000000 Penalty: 1041.386841 Iteration 30Q: 3 clusters Score -5259362 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93182 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -5259369.500000 Penalty: 1041.386841 Iteration 31Q: 3 clusters Score -5259370 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93187 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -5259369.500000 Penalty: 1041.386841 Iteration 32Q: 3 clusters Score -5259370 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93189 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -5259373.000000 Penalty: 1041.386841 Iteration 33Q: 3 clusters Score -5259373 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93189 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -5259373.000000 Penalty: 1041.386841 Iteration 34F: 3 clusters Score -5259373 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (163 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Entering Unmasked Estep Score: -6513.729004 Penalty: 231.765625 Iteration 0F: 2 clusters Score -6513.729 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 79 members Entering Unmasked Estep Score: -6262.265625 Penalty: 463.531250 Iteration 0F: 3 clusters Score -6262.266 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -6316.355469 Penalty: 463.531250 Iteration 1F: 3 clusters Score -6316.355 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -6337.821289 Penalty: 463.531250 Iteration 2Q: 3 clusters Score -6337.821 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -6351.014160 Penalty: 463.531250 Iteration 3Q: 3 clusters Score -6351.014 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -6361.384277 Penalty: 463.531250 Iteration 4Q: 3 clusters Score -6361.384 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -6364.111816 Penalty: 463.531250 Iteration 5Q: 3 clusters Score -6364.112 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -6364.111816 Penalty: 463.531250 Iteration 6F: 3 clusters Score -6364.112 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1172 members Mstep: Class 1 contains 11076 members Mstep: Class 2 contains 154 members Mstep: Class 3 contains 576 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1196 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 167 members Mstep: Class 9 contains 883 members Mstep: Class 10 contains 96 members Mstep: Class 11 contains 1454 members Mstep: Class 12 contains 747 members Mstep: Class 13 contains 19106 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1081 members Mstep: Class 18 contains 5636 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 2559 members Mstep: Class 21 contains 126 members Mstep: Class 22 contains 1503 members Mstep: Class 23 contains 992 members Mstep: Class 24 contains 205 members Mstep: Class 25 contains 93322 members Mstep: Class 26 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -7913342.000000 Penalty: 15679.488281 Iteration 181F: 30 clusters Score -7913342 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 1169 members Mstep: Class 1 contains 11076 members Mstep: Class 2 contains 156 members Mstep: Class 3 contains 572 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1193 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 180 members Mstep: Class 9 contains 881 members Mstep: Class 10 contains 97 members Mstep: Class 11 contains 1454 members Mstep: Class 12 contains 747 members Mstep: Class 13 contains 19105 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1081 members Mstep: Class 18 contains 5636 members Mstep: Class 19 contains 515 members Mstep: Class 20 contains 2556 members Mstep: Class 21 contains 127 members Mstep: Class 22 contains 1503 members Mstep: Class 23 contains 992 members Mstep: Class 24 contains 198 members Mstep: Class 25 contains 93319 members Mstep: Class 26 contains 160 members Mstep: Class 27 contains 133 members Mstep: Class 28 contains 238 members Mstep: Class 29 contains 312 members Entering Unmasked Estep ConsiderDeletion Score: -7913453.500000 Penalty: 15679.488281 Iteration 182Q: 30 clusters Score -7913454 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 1168 members Mstep: Class 1 contains 11076 members Mstep: Class 2 contains 157 members Mstep: Class 3 contains 571 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1193 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 182 members Mstep: Class 9 contains 879 members Mstep: Class 10 contains 98 members Mstep: Class 11 contains 1453 members Mstep: Class 12 contains 747 members Mstep: Class 13 contains 19104 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1081 members Mstep: Class 18 contains 5636 members Mstep: Class 19 contains 514 members Mstep: Class 20 contains 2557 members Mstep: Class 21 contains 128 members Mstep: Class 22 contains 1503 members Mstep: Class 23 contains 992 members Mstep: Class 24 contains 196 members Mstep: Class 25 contains 93320 members Mstep: Class 26 contains 159 members Mstep: Class 27 contains 133 members Mstep: Class 28 contains 240 members Mstep: Class 29 contains 313 members Entering Unmasked Estep ConsiderDeletion Score: -7913483.500000 Penalty: 15679.488281 Iteration 183Q: 30 clusters Score -7913484 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 1168 members Mstep: Class 1 contains 11076 members Mstep: Class 2 contains 157 members Mstep: Class 3 contains 571 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1193 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 186 members Mstep: Class 9 contains 877 members Mstep: Class 10 contains 98 members Mstep: Class 11 contains 1453 members Mstep: Class 12 contains 747 members Mstep: Class 13 contains 19106 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1081 members Mstep: Class 18 contains 5636 members Mstep: Class 19 contains 514 members Mstep: Class 20 contains 2557 members Mstep: Class 21 contains 128 members Mstep: Class 22 contains 1503 members Mstep: Class 23 contains 992 members Mstep: Class 24 contains 195 members Mstep: Class 25 contains 93320 members Mstep: Class 26 contains 157 members Mstep: Class 27 contains 133 members Mstep: Class 28 contains 240 members Mstep: Class 29 contains 312 members Entering Unmasked Estep ConsiderDeletion Score: -7913493.500000 Penalty: 15679.488281 Iteration 184Q: 30 clusters Score -7913494 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 1168 members Mstep: Class 1 contains 11076 members Mstep: Class 2 contains 157 members Mstep: Class 3 contains 571 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1193 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 188 members Mstep: Class 9 contains 877 members Mstep: Class 10 contains 98 members Mstep: Class 11 contains 1453 members Mstep: Class 12 contains 747 members Mstep: Class 13 contains 19108 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1081 members Mstep: Class 18 contains 5636 members Mstep: Class 19 contains 514 members Mstep: Class 20 contains 2557 members Mstep: Class 21 contains 128 members Mstep: Class 22 contains 1503 members Mstep: Class 23 contains 992 members Mstep: Class 24 contains 193 members Mstep: Class 25 contains 93318 members Mstep: Class 26 contains 157 members Mstep: Class 27 contains 133 members Mstep: Class 28 contains 240 members Mstep: Class 29 contains 312 members Entering Unmasked Estep ConsiderDeletion Score: -7913492.000000 Penalty: 15679.488281 Iteration 185Q: 30 clusters Score -7913492 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 1168 members Mstep: Class 1 contains 11076 members Mstep: Class 2 contains 157 members Mstep: Class 3 contains 571 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1193 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 190 members Mstep: Class 9 contains 877 members Mstep: Class 10 contains 98 members Mstep: Class 11 contains 1453 members Mstep: Class 12 contains 747 members Mstep: Class 13 contains 19108 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1081 members Mstep: Class 18 contains 5636 members Mstep: Class 19 contains 514 members Mstep: Class 20 contains 2557 members Mstep: Class 21 contains 128 members Mstep: Class 22 contains 1503 members Mstep: Class 23 contains 992 members Mstep: Class 24 contains 191 members Mstep: Class 25 contains 93318 members Mstep: Class 26 contains 157 members Mstep: Class 27 contains 133 members Mstep: Class 28 contains 240 members Mstep: Class 29 contains 312 members Entering Unmasked Estep ConsiderDeletion Score: -7913494.000000 Penalty: 15679.488281 Iteration 186Q: 30 clusters Score -7913494 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 1168 members Mstep: Class 1 contains 11074 members Mstep: Class 2 contains 157 members Mstep: Class 3 contains 571 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1193 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 190 members Mstep: Class 9 contains 877 members Mstep: Class 10 contains 98 members Mstep: Class 11 contains 1453 members Mstep: Class 12 contains 747 members Mstep: Class 13 contains 19110 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1081 members Mstep: Class 18 contains 5636 members Mstep: Class 19 contains 514 members Mstep: Class 20 contains 2557 members Mstep: Class 21 contains 128 members Mstep: Class 22 contains 1503 members Mstep: Class 23 contains 992 members Mstep: Class 24 contains 191 members Mstep: Class 25 contains 93318 members Mstep: Class 26 contains 157 members Mstep: Class 27 contains 133 members Mstep: Class 28 contains 240 members Mstep: Class 29 contains 312 members Entering Unmasked Estep ConsiderDeletion Score: -7913490.000000 Penalty: 15679.488281 Iteration 187Q: 30 clusters Score -7913490 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 1168 members Mstep: Class 1 contains 11071 members Mstep: Class 2 contains 157 members Mstep: Class 3 contains 571 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1193 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 190 members Mstep: Class 9 contains 877 members Mstep: Class 10 contains 98 members Mstep: Class 11 contains 1453 members Mstep: Class 12 contains 747 members Mstep: Class 13 contains 19110 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1081 members Mstep: Class 18 contains 5636 members Mstep: Class 19 contains 514 members Mstep: Class 20 contains 2557 members Mstep: Class 21 contains 128 members Mstep: Class 22 contains 1503 members Mstep: Class 23 contains 992 members Mstep: Class 24 contains 191 members Mstep: Class 25 contains 93321 members Mstep: Class 26 contains 157 members Mstep: Class 27 contains 133 members Mstep: Class 28 contains 240 members Mstep: Class 29 contains 312 members Entering Unmasked Estep ConsiderDeletion Score: -7913492.000000 Penalty: 15679.488281 Iteration 188Q: 30 clusters Score -7913492 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 1168 members Mstep: Class 1 contains 11069 members Mstep: Class 2 contains 157 members Mstep: Class 3 contains 571 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1193 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 190 members Mstep: Class 9 contains 877 members Mstep: Class 10 contains 98 members Mstep: Class 11 contains 1453 members Mstep: Class 12 contains 747 members Mstep: Class 13 contains 19110 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1081 members Mstep: Class 18 contains 5636 members Mstep: Class 19 contains 514 members Mstep: Class 20 contains 2557 members Mstep: Class 21 contains 128 members Mstep: Class 22 contains 1503 members Mstep: Class 23 contains 992 members Mstep: Class 24 contains 191 members Mstep: Class 25 contains 93323 members Mstep: Class 26 contains 157 members Mstep: Class 27 contains 133 members Mstep: Class 28 contains 240 members Mstep: Class 29 contains 312 members Entering Unmasked Estep ConsiderDeletion Score: -7913489.000000 Penalty: 15679.488281 Iteration 189Q: 30 clusters Score -7913489 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 1168 members Mstep: Class 1 contains 11068 members Mstep: Class 2 contains 157 members Mstep: Class 3 contains 571 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1193 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 190 members Mstep: Class 9 contains 877 members Mstep: Class 10 contains 98 members Mstep: Class 11 contains 1453 members Mstep: Class 12 contains 747 members Mstep: Class 13 contains 19110 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1081 members Mstep: Class 18 contains 5636 members Mstep: Class 19 contains 514 members Mstep: Class 20 contains 2557 members Mstep: Class 21 contains 128 members Mstep: Class 22 contains 1503 members Mstep: Class 23 contains 992 members Mstep: Class 24 contains 191 members Mstep: Class 25 contains 93324 members Mstep: Class 26 contains 157 members Mstep: Class 27 contains 133 members Mstep: Class 28 contains 240 members Mstep: Class 29 contains 312 members Entering Unmasked Estep ConsiderDeletion Score: -7913485.500000 Penalty: 15679.488281 Iteration 190Q: 30 clusters Score -7913486 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 1168 members Mstep: Class 1 contains 11066 members Mstep: Class 2 contains 157 members Mstep: Class 3 contains 571 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1193 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 190 members Mstep: Class 9 contains 877 members Mstep: Class 10 contains 98 members Mstep: Class 11 contains 1453 members Mstep: Class 12 contains 747 members Mstep: Class 13 contains 19110 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1081 members Mstep: Class 18 contains 5636 members Mstep: Class 19 contains 514 members Mstep: Class 20 contains 2557 members Mstep: Class 21 contains 128 members Mstep: Class 22 contains 1503 members Mstep: Class 23 contains 992 members Mstep: Class 24 contains 191 members Mstep: Class 25 contains 93326 members Mstep: Class 26 contains 157 members Mstep: Class 27 contains 133 members Mstep: Class 28 contains 240 members Mstep: Class 29 contains 312 members Entering Unmasked Estep ConsiderDeletion Score: -7913485.500000 Penalty: 15679.488281 Iteration 191Q: 30 clusters Score -7913486 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 1168 members Mstep: Class 1 contains 11065 members Mstep: Class 2 contains 157 members Mstep: Class 3 contains 571 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1193 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 190 members Mstep: Class 9 contains 877 members Mstep: Class 10 contains 98 members Mstep: Class 11 contains 1453 members Mstep: Class 12 contains 747 members Mstep: Class 13 contains 19110 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1081 members Mstep: Class 18 contains 5636 members Mstep: Class 19 contains 514 members Mstep: Class 20 contains 2557 members Mstep: Class 21 contains 128 members Mstep: Class 22 contains 1503 members Mstep: Class 23 contains 992 members Mstep: Class 24 contains 191 members Mstep: Class 25 contains 93327 members Mstep: Class 26 contains 157 members Mstep: Class 27 contains 133 members Mstep: Class 28 contains 240 members Mstep: Class 29 contains 312 members Entering Unmasked Estep ConsiderDeletion Score: -7913486.000000 Penalty: 15679.488281 Iteration 192Q: 30 clusters Score -7913486 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1168 members Mstep: Class 1 contains 11065 members Mstep: Class 2 contains 157 members Mstep: Class 3 contains 571 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1193 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 190 members Mstep: Class 9 contains 877 members Mstep: Class 10 contains 98 members Mstep: Class 11 contains 1453 members Mstep: Class 12 contains 747 members Mstep: Class 13 contains 19110 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1081 members Mstep: Class 18 contains 5636 members Mstep: Class 19 contains 514 members Mstep: Class 20 contains 2557 members Mstep: Class 21 contains 128 members Mstep: Class 22 contains 1503 members Mstep: Class 23 contains 992 members Mstep: Class 24 contains 191 members Mstep: Class 25 contains 93327 members Mstep: Class 26 contains 157 members Mstep: Class 27 contains 133 members Mstep: Class 28 contains 240 members Mstep: Class 29 contains 312 members Entering Unmasked Estep ConsiderDeletion Score: -7913495.500000 Penalty: 15679.488281 Iteration 193F: 30 clusters Score -7913496 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 1167 members Mstep: Class 1 contains 11065 members Mstep: Class 2 contains 157 members Mstep: Class 3 contains 571 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1193 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 190 members Mstep: Class 9 contains 877 members Mstep: Class 10 contains 98 members Mstep: Class 11 contains 1453 members Mstep: Class 12 contains 747 members Mstep: Class 13 contains 19110 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1081 members Mstep: Class 18 contains 5636 members Mstep: Class 19 contains 514 members Mstep: Class 20 contains 2557 members Mstep: Class 21 contains 129 members Mstep: Class 22 contains 1503 members Mstep: Class 23 contains 992 members Mstep: Class 24 contains 191 members Mstep: Class 25 contains 93327 members Mstep: Class 26 contains 157 members Mstep: Class 27 contains 133 members Mstep: Class 28 contains 240 members Mstep: Class 29 contains 312 members Entering Unmasked Estep ConsiderDeletion Score: -7913499.500000 Penalty: 15679.488281 Iteration 194Q: 30 clusters Score -7913500 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1167 members Mstep: Class 1 contains 11065 members Mstep: Class 2 contains 157 members Mstep: Class 3 contains 571 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1193 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 190 members Mstep: Class 9 contains 877 members Mstep: Class 10 contains 98 members Mstep: Class 11 contains 1453 members Mstep: Class 12 contains 747 members Mstep: Class 13 contains 19110 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1081 members Mstep: Class 18 contains 5636 members Mstep: Class 19 contains 514 members Mstep: Class 20 contains 2557 members Mstep: Class 21 contains 129 members Mstep: Class 22 contains 1503 members Mstep: Class 23 contains 992 members Mstep: Class 24 contains 191 members Mstep: Class 25 contains 93327 members Mstep: Class 26 contains 157 members Mstep: Class 27 contains 133 members Mstep: Class 28 contains 240 members Mstep: Class 29 contains 312 members Entering Unmasked Estep ConsiderDeletion Score: -7913499.500000 Penalty: 15679.488281 Iteration 195F: 30 clusters Score -7913500 nChanged 0 Entering ConstructFrom: Score: -7913499.500000 Penalty: 15679.488281 Entering ConstructFrom: Trying to split cluster 1 (11065 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11065 members Entering Unmasked Estep Score: -597821.687500 Penalty: 423.675171 Iteration 0F: 2 clusters Score -597821.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5576 members Mstep: Class 2 contains 5489 members Entering Unmasked Estep Score: -590447.812500 Penalty: 847.350342 Iteration 0F: 3 clusters Score -590447.8 nChanged 5222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5906 members Mstep: Class 2 contains 5159 members Entering Unmasked Estep Score: -593823.312500 Penalty: 847.350342 Iteration 1F: 3 clusters Score -593823.3 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6105 members Mstep: Class 2 contains 4960 members Entering Unmasked Estep Score: -594213.250000 Penalty: 847.350342 Iteration 2F: 3 clusters Score -594213.2 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6360 members Mstep: Class 2 contains 4705 members Entering Unmasked Estep Score: -594642.750000 Penalty: 847.350342 Iteration 3F: 3 clusters Score -594642.8 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6674 members Mstep: Class 2 contains 4391 members Entering Unmasked Estep Score: -595069.937500 Penalty: 847.350342 Iteration 4F: 3 clusters Score -595069.9 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7036 members Mstep: Class 2 contains 4029 members Entering Unmasked Estep Score: -595451.312500 Penalty: 847.350342 Iteration 5F: 3 clusters Score -595451.3 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7431 members Mstep: Class 2 contains 3634 members Entering Unmasked Estep Score: -595807.250000 Penalty: 847.350342 Iteration 6Q: 3 clusters Score -595807.2 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7829 members Mstep: Class 2 contains 3236 members Entering Unmasked Estep Score: -596066.750000 Penalty: 847.350342 Iteration 7Q: 3 clusters Score -596066.8 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8172 members Mstep: Class 2 contains 2893 members Entering Unmasked Estep Score: -596251.312500 Penalty: 847.350342 Iteration 8Q: 3 clusters Score -596251.3 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8494 members Mstep: Class 2 contains 2571 members Entering Unmasked Estep Score: -596392.125000 Penalty: 847.350342 Iteration 9Q: 3 clusters Score -596392.1 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8777 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -596514.125000 Penalty: 847.350342 Iteration 10Q: 3 clusters Score -596514.1 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9046 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -596630.937500 Penalty: 847.350342 Iteration 11Q: 3 clusters Score -596630.9 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9289 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -596738.875000 Penalty: 847.350342 Iteration 12Q: 3 clusters Score -596738.9 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9502 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -596831.875000 Penalty: 847.350342 Iteration 13Q: 3 clusters Score -596831.9 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9693 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -596908.812500 Penalty: 847.350342 Iteration 14Q: 3 clusters Score -596908.8 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9873 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -596994.187500 Penalty: 847.350342 Iteration 15Q: 3 clusters Score -596994.2 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10053 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -597080.562500 Penalty: 847.350342 Iteration 16Q: 3 clusters Score -597080.6 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10194 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -597152.750000 Penalty: 847.350342 Iteration 17Q: 3 clusters Score -597152.8 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10315 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -597217.812500 Penalty: 847.350342 Iteration 18Q: 3 clusters Score -597217.8 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10412 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -597262.625000 Penalty: 847.350342 Iteration 19Q: 3 clusters Score -597262.6 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10495 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -597300.562500 Penalty: 847.350342 Iteration 20F: 3 clusters Score -597300.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10566 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -597338.562500 Penalty: 847.350342 Iteration 21Q: 3 clusters Score -597338.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10620 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -597370.000000 Penalty: 847.350342 Iteration 22Q: 3 clusters Score -597370 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10669 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -597399.312500 Penalty: 847.350342 Iteration 23Q: 3 clusters Score -597399.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10713 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -597428.375000 Penalty: 847.350342 Iteration 24Q: 3 clusters Score -597428.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10741 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -597439.875000 Penalty: 847.350342 Iteration 25Q: 3 clusters Score -597439.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10766 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -597452.125000 Penalty: 847.350342 Iteration 26Q: 3 clusters Score -597452.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10780 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -597458.750000 Penalty: 847.350342 Iteration 27Q: 3 clusters Score -597458.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10797 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -597468.687500 Penalty: 847.350342 Iteration 28Q: 3 clusters Score -597468.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10807 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -597472.437500 Penalty: 847.350342 Iteration 29Q: 3 clusters Score -597472.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10816 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -597476.937500 Penalty: 847.350342 Iteration 30Q: 3 clusters Score -597476.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10826 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -597484.375000 Penalty: 847.350342 Iteration 31Q: 3 clusters Score -597484.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10834 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -597487.375000 Penalty: 847.350342 Iteration 32Q: 3 clusters Score -597487.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10842 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -597491.562500 Penalty: 847.350342 Iteration 33Q: 3 clusters Score -597491.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10846 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -597492.312500 Penalty: 847.350342 Iteration 34Q: 3 clusters Score -597492.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10848 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -597493.937500 Penalty: 847.350342 Iteration 35Q: 3 clusters Score -597493.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10851 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -597495.187500 Penalty: 847.350342 Iteration 36Q: 3 clusters Score -597495.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10853 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -597495.937500 Penalty: 847.350342 Iteration 37Q: 3 clusters Score -597495.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10853 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -597495.937500 Penalty: 847.350342 Iteration 38F: 3 clusters Score -597495.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (157 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Entering Unmasked Estep Score: -6258.478027 Penalty: 230.059189 Iteration 0F: 2 clusters Score -6258.478 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -6028.586426 Penalty: 460.118378 Iteration 0F: 3 clusters Score -6028.586 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -6124.135742 Penalty: 460.118378 Iteration 1F: 3 clusters Score -6124.136 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -6169.200684 Penalty: 460.118378 Iteration 2F: 3 clusters Score -6169.201 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -6200.749512 Penalty: 460.118378 Iteration 3F: 3 clusters Score -6200.75 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -6223.134277 Penalty: 460.118378 Iteration 4Q: 3 clusters Score -6223.134 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -6236.137207 Penalty: 460.118378 Iteration 5Q: 3 clusters Score -6236.137 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -6236.555176 Penalty: 460.118378 Iteration 6Q: 3 clusters Score -6236.555 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -6236.555176 Penalty: 460.118378 Iteration 7F: 3 clusters Score -6236.555 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (571 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Entering Unmasked Estep Score: -27523.658203 Penalty: 288.806213 Iteration 0F: 2 clusters Score -27523.66 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -27045.539062 Penalty: 577.612427 Iteration 0F: 3 clusters Score -27045.54 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -27303.994141 Penalty: 577.612427 Iteration 1F: 3 clusters Score -27303.99 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -27404.582031 Penalty: 577.612427 Iteration 2F: 3 clusters Score -27404.58 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -27461.916016 Penalty: 577.612427 Iteration 3F: 3 clusters Score -27461.92 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -27498.666016 Penalty: 577.612427 Iteration 4F: 3 clusters Score -27498.67 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -27514.841797 Penalty: 577.612427 Iteration 5Q: 3 clusters Score -27514.84 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -27525.574219 Penalty: 577.612427 Iteration 6Q: 3 clusters Score -27525.57 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -27531.568359 Penalty: 577.612427 Iteration 7Q: 3 clusters Score -27531.57 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -27532.255859 Penalty: 577.612427 Iteration 8Q: 3 clusters Score -27532.26 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -27532.396484 Penalty: 577.612427 Iteration 9Q: 3 clusters Score -27532.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -27532.396484 Penalty: 577.612427 Iteration 10F: 3 clusters Score -27532.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1167 members Mstep: Class 1 contains 11065 members Mstep: Class 2 contains 157 members Mstep: Class 3 contains 131 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1193 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 190 members Mstep: Class 9 contains 877 members Mstep: Class 10 contains 98 members Mstep: Class 11 contains 1453 members Mstep: Class 12 contains 747 members Mstep: Class 13 contains 19110 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1081 members Mstep: Class 18 contains 5636 members Mstep: Class 19 contains 514 members Mstep: Class 20 contains 2557 members Mstep: Class 21 contains 129 members Mstep: Class 22 contains 1503 members Mstep: Class 23 contains 992 members Mstep: Class 24 contains 191 members Mstep: Class 25 contains 93327 members Mstep: Class 26 contains 157 members Mstep: Class 27 contains 133 members Mstep: Class 28 contains 240 members Mstep: Class 29 contains 312 members Mstep: Class 30 contains 440 members Entering Unmasked Estep Score: -7913254.500000 Penalty: 16220.160156 Splitting cluster 3 changes total score from -7913499.500000 to -7913254.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 4 (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: -9582.230469 Penalty: 241.300369 Iteration 0F: 2 clusters Score -9582.23 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -9330.261719 Penalty: 482.600739 Iteration 0F: 3 clusters Score -9330.262 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -9391.015625 Penalty: 482.600739 Iteration 1F: 3 clusters Score -9391.016 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -9430.947266 Penalty: 482.600739 Iteration 2F: 3 clusters Score -9430.947 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -9442.375977 Penalty: 482.600739 Iteration 3Q: 3 clusters Score -9442.376 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -9448.716797 Penalty: 482.600739 Iteration 4Q: 3 clusters Score -9448.717 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -9453.131836 Penalty: 482.600739 Iteration 5Q: 3 clusters Score -9453.132 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -9453.131836 Penalty: 482.600739 Iteration 6F: 3 clusters Score -9453.132 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (184 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Entering Unmasked Estep Score: -8496.248047 Penalty: 237.279572 Iteration 0F: 2 clusters Score -8496.248 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -8220.880859 Penalty: 474.559143 Iteration 0F: 3 clusters Score -8220.881 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -8279.500000 Penalty: 474.559143 Iteration 1F: 3 clusters Score -8279.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -8319.807617 Penalty: 474.559143 Iteration 2F: 3 clusters Score -8319.808 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -8344.727539 Penalty: 474.559143 Iteration 3F: 3 clusters Score -8344.728 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -8365.198242 Penalty: 474.559143 Iteration 4Q: 3 clusters Score -8365.198 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -8388.474609 Penalty: 474.559143 Iteration 5Q: 3 clusters Score -8388.475 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -8409.714844 Penalty: 474.559143 Iteration 6F: 3 clusters Score -8409.715 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -8419.907227 Penalty: 474.559143 Iteration 7Q: 3 clusters Score -8419.907 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -8422.877930 Penalty: 474.559143 Iteration 8Q: 3 clusters Score -8422.878 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -8430.472656 Penalty: 474.559143 Iteration 9Q: 3 clusters Score -8430.473 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -8451.487305 Penalty: 474.559143 Iteration 10Q: 3 clusters Score -8451.487 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -8459.488281 Penalty: 474.559143 Iteration 11Q: 3 clusters Score -8459.488 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -8465.658203 Penalty: 474.559143 Iteration 12Q: 3 clusters Score -8465.658 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -8484.402344 Penalty: 474.559143 Iteration 13Q: 3 clusters Score -8484.402 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -8521.607422 Penalty: 474.559143 Iteration 14Q: 3 clusters Score -8521.607 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -8533.852539 Penalty: 474.559143 Iteration 15Q: 3 clusters Score -8533.853 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -8611.475586 Penalty: 474.559143 Iteration 16Q: 3 clusters Score -8611.476 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -8710.298828 Penalty: 474.559143 Iteration 17Q: 3 clusters Score -8710.299 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -8710.298828 Penalty: 474.559143 Iteration 18F: 3 clusters Score -8710.299 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1167 members Mstep: Class 1 contains 11065 members Mstep: Class 2 contains 157 members Mstep: Class 3 contains 571 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 69 members Mstep: Class 6 contains 1193 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 190 members Mstep: Class 9 contains 877 members Mstep: Class 10 contains 98 members Mstep: Class 11 contains 1453 members Mstep: Class 12 contains 747 members Mstep: Class 13 contains 19110 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1081 members Mstep: Class 18 contains 5636 members Mstep: Class 19 contains 514 members Mstep: Class 20 contains 2557 members Mstep: Class 21 contains 129 members Mstep: Class 22 contains 1503 members Mstep: Class 23 contains 992 members Mstep: Class 24 contains 191 members Mstep: Class 25 contains 93327 members Mstep: Class 26 contains 157 members Mstep: Class 27 contains 133 members Mstep: Class 28 contains 240 members Mstep: Class 29 contains 312 members Mstep: Class 30 contains 115 members Entering Unmasked Estep Score: -7913410.000000 Penalty: 16220.160156 Splitting cluster 5 changes total score from -7913499.500000 to -7913410.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 6 (1193 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Entering Unmasked Estep Score: -65427.609375 Penalty: 322.332306 Iteration 0F: 2 clusters Score -65427.61 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -64513.648438 Penalty: 644.664612 Iteration 0F: 3 clusters Score -64513.65 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -64742.062500 Penalty: 644.664612 Iteration 1F: 3 clusters Score -64742.06 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -64778.796875 Penalty: 644.664612 Iteration 2F: 3 clusters Score -64778.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -64800.492188 Penalty: 644.664612 Iteration 3Q: 3 clusters Score -64800.49 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -64818.785156 Penalty: 644.664612 Iteration 4Q: 3 clusters Score -64818.79 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -64840.042969 Penalty: 644.664612 Iteration 5Q: 3 clusters Score -64840.04 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -64856.253906 Penalty: 644.664612 Iteration 6Q: 3 clusters Score -64856.25 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -64870.699219 Penalty: 644.664612 Iteration 7Q: 3 clusters Score -64870.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -64887.152344 Penalty: 644.664612 Iteration 8Q: 3 clusters Score -64887.15 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -64909.449219 Penalty: 644.664612 Iteration 9Q: 3 clusters Score -64909.45 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -64939.078125 Penalty: 644.664612 Iteration 10Q: 3 clusters Score -64939.08 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -64963.800781 Penalty: 644.664612 Iteration 11Q: 3 clusters Score -64963.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -64989.441406 Penalty: 644.664612 Iteration 12Q: 3 clusters Score -64989.44 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -65015.179688 Penalty: 644.664612 Iteration 13Q: 3 clusters Score -65015.18 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -65037.742188 Penalty: 644.664612 Iteration 14Q: 3 clusters Score -65037.74 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -65062.699219 Penalty: 644.664612 Iteration 15Q: 3 clusters Score -65062.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -65086.851562 Penalty: 644.664612 Iteration 16Q: 3 clusters Score -65086.85 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -65127.007812 Penalty: 644.664612 Iteration 17Q: 3 clusters Score -65127.01 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -65191.554688 Penalty: 644.664612 Iteration 18Q: 3 clusters Score -65191.55 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -65226.824219 Penalty: 644.664612 Iteration 19Q: 3 clusters Score -65226.82 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -65242.222656 Penalty: 644.664612 Iteration 20F: 3 clusters Score -65242.22 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -65250.015625 Penalty: 644.664612 Iteration 21Q: 3 clusters Score -65250.02 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -65251.582031 Penalty: 644.664612 Iteration 22Q: 3 clusters Score -65251.58 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -65252.089844 Penalty: 644.664612 Iteration 23Q: 3 clusters Score -65252.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -65252.089844 Penalty: 644.664612 Iteration 24F: 3 clusters Score -65252.09 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (457 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Entering Unmasked Estep Score: -24112.685547 Penalty: 278.673096 Iteration 0F: 2 clusters Score -24112.69 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -23658.292969 Penalty: 557.346191 Iteration 0F: 3 clusters Score -23658.29 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -23747.736328 Penalty: 557.346191 Iteration 1F: 3 clusters Score -23747.74 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -23771.117188 Penalty: 557.346191 Iteration 2F: 3 clusters Score -23771.12 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -23801.390625 Penalty: 557.346191 Iteration 3F: 3 clusters Score -23801.39 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -23831.501953 Penalty: 557.346191 Iteration 4Q: 3 clusters Score -23831.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -23849.750000 Penalty: 557.346191 Iteration 5Q: 3 clusters Score -23849.75 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -23856.566406 Penalty: 557.346191 Iteration 6Q: 3 clusters Score -23856.57 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -23862.126953 Penalty: 557.346191 Iteration 7Q: 3 clusters Score -23862.13 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -23872.013672 Penalty: 557.346191 Iteration 8Q: 3 clusters Score -23872.01 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -23892.498047 Penalty: 557.346191 Iteration 9Q: 3 clusters Score -23892.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -23909.619141 Penalty: 557.346191 Iteration 10Q: 3 clusters Score -23909.62 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -23942.781250 Penalty: 557.346191 Iteration 11Q: 3 clusters Score -23942.78 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -23983.105469 Penalty: 557.346191 Iteration 12Q: 3 clusters Score -23983.11 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -24017.855469 Penalty: 557.346191 Iteration 13F: 3 clusters Score -24017.86 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -24039.333984 Penalty: 557.346191 Iteration 14Q: 3 clusters Score -24039.33 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -24054.644531 Penalty: 557.346191 Iteration 15Q: 3 clusters Score -24054.64 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -24071.416016 Penalty: 557.346191 Iteration 16Q: 3 clusters Score -24071.42 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -24092.570312 Penalty: 557.346191 Iteration 17Q: 3 clusters Score -24092.57 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -24131.332031 Penalty: 557.346191 Iteration 18Q: 3 clusters Score -24131.33 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -24184.736328 Penalty: 557.346191 Iteration 19Q: 3 clusters Score -24184.74 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -24240.623047 Penalty: 557.346191 Iteration 20F: 3 clusters Score -24240.62 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -24261.208984 Penalty: 557.346191 Iteration 21Q: 3 clusters Score -24261.21 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -24276.289062 Penalty: 557.346191 Iteration 22Q: 3 clusters Score -24276.29 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -24278.085938 Penalty: 557.346191 Iteration 23Q: 3 clusters Score -24278.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -24280.207031 Penalty: 557.346191 Iteration 24Q: 3 clusters Score -24280.21 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -24283.939453 Penalty: 557.346191 Iteration 25Q: 3 clusters Score -24283.94 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -24293.343750 Penalty: 557.346191 Iteration 26Q: 3 clusters Score -24293.34 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -24304.371094 Penalty: 557.346191 Iteration 27Q: 3 clusters Score -24304.37 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -24314.525391 Penalty: 557.346191 Iteration 28Q: 3 clusters Score -24314.53 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -24317.970703 Penalty: 557.346191 Iteration 29Q: 3 clusters Score -24317.97 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -24320.232422 Penalty: 557.346191 Iteration 30Q: 3 clusters Score -24320.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -24320.232422 Penalty: 557.346191 Iteration 31F: 3 clusters Score -24320.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1167 members Mstep: Class 1 contains 11065 members Mstep: Class 2 contains 157 members Mstep: Class 3 contains 571 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1193 members Mstep: Class 7 contains 252 members Mstep: Class 8 contains 190 members Mstep: Class 9 contains 877 members Mstep: Class 10 contains 98 members Mstep: Class 11 contains 1453 members Mstep: Class 12 contains 747 members Mstep: Class 13 contains 19110 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1081 members Mstep: Class 18 contains 5636 members Mstep: Class 19 contains 514 members Mstep: Class 20 contains 2557 members Mstep: Class 21 contains 129 members Mstep: Class 22 contains 1503 members Mstep: Class 23 contains 992 members Mstep: Class 24 contains 191 members Mstep: Class 25 contains 93327 members Mstep: Class 26 contains 157 members Mstep: Class 27 contains 133 members Mstep: Class 28 contains 240 members Mstep: Class 29 contains 312 members Mstep: Class 30 contains 205 members Entering Unmasked Estep Score: -7913447.500000 Penalty: 16220.160156 Splitting cluster 7 changes total score from -7913499.500000 to -7913447.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (190 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Entering Unmasked Estep Score: -8118.577148 Penalty: 238.739594 Iteration 0F: 2 clusters Score -8118.577 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -7835.967773 Penalty: 477.479187 Iteration 0F: 3 clusters Score -7835.968 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -7886.340332 Penalty: 477.479187 Iteration 1F: 3 clusters Score -7886.34 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -7893.574219 Penalty: 477.479187 Iteration 2Q: 3 clusters Score -7893.574 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -7900.512207 Penalty: 477.479187 Iteration 3Q: 3 clusters Score -7900.512 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -7900.792969 Penalty: 477.479187 Iteration 4Q: 3 clusters Score -7900.793 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -7900.792969 Penalty: 477.479187 Iteration 5F: 3 clusters Score -7900.793 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (877 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Entering Unmasked Estep Score: -51267.644531 Penalty: 308.331055 Iteration 0F: 2 clusters Score -51267.64 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -50552.570312 Penalty: 616.662109 Iteration 0F: 3 clusters Score -50552.57 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -50780.269531 Penalty: 616.662109 Iteration 1F: 3 clusters Score -50780.27 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -50840.960938 Penalty: 616.662109 Iteration 2F: 3 clusters Score -50840.96 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -50909.816406 Penalty: 616.662109 Iteration 3F: 3 clusters Score -50909.82 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -50961.433594 Penalty: 616.662109 Iteration 4F: 3 clusters Score -50961.43 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -50987.863281 Penalty: 616.662109 Iteration 5Q: 3 clusters Score -50987.86 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -51003.621094 Penalty: 616.662109 Iteration 6Q: 3 clusters Score -51003.62 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -51016.832031 Penalty: 616.662109 Iteration 7Q: 3 clusters Score -51016.83 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -51031.074219 Penalty: 616.662109 Iteration 8Q: 3 clusters Score -51031.07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -51044.964844 Penalty: 616.662109 Iteration 9Q: 3 clusters Score -51044.96 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -51051.773438 Penalty: 616.662109 Iteration 10Q: 3 clusters Score -51051.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -51053.886719 Penalty: 616.662109 Iteration 11Q: 3 clusters Score -51053.89 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -51056.613281 Penalty: 616.662109 Iteration 12Q: 3 clusters Score -51056.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -51057.027344 Penalty: 616.662109 Iteration 13Q: 3 clusters Score -51057.03 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -51057.199219 Penalty: 616.662109 Iteration 14Q: 3 clusters Score -51057.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -51057.199219 Penalty: 616.662109 Iteration 15F: 3 clusters Score -51057.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (98 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Entering Unmasked Estep Score: -4716.808105 Penalty: 208.616028 Iteration 0F: 2 clusters Score -4716.808 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 40 members Entering Unmasked Estep Score: -4515.656250 Penalty: 417.232056 Iteration 0F: 3 clusters Score -4515.656 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -4584.507812 Penalty: 417.232056 Iteration 1F: 3 clusters Score -4584.508 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -4588.422852 Penalty: 417.232056 Iteration 2Q: 3 clusters Score -4588.423 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -4588.422852 Penalty: 417.232056 Iteration 3F: 3 clusters Score -4588.423 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1453 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Entering Unmasked Estep Score: -79659.609375 Penalty: 331.303040 Iteration 0F: 2 clusters Score -79659.61 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -78568.851562 Penalty: 662.606079 Iteration 0F: 3 clusters Score -78568.85 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -78904.445312 Penalty: 662.606079 Iteration 1F: 3 clusters Score -78904.45 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -78960.562500 Penalty: 662.606079 Iteration 2F: 3 clusters Score -78960.56 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -79022.062500 Penalty: 662.606079 Iteration 3F: 3 clusters Score -79022.06 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -79077.921875 Penalty: 662.606079 Iteration 4F: 3 clusters Score -79077.92 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -79125.671875 Penalty: 662.606079 Iteration 5Q: 3 clusters Score -79125.67 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -79170.500000 Penalty: 662.606079 Iteration 6Q: 3 clusters Score -79170.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -79208.781250 Penalty: 662.606079 Iteration 7Q: 3 clusters Score -79208.78 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -79262.460938 Penalty: 662.606079 Iteration 8Q: 3 clusters Score -79262.46 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -79318.312500 Penalty: 662.606079 Iteration 9Q: 3 clusters Score -79318.31 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -79354.000000 Penalty: 662.606079 Iteration 10Q: 3 clusters Score -79354 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -79370.257812 Penalty: 662.606079 Iteration 11Q: 3 clusters Score -79370.26 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -79381.718750 Penalty: 662.606079 Iteration 12Q: 3 clusters Score -79381.72 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -79386.851562 Penalty: 662.606079 Iteration 13Q: 3 clusters Score -79386.85 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -79390.390625 Penalty: 662.606079 Iteration 14Q: 3 clusters Score -79390.39 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -79393.640625 Penalty: 662.606079 Iteration 15Q: 3 clusters Score -79393.64 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -79394.156250 Penalty: 662.606079 Iteration 16Q: 3 clusters Score -79394.16 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -79394.351562 Penalty: 662.606079 Iteration 17F: 3 clusters Score -79394.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -79396.359375 Penalty: 662.606079 Iteration 18Q: 3 clusters Score -79396.36 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -79399.523438 Penalty: 662.606079 Iteration 19Q: 3 clusters Score -79399.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -79401.523438 Penalty: 662.606079 Iteration 20F: 3 clusters Score -79401.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -79402.039062 Penalty: 662.606079 Iteration 21Q: 3 clusters Score -79402.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -79402.648438 Penalty: 662.606079 Iteration 22Q: 3 clusters Score -79402.65 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -79403.007812 Penalty: 662.606079 Iteration 23Q: 3 clusters Score -79403.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -79403.007812 Penalty: 662.606079 Iteration 24F: 3 clusters Score -79403.01 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (747 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Entering Unmasked Estep Score: -44850.179688 Penalty: 301.030945 Iteration 0F: 2 clusters Score -44850.18 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -44191.839844 Penalty: 602.061890 Iteration 0F: 3 clusters Score -44191.84 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -44355.609375 Penalty: 602.061890 Iteration 1F: 3 clusters Score -44355.61 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -44390.917969 Penalty: 602.061890 Iteration 2F: 3 clusters Score -44390.92 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -44403.921875 Penalty: 602.061890 Iteration 3Q: 3 clusters Score -44403.92 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -44412.480469 Penalty: 602.061890 Iteration 4Q: 3 clusters Score -44412.48 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -44420.738281 Penalty: 602.061890 Iteration 5Q: 3 clusters Score -44420.74 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -44436.246094 Penalty: 602.061890 Iteration 6Q: 3 clusters Score -44436.25 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -44448.468750 Penalty: 602.061890 Iteration 7Q: 3 clusters Score -44448.47 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -44462.015625 Penalty: 602.061890 Iteration 8Q: 3 clusters Score -44462.02 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -44467.214844 Penalty: 602.061890 Iteration 9Q: 3 clusters Score -44467.21 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -44472.378906 Penalty: 602.061890 Iteration 10Q: 3 clusters Score -44472.38 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -44475.320312 Penalty: 602.061890 Iteration 11Q: 3 clusters Score -44475.32 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -44477.925781 Penalty: 602.061890 Iteration 12Q: 3 clusters Score -44477.93 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -44481.699219 Penalty: 602.061890 Iteration 13Q: 3 clusters Score -44481.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -44485.089844 Penalty: 602.061890 Iteration 14Q: 3 clusters Score -44485.09 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -44492.503906 Penalty: 602.061890 Iteration 15Q: 3 clusters Score -44492.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -44497.792969 Penalty: 602.061890 Iteration 16Q: 3 clusters Score -44497.79 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -44498.937500 Penalty: 602.061890 Iteration 17Q: 3 clusters Score -44498.94 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -44499.152344 Penalty: 602.061890 Iteration 18Q: 3 clusters Score -44499.15 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -44499.511719 Penalty: 602.061890 Iteration 19Q: 3 clusters Score -44499.51 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -44501.847656 Penalty: 602.061890 Iteration 20F: 3 clusters Score -44501.85 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -44504.179688 Penalty: 602.061890 Iteration 21Q: 3 clusters Score -44504.18 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -44504.558594 Penalty: 602.061890 Iteration 22Q: 3 clusters Score -44504.56 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -44505.347656 Penalty: 602.061890 Iteration 23Q: 3 clusters Score -44505.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -44506.332031 Penalty: 602.061890 Iteration 24Q: 3 clusters Score -44506.33 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -44506.761719 Penalty: 602.061890 Iteration 25Q: 3 clusters Score -44506.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -44507.875000 Penalty: 602.061890 Iteration 26Q: 3 clusters Score -44507.88 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -44509.871094 Penalty: 602.061890 Iteration 27Q: 3 clusters Score -44509.87 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -44511.921875 Penalty: 602.061890 Iteration 28Q: 3 clusters Score -44511.92 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -44513.394531 Penalty: 602.061890 Iteration 29Q: 3 clusters Score -44513.39 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -44515.078125 Penalty: 602.061890 Iteration 30Q: 3 clusters Score -44515.08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -44515.738281 Penalty: 602.061890 Iteration 31Q: 3 clusters Score -44515.74 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -44516.339844 Penalty: 602.061890 Iteration 32Q: 3 clusters Score -44516.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -44517.207031 Penalty: 602.061890 Iteration 33Q: 3 clusters Score -44517.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -44517.457031 Penalty: 602.061890 Iteration 34Q: 3 clusters Score -44517.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -44517.687500 Penalty: 602.061890 Iteration 35Q: 3 clusters Score -44517.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -44517.687500 Penalty: 602.061890 Iteration 36F: 3 clusters Score -44517.69 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (19110 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19110 members Entering Unmasked Estep Score: -1145629.750000 Penalty: 448.537506 Iteration 0F: 2 clusters Score -1145630 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9661 members Mstep: Class 2 contains 9449 members Entering Unmasked Estep Score: -1132858.875000 Penalty: 897.075012 Iteration 0F: 3 clusters Score -1132859 nChanged 9022 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11211 members Mstep: Class 2 contains 7899 members Entering Unmasked Estep Score: -1138323.625000 Penalty: 897.075012 Iteration 1F: 3 clusters Score -1138324 nChanged 1300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12283 members Mstep: Class 2 contains 6827 members Entering Unmasked Estep Score: -1139100.625000 Penalty: 897.075012 Iteration 2F: 3 clusters Score -1139101 nChanged 1498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13663 members Mstep: Class 2 contains 5447 members Entering Unmasked Estep Score: -1140321.125000 Penalty: 897.075012 Iteration 3F: 3 clusters Score -1140321 nChanged 1504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15099 members Mstep: Class 2 contains 4011 members Entering Unmasked Estep Score: -1141713.750000 Penalty: 897.075012 Iteration 4F: 3 clusters Score -1141714 nChanged 1248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16301 members Mstep: Class 2 contains 2809 members Entering Unmasked Estep Score: -1142952.375000 Penalty: 897.075012 Iteration 5F: 3 clusters Score -1142952 nChanged 933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17172 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -1143811.250000 Penalty: 897.075012 Iteration 6Q: 3 clusters Score -1143811 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17715 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -1144279.250000 Penalty: 897.075012 Iteration 7Q: 3 clusters Score -1144279 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18069 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -1144544.750000 Penalty: 897.075012 Iteration 8Q: 3 clusters Score -1144545 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18323 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -1144726.500000 Penalty: 897.075012 Iteration 9Q: 3 clusters Score -1144726 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18525 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -1144865.000000 Penalty: 897.075012 Iteration 10Q: 3 clusters Score -1144865 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18680 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -1144980.625000 Penalty: 897.075012 Iteration 11Q: 3 clusters Score -1144981 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18787 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -1145051.125000 Penalty: 897.075012 Iteration 12Q: 3 clusters Score -1145051 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18859 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -1145108.875000 Penalty: 897.075012 Iteration 13Q: 3 clusters Score -1145109 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18916 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -1145157.500000 Penalty: 897.075012 Iteration 14Q: 3 clusters Score -1145158 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18947 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -1145182.750000 Penalty: 897.075012 Iteration 15Q: 3 clusters Score -1145183 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18967 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -1145199.750000 Penalty: 897.075012 Iteration 16Q: 3 clusters Score -1145200 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18975 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -1145206.875000 Penalty: 897.075012 Iteration 17Q: 3 clusters Score -1145207 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18982 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -1145210.625000 Penalty: 897.075012 Iteration 18Q: 3 clusters Score -1145211 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18987 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -1145211.625000 Penalty: 897.075012 Iteration 19Q: 3 clusters Score -1145212 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18991 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -1145215.000000 Penalty: 897.075012 Iteration 20F: 3 clusters Score -1145215 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18996 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -1145218.000000 Penalty: 897.075012 Iteration 21Q: 3 clusters Score -1145218 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19002 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -1145220.875000 Penalty: 897.075012 Iteration 22Q: 3 clusters Score -1145221 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19005 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -1145225.375000 Penalty: 897.075012 Iteration 23Q: 3 clusters Score -1145225 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19007 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -1145230.250000 Penalty: 897.075012 Iteration 24Q: 3 clusters Score -1145230 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19011 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -1145233.625000 Penalty: 897.075012 Iteration 25Q: 3 clusters Score -1145234 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19012 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -1145235.375000 Penalty: 897.075012 Iteration 26Q: 3 clusters Score -1145235 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19012 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -1145235.375000 Penalty: 897.075012 Iteration 27Q: 3 clusters Score -1145235 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19012 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -1145235.375000 Penalty: 897.075012 Iteration 28F: 3 clusters Score -1145235 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (137 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Entering Unmasked Estep Score: -7148.617188 Penalty: 223.859131 Iteration 0F: 2 clusters Score -7148.617 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 61 members Entering Unmasked Estep Score: -6904.566895 Penalty: 447.718262 Iteration 0F: 3 clusters Score -6904.567 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -6957.885742 Penalty: 447.718262 Iteration 1F: 3 clusters Score -6957.886 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -6971.277832 Penalty: 447.718262 Iteration 2F: 3 clusters Score -6971.278 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -6975.148926 Penalty: 447.718262 Iteration 3Q: 3 clusters Score -6975.149 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -6976.944336 Penalty: 447.718262 Iteration 4Q: 3 clusters Score -6976.944 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -6981.463867 Penalty: 447.718262 Iteration 5Q: 3 clusters Score -6981.464 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -6985.366211 Penalty: 447.718262 Iteration 6Q: 3 clusters Score -6985.366 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -6988.909668 Penalty: 447.718262 Iteration 7Q: 3 clusters Score -6988.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -6988.909668 Penalty: 447.718262 Iteration 8F: 3 clusters Score -6988.91 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (252 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Entering Unmasked Estep Score: -12221.278320 Penalty: 251.589020 Iteration 0F: 2 clusters Score -12221.28 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 133 members Entering Unmasked Estep Score: -11893.067383 Penalty: 503.178040 Iteration 0F: 3 clusters Score -11893.07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -11977.497070 Penalty: 503.178040 Iteration 1F: 3 clusters Score -11977.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -11995.486328 Penalty: 503.178040 Iteration 2F: 3 clusters Score -11995.49 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -12011.047852 Penalty: 503.178040 Iteration 3Q: 3 clusters Score -12011.05 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -12019.395508 Penalty: 503.178040 Iteration 4Q: 3 clusters Score -12019.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -12027.173828 Penalty: 503.178040 Iteration 5Q: 3 clusters Score -12027.17 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -12034.830078 Penalty: 503.178040 Iteration 6Q: 3 clusters Score -12034.83 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -12039.429688 Penalty: 503.178040 Iteration 7Q: 3 clusters Score -12039.43 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -12047.872070 Penalty: 503.178040 Iteration 8Q: 3 clusters Score -12047.87 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -12056.260742 Penalty: 503.178040 Iteration 9Q: 3 clusters Score -12056.26 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -12058.358398 Penalty: 503.178040 Iteration 10Q: 3 clusters Score -12058.36 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -12058.358398 Penalty: 503.178040 Iteration 11F: 3 clusters Score -12058.36 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (139 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Entering Unmasked Estep Score: -6822.066406 Penalty: 224.518570 Iteration 0F: 2 clusters Score -6822.066 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -6584.814941 Penalty: 449.037140 Iteration 0F: 3 clusters Score -6584.815 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -6653.165039 Penalty: 449.037140 Iteration 1F: 3 clusters Score -6653.165 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -6659.303223 Penalty: 449.037140 Iteration 2Q: 3 clusters Score -6659.303 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -6663.533203 Penalty: 449.037140 Iteration 3Q: 3 clusters Score -6663.533 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -6669.526855 Penalty: 449.037140 Iteration 4Q: 3 clusters Score -6669.527 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -6670.998535 Penalty: 449.037140 Iteration 5Q: 3 clusters Score -6670.999 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -6672.729980 Penalty: 449.037140 Iteration 6Q: 3 clusters Score -6672.73 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -6675.515137 Penalty: 449.037140 Iteration 7Q: 3 clusters Score -6675.515 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -6678.183594 Penalty: 449.037140 Iteration 8Q: 3 clusters Score -6678.184 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -6683.037598 Penalty: 449.037140 Iteration 9Q: 3 clusters Score -6683.038 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -6687.305664 Penalty: 449.037140 Iteration 10Q: 3 clusters Score -6687.306 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -6697.049805 Penalty: 449.037140 Iteration 11Q: 3 clusters Score -6697.05 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -6711.608398 Penalty: 449.037140 Iteration 12Q: 3 clusters Score -6711.608 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -6720.679688 Penalty: 449.037140 Iteration 13Q: 3 clusters Score -6720.68 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -6720.679688 Penalty: 449.037140 Iteration 14F: 3 clusters Score -6720.68 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1081 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Entering Unmasked Estep Score: -55870.480469 Penalty: 317.846710 Iteration 0F: 2 clusters Score -55870.48 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -55038.125000 Penalty: 635.693420 Iteration 0F: 3 clusters Score -55038.12 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -55387.941406 Penalty: 635.693420 Iteration 1F: 3 clusters Score -55387.94 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -55509.621094 Penalty: 635.693420 Iteration 2F: 3 clusters Score -55509.62 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -55587.468750 Penalty: 635.693420 Iteration 3F: 3 clusters Score -55587.47 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -55633.535156 Penalty: 635.693420 Iteration 4F: 3 clusters Score -55633.54 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -55653.386719 Penalty: 635.693420 Iteration 5Q: 3 clusters Score -55653.39 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -55673.640625 Penalty: 635.693420 Iteration 6Q: 3 clusters Score -55673.64 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -55682.125000 Penalty: 635.693420 Iteration 7Q: 3 clusters Score -55682.12 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -55687.539062 Penalty: 635.693420 Iteration 8Q: 3 clusters Score -55687.54 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -55691.351562 Penalty: 635.693420 Iteration 9Q: 3 clusters Score -55691.35 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -55694.191406 Penalty: 635.693420 Iteration 10Q: 3 clusters Score -55694.19 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -55698.152344 Penalty: 635.693420 Iteration 11Q: 3 clusters Score -55698.15 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -55702.722656 Penalty: 635.693420 Iteration 12Q: 3 clusters Score -55702.72 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -55705.417969 Penalty: 635.693420 Iteration 13Q: 3 clusters Score -55705.42 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -55706.796875 Penalty: 635.693420 Iteration 14Q: 3 clusters Score -55706.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -55707.781250 Penalty: 635.693420 Iteration 15Q: 3 clusters Score -55707.78 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -55708.058594 Penalty: 635.693420 Iteration 16Q: 3 clusters Score -55708.06 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -55708.058594 Penalty: 635.693420 Iteration 17F: 3 clusters Score -55708.06 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (5636 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5636 members Entering Unmasked Estep Score: -344253.562500 Penalty: 392.980286 Iteration 0F: 2 clusters Score -344253.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2880 members Mstep: Class 2 contains 2756 members Entering Unmasked Estep Score: -340422.250000 Penalty: 785.960571 Iteration 0F: 3 clusters Score -340422.2 nChanged 2563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3243 members Mstep: Class 2 contains 2393 members Entering Unmasked Estep Score: -341892.187500 Penalty: 785.960571 Iteration 1F: 3 clusters Score -341892.2 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3431 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -342036.843750 Penalty: 785.960571 Iteration 2F: 3 clusters Score -342036.8 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3671 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -342224.125000 Penalty: 785.960571 Iteration 3F: 3 clusters Score -342224.1 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3996 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -342499.625000 Penalty: 785.960571 Iteration 4F: 3 clusters Score -342499.6 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4364 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -342819.750000 Penalty: 785.960571 Iteration 5F: 3 clusters Score -342819.8 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4666 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -343095.218750 Penalty: 785.960571 Iteration 6F: 3 clusters Score -343095.2 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4925 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -343344.843750 Penalty: 785.960571 Iteration 7Q: 3 clusters Score -343344.8 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5132 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -343544.500000 Penalty: 785.960571 Iteration 8Q: 3 clusters Score -343544.5 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5272 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -343693.812500 Penalty: 785.960571 Iteration 9Q: 3 clusters Score -343693.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5358 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -343767.593750 Penalty: 785.960571 Iteration 10Q: 3 clusters Score -343767.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5403 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -343801.468750 Penalty: 785.960571 Iteration 11Q: 3 clusters Score -343801.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5441 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -343829.593750 Penalty: 785.960571 Iteration 12Q: 3 clusters Score -343829.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5464 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -343845.375000 Penalty: 785.960571 Iteration 13Q: 3 clusters Score -343845.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5480 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -343863.406250 Penalty: 785.960571 Iteration 14Q: 3 clusters Score -343863.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5495 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -343878.531250 Penalty: 785.960571 Iteration 15Q: 3 clusters Score -343878.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5502 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -343883.468750 Penalty: 785.960571 Iteration 16Q: 3 clusters Score -343883.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5511 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -343889.125000 Penalty: 785.960571 Iteration 17Q: 3 clusters Score -343889.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5520 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -343895.156250 Penalty: 785.960571 Iteration 18Q: 3 clusters Score -343895.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5525 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -343900.156250 Penalty: 785.960571 Iteration 19Q: 3 clusters Score -343900.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5534 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -343907.843750 Penalty: 785.960571 Iteration 20F: 3 clusters Score -343907.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5540 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -343914.687500 Penalty: 785.960571 Iteration 21Q: 3 clusters Score -343914.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5543 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -343921.250000 Penalty: 785.960571 Iteration 22Q: 3 clusters Score -343921.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5546 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -343926.312500 Penalty: 785.960571 Iteration 23Q: 3 clusters Score -343926.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5549 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -343929.187500 Penalty: 785.960571 Iteration 24Q: 3 clusters Score -343929.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5549 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -343930.500000 Penalty: 785.960571 Iteration 25Q: 3 clusters Score -343930.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5548 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -343930.906250 Penalty: 785.960571 Iteration 26Q: 3 clusters Score -343930.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5548 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -343930.906250 Penalty: 785.960571 Iteration 27F: 3 clusters Score -343930.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (514 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Entering Unmasked Estep Score: -26244.763672 Penalty: 284.021149 Iteration 0F: 2 clusters Score -26244.76 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -25760.250000 Penalty: 568.042297 Iteration 0F: 3 clusters Score -25760.25 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -25894.908203 Penalty: 568.042297 Iteration 1F: 3 clusters Score -25894.91 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -25937.216797 Penalty: 568.042297 Iteration 2F: 3 clusters Score -25937.22 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -25962.257812 Penalty: 568.042297 Iteration 3F: 3 clusters Score -25962.26 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -25977.453125 Penalty: 568.042297 Iteration 4Q: 3 clusters Score -25977.45 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -25982.134766 Penalty: 568.042297 Iteration 5Q: 3 clusters Score -25982.13 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -25992.542969 Penalty: 568.042297 Iteration 6Q: 3 clusters Score -25992.54 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -26003.830078 Penalty: 568.042297 Iteration 7Q: 3 clusters Score -26003.83 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -26009.580078 Penalty: 568.042297 Iteration 8Q: 3 clusters Score -26009.58 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -26014.109375 Penalty: 568.042297 Iteration 9Q: 3 clusters Score -26014.11 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -26019.861328 Penalty: 568.042297 Iteration 10Q: 3 clusters Score -26019.86 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -26023.242188 Penalty: 568.042297 Iteration 11Q: 3 clusters Score -26023.24 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -26024.933594 Penalty: 568.042297 Iteration 12Q: 3 clusters Score -26024.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -26026.552734 Penalty: 568.042297 Iteration 13Q: 3 clusters Score -26026.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -26027.230469 Penalty: 568.042297 Iteration 14Q: 3 clusters Score -26027.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -26027.230469 Penalty: 568.042297 Iteration 15F: 3 clusters Score -26027.23 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (2557 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2557 members Entering Unmasked Estep Score: -139754.875000 Penalty: 357.019836 Iteration 0F: 2 clusters Score -139754.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -137973.468750 Penalty: 714.039673 Iteration 0F: 3 clusters Score -137973.5 nChanged 1115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -138574.000000 Penalty: 714.039673 Iteration 1F: 3 clusters Score -138574 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -138672.265625 Penalty: 714.039673 Iteration 2F: 3 clusters Score -138672.3 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -138767.343750 Penalty: 714.039673 Iteration 3F: 3 clusters Score -138767.3 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -138876.750000 Penalty: 714.039673 Iteration 4F: 3 clusters Score -138876.8 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -139002.734375 Penalty: 714.039673 Iteration 5F: 3 clusters Score -139002.7 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2101 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -139131.906250 Penalty: 714.039673 Iteration 6F: 3 clusters Score -139131.9 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -139224.750000 Penalty: 714.039673 Iteration 7Q: 3 clusters Score -139224.8 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -139298.859375 Penalty: 714.039673 Iteration 8Q: 3 clusters Score -139298.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -139349.203125 Penalty: 714.039673 Iteration 9Q: 3 clusters Score -139349.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2413 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -139396.640625 Penalty: 714.039673 Iteration 10Q: 3 clusters Score -139396.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2454 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -139441.656250 Penalty: 714.039673 Iteration 11Q: 3 clusters Score -139441.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -139467.109375 Penalty: 714.039673 Iteration 12Q: 3 clusters Score -139467.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2489 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -139481.687500 Penalty: 714.039673 Iteration 13Q: 3 clusters Score -139481.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -139490.718750 Penalty: 714.039673 Iteration 14Q: 3 clusters Score -139490.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -139490.718750 Penalty: 714.039673 Iteration 15F: 3 clusters Score -139490.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (129 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Entering Unmasked Estep Score: -4500.200195 Penalty: 221.121460 Iteration 0F: 2 clusters Score -4500.2 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 63 members Entering Unmasked Estep Score: -4297.306641 Penalty: 442.242920 Iteration 0F: 3 clusters Score -4297.307 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -4400.079102 Penalty: 442.242920 Iteration 1F: 3 clusters Score -4400.079 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -4416.188477 Penalty: 442.242920 Iteration 2F: 3 clusters Score -4416.188 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1503 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Entering Unmasked Estep Score: -90384.273438 Penalty: 332.842438 Iteration 0F: 2 clusters Score -90384.27 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -89224.351562 Penalty: 665.684875 Iteration 0F: 3 clusters Score -89224.35 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -89604.734375 Penalty: 665.684875 Iteration 1F: 3 clusters Score -89604.73 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -89671.664062 Penalty: 665.684875 Iteration 2F: 3 clusters Score -89671.66 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -89714.492188 Penalty: 665.684875 Iteration 3Q: 3 clusters Score -89714.49 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -89742.109375 Penalty: 665.684875 Iteration 4Q: 3 clusters Score -89742.11 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -89768.226562 Penalty: 665.684875 Iteration 5Q: 3 clusters Score -89768.23 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -89788.296875 Penalty: 665.684875 Iteration 6Q: 3 clusters Score -89788.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -89808.101562 Penalty: 665.684875 Iteration 7Q: 3 clusters Score -89808.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -89825.515625 Penalty: 665.684875 Iteration 8Q: 3 clusters Score -89825.52 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -89861.015625 Penalty: 665.684875 Iteration 9Q: 3 clusters Score -89861.02 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -89879.359375 Penalty: 665.684875 Iteration 10Q: 3 clusters Score -89879.36 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -89892.109375 Penalty: 665.684875 Iteration 11Q: 3 clusters Score -89892.11 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -89905.132812 Penalty: 665.684875 Iteration 12Q: 3 clusters Score -89905.13 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -89910.929688 Penalty: 665.684875 Iteration 13Q: 3 clusters Score -89910.93 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -89917.335938 Penalty: 665.684875 Iteration 14Q: 3 clusters Score -89917.34 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -89922.210938 Penalty: 665.684875 Iteration 15Q: 3 clusters Score -89922.21 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -89923.921875 Penalty: 665.684875 Iteration 16Q: 3 clusters Score -89923.92 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -89925.281250 Penalty: 665.684875 Iteration 17Q: 3 clusters Score -89925.28 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -89925.906250 Penalty: 665.684875 Iteration 18Q: 3 clusters Score -89925.91 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -89928.539062 Penalty: 665.684875 Iteration 19Q: 3 clusters Score -89928.54 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -89931.562500 Penalty: 665.684875 Iteration 20F: 3 clusters Score -89931.56 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -89935.250000 Penalty: 665.684875 Iteration 21Q: 3 clusters Score -89935.25 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -89937.742188 Penalty: 665.684875 Iteration 22Q: 3 clusters Score -89937.74 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -89938.273438 Penalty: 665.684875 Iteration 23Q: 3 clusters Score -89938.27 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -89939.554688 Penalty: 665.684875 Iteration 24Q: 3 clusters Score -89939.55 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -89940.984375 Penalty: 665.684875 Iteration 25Q: 3 clusters Score -89940.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -89942.242188 Penalty: 665.684875 Iteration 26Q: 3 clusters Score -89942.24 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -89943.757812 Penalty: 665.684875 Iteration 27Q: 3 clusters Score -89943.76 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -89945.250000 Penalty: 665.684875 Iteration 28Q: 3 clusters Score -89945.25 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -89946.312500 Penalty: 665.684875 Iteration 29Q: 3 clusters Score -89946.31 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -89946.968750 Penalty: 665.684875 Iteration 30Q: 3 clusters Score -89946.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -89946.968750 Penalty: 665.684875 Iteration 31F: 3 clusters Score -89946.97 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (992 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Entering Unmasked Estep Score: -60392.949219 Penalty: 313.937408 Iteration 0F: 2 clusters Score -60392.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -59591.726562 Penalty: 627.874817 Iteration 0F: 3 clusters Score -59591.73 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -59775.644531 Penalty: 627.874817 Iteration 1F: 3 clusters Score -59775.64 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -59818.898438 Penalty: 627.874817 Iteration 2F: 3 clusters Score -59818.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -59843.707031 Penalty: 627.874817 Iteration 3Q: 3 clusters Score -59843.71 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -59859.300781 Penalty: 627.874817 Iteration 4Q: 3 clusters Score -59859.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -59872.527344 Penalty: 627.874817 Iteration 5Q: 3 clusters Score -59872.53 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -59880.679688 Penalty: 627.874817 Iteration 6Q: 3 clusters Score -59880.68 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -59884.250000 Penalty: 627.874817 Iteration 7Q: 3 clusters Score -59884.25 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -59887.347656 Penalty: 627.874817 Iteration 8Q: 3 clusters Score -59887.35 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -59891.457031 Penalty: 627.874817 Iteration 9Q: 3 clusters Score -59891.46 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -59894.617188 Penalty: 627.874817 Iteration 10Q: 3 clusters Score -59894.62 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -59896.558594 Penalty: 627.874817 Iteration 11Q: 3 clusters Score -59896.56 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -59897.175781 Penalty: 627.874817 Iteration 12Q: 3 clusters Score -59897.18 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -59897.675781 Penalty: 627.874817 Iteration 13Q: 3 clusters Score -59897.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -59898.175781 Penalty: 627.874817 Iteration 14Q: 3 clusters Score -59898.18 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -59899.562500 Penalty: 627.874817 Iteration 15Q: 3 clusters Score -59899.56 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -59901.597656 Penalty: 627.874817 Iteration 16Q: 3 clusters Score -59901.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -59902.902344 Penalty: 627.874817 Iteration 17Q: 3 clusters Score -59902.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -59904.625000 Penalty: 627.874817 Iteration 18Q: 3 clusters Score -59904.62 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -59906.019531 Penalty: 627.874817 Iteration 19Q: 3 clusters Score -59906.02 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -59907.242188 Penalty: 627.874817 Iteration 20F: 3 clusters Score -59907.24 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -59909.507812 Penalty: 627.874817 Iteration 21Q: 3 clusters Score -59909.51 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -59911.042969 Penalty: 627.874817 Iteration 22Q: 3 clusters Score -59911.04 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -59911.710938 Penalty: 627.874817 Iteration 23Q: 3 clusters Score -59911.71 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -59914.277344 Penalty: 627.874817 Iteration 24Q: 3 clusters Score -59914.28 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -59915.718750 Penalty: 627.874817 Iteration 25Q: 3 clusters Score -59915.72 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -59918.144531 Penalty: 627.874817 Iteration 26Q: 3 clusters Score -59918.14 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -59918.773438 Penalty: 627.874817 Iteration 27Q: 3 clusters Score -59918.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -59918.886719 Penalty: 627.874817 Iteration 28Q: 3 clusters Score -59918.89 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -59918.886719 Penalty: 627.874817 Iteration 29F: 3 clusters Score -59918.89 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (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: -8672.939453 Penalty: 238.978455 Iteration 0F: 2 clusters Score -8672.939 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -8385.997070 Penalty: 477.956909 Iteration 0F: 3 clusters Score -8385.997 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -8450.246094 Penalty: 477.956909 Iteration 1F: 3 clusters Score -8450.246 nChanged 16 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: -8483.792969 Penalty: 477.956909 Iteration 2F: 3 clusters Score -8483.793 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -8491.333008 Penalty: 477.956909 Iteration 3Q: 3 clusters Score -8491.333 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -8494.566406 Penalty: 477.956909 Iteration 4Q: 3 clusters Score -8494.566 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -8497.059570 Penalty: 477.956909 Iteration 5Q: 3 clusters Score -8497.06 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -8498.818359 Penalty: 477.956909 Iteration 6Q: 3 clusters Score -8498.818 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -8502.646484 Penalty: 477.956909 Iteration 7Q: 3 clusters Score -8502.646 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -8507.282227 Penalty: 477.956909 Iteration 8Q: 3 clusters Score -8507.282 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -8507.282227 Penalty: 477.956909 Iteration 9F: 3 clusters Score -8507.282 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (93327 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93327 members Entering Unmasked Estep Score: -5260068.000000 Penalty: 520.695862 Iteration 0F: 2 clusters Score -5260068 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46765 members Mstep: Class 2 contains 46562 members Entering Unmasked Estep Score: -5196930.500000 Penalty: 1041.391724 Iteration 0F: 3 clusters Score -5196930 nChanged 45770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49551 members Mstep: Class 2 contains 43776 members Entering Unmasked Estep Score: -5224137.500000 Penalty: 1041.391724 Iteration 1F: 3 clusters Score -5224138 nChanged 3403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51908 members Mstep: Class 2 contains 41419 members Entering Unmasked Estep Score: -5225350.500000 Penalty: 1041.391724 Iteration 2Q: 3 clusters Score -5225350 nChanged 4493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55533 members Mstep: Class 2 contains 37794 members Entering Unmasked Estep Score: -5227360.000000 Penalty: 1041.391724 Iteration 3Q: 3 clusters Score -5227360 nChanged 5933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60788 members Mstep: Class 2 contains 32539 members Entering Unmasked Estep Score: -5231119.000000 Penalty: 1041.391724 Iteration 4F: 3 clusters Score -5231119 nChanged 7148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67416 members Mstep: Class 2 contains 25911 members Entering Unmasked Estep Score: -5236962.500000 Penalty: 1041.391724 Iteration 5F: 3 clusters Score -5236962 nChanged 7375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74381 members Mstep: Class 2 contains 18946 members Entering Unmasked Estep Score: -5243962.500000 Penalty: 1041.391724 Iteration 6F: 3 clusters Score -5243962 nChanged 5866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79897 members Mstep: Class 2 contains 13430 members Entering Unmasked Estep Score: -5249751.000000 Penalty: 1041.391724 Iteration 7F: 3 clusters Score -5249751 nChanged 3947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83512 members Mstep: Class 2 contains 9815 members Entering Unmasked Estep Score: -5253366.500000 Penalty: 1041.391724 Iteration 8Q: 3 clusters Score -5253366 nChanged 2553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85817 members Mstep: Class 2 contains 7510 members Entering Unmasked Estep Score: -5255473.000000 Penalty: 1041.391724 Iteration 9Q: 3 clusters Score -5255473 nChanged 1747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87492 members Mstep: Class 2 contains 5835 members Entering Unmasked Estep Score: -5256888.000000 Penalty: 1041.391724 Iteration 10Q: 3 clusters Score -5256888 nChanged 1293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88753 members Mstep: Class 2 contains 4574 members Entering Unmasked Estep Score: -5257824.500000 Penalty: 1041.391724 Iteration 11Q: 3 clusters Score -5257824 nChanged 962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89685 members Mstep: Class 2 contains 3642 members Entering Unmasked Estep Score: -5258478.500000 Penalty: 1041.391724 Iteration 12Q: 3 clusters Score -5258478 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90358 members Mstep: Class 2 contains 2969 members Entering Unmasked Estep Score: -5258860.500000 Penalty: 1041.391724 Iteration 13Q: 3 clusters Score -5258860 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90864 members Mstep: Class 2 contains 2463 members Entering Unmasked Estep Score: -5259168.000000 Penalty: 1041.391724 Iteration 14Q: 3 clusters Score -5259168 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91227 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -5259329.000000 Penalty: 1041.391724 Iteration 15Q: 3 clusters Score -5259329 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91508 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -5259447.000000 Penalty: 1041.391724 Iteration 16Q: 3 clusters Score -5259447 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91728 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -5259529.500000 Penalty: 1041.391724 Iteration 17Q: 3 clusters Score -5259530 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91910 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -5259613.500000 Penalty: 1041.391724 Iteration 18Q: 3 clusters Score -5259614 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92054 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -5259661.500000 Penalty: 1041.391724 Iteration 19Q: 3 clusters Score -5259662 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92177 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -5259700.000000 Penalty: 1041.391724 Iteration 20F: 3 clusters Score -5259700 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92267 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -5259725.500000 Penalty: 1041.391724 Iteration 21Q: 3 clusters Score -5259726 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92334 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -5259731.500000 Penalty: 1041.391724 Iteration 22Q: 3 clusters Score -5259732 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92385 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -5259741.500000 Penalty: 1041.391724 Iteration 23Q: 3 clusters Score -5259742 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92419 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -5259757.000000 Penalty: 1041.391724 Iteration 24Q: 3 clusters Score -5259757 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92450 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -5259769.000000 Penalty: 1041.391724 Iteration 25Q: 3 clusters Score -5259769 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92473 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -5259782.500000 Penalty: 1041.391724 Iteration 26Q: 3 clusters Score -5259782 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92498 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -5259786.500000 Penalty: 1041.391724 Iteration 27Q: 3 clusters Score -5259786 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92522 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -5259796.500000 Penalty: 1041.391724 Iteration 28Q: 3 clusters Score -5259796 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92543 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -5259804.500000 Penalty: 1041.391724 Iteration 29Q: 3 clusters Score -5259804 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92564 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -5259808.500000 Penalty: 1041.391724 Iteration 30Q: 3 clusters Score -5259808 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92584 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -5259818.500000 Penalty: 1041.391724 Iteration 31Q: 3 clusters Score -5259818 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92596 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -5259815.000000 Penalty: 1041.391724 Iteration 32Q: 3 clusters Score -5259815 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92612 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -5259824.500000 Penalty: 1041.391724 Iteration 33Q: 3 clusters Score -5259824 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92620 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -5259827.500000 Penalty: 1041.391724 Iteration 34Q: 3 clusters Score -5259828 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92626 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -5259830.500000 Penalty: 1041.391724 Iteration 35Q: 3 clusters Score -5259830 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92633 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -5259828.500000 Penalty: 1041.391724 Iteration 36Q: 3 clusters Score -5259828 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92637 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -5259834.500000 Penalty: 1041.391724 Iteration 37Q: 3 clusters Score -5259834 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92644 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -5259831.500000 Penalty: 1041.391724 Iteration 38Q: 3 clusters Score -5259832 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92649 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -5259832.000000 Penalty: 1041.391724 Iteration 39Q: 3 clusters Score -5259832 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92654 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -5259833.000000 Penalty: 1041.391724 Iteration 40F: 3 clusters Score -5259833 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92659 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -5259838.500000 Penalty: 1041.391724 Iteration 41Q: 3 clusters Score -5259838 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92661 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -5259840.000000 Penalty: 1041.391724 Iteration 42Q: 3 clusters Score -5259840 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92660 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -5259841.000000 Penalty: 1041.391724 Iteration 43Q: 3 clusters Score -5259841 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92663 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -5259842.000000 Penalty: 1041.391724 Iteration 44Q: 3 clusters Score -5259842 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92667 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -5259847.000000 Penalty: 1041.391724 Iteration 45Q: 3 clusters Score -5259847 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92674 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -5259842.500000 Penalty: 1041.391724 Iteration 46Q: 3 clusters Score -5259842 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92674 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -5259840.500000 Penalty: 1041.391724 Iteration 47Q: 3 clusters Score -5259840 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92674 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -5259842.000000 Penalty: 1041.391724 Iteration 48Q: 3 clusters Score -5259842 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92672 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -5259844.500000 Penalty: 1041.391724 Iteration 49Q: 3 clusters Score -5259844 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92672 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -5259850.500000 Penalty: 1041.391724 Iteration 50Q: 3 clusters Score -5259850 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92677 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -5259850.000000 Penalty: 1041.391724 Iteration 51Q: 3 clusters Score -5259850 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92684 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -5259851.000000 Penalty: 1041.391724 Iteration 52Q: 3 clusters Score -5259851 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92692 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -5259851.000000 Penalty: 1041.391724 Iteration 53Q: 3 clusters Score -5259851 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92696 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -5259849.500000 Penalty: 1041.391724 Iteration 54Q: 3 clusters Score -5259850 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92697 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -5259853.000000 Penalty: 1041.391724 Iteration 55Q: 3 clusters Score -5259853 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92699 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -5259853.000000 Penalty: 1041.391724 Iteration 56Q: 3 clusters Score -5259853 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92703 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -5259856.500000 Penalty: 1041.391724 Iteration 57Q: 3 clusters Score -5259856 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92705 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -5259858.000000 Penalty: 1041.391724 Iteration 58Q: 3 clusters Score -5259858 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92706 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -5259855.000000 Penalty: 1041.391724 Iteration 59Q: 3 clusters Score -5259855 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92706 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -5259855.000000 Penalty: 1041.391724 Iteration 60F: 3 clusters Score -5259855 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (157 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Entering Unmasked Estep Score: -6240.226074 Penalty: 230.059189 Iteration 0F: 2 clusters Score -6240.226 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 78 members Entering Unmasked Estep Score: -6006.816895 Penalty: 460.118378 Iteration 0F: 3 clusters Score -6006.817 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -6097.659180 Penalty: 460.118378 Iteration 1F: 3 clusters Score -6097.659 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -6108.734375 Penalty: 460.118378 Iteration 2F: 3 clusters Score -6108.734 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -6110.698730 Penalty: 460.118378 Iteration 3Q: 3 clusters Score -6110.699 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -6116.374023 Penalty: 460.118378 Iteration 4Q: 3 clusters Score -6116.374 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -6128.125488 Penalty: 460.118378 Iteration 5Q: 3 clusters Score -6128.125 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -6129.769531 Penalty: 460.118378 Iteration 6Q: 3 clusters Score -6129.77 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -6129.769531 Penalty: 460.118378 Iteration 7F: 3 clusters Score -6129.77 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (133 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Entering Unmasked Estep Score: -5812.925293 Penalty: 222.510880 Iteration 0F: 2 clusters Score -5812.925 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -5570.084473 Penalty: 445.021759 Iteration 0F: 3 clusters Score -5570.084 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -5609.551758 Penalty: 445.021759 Iteration 1F: 3 clusters Score -5609.552 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -5620.713379 Penalty: 445.021759 Iteration 2F: 3 clusters Score -5620.713 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -5628.696777 Penalty: 445.021759 Iteration 3Q: 3 clusters Score -5628.697 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -5642.154297 Penalty: 445.021759 Iteration 4Q: 3 clusters Score -5642.154 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -5646.683105 Penalty: 445.021759 Iteration 5Q: 3 clusters Score -5646.683 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -5646.683105 Penalty: 445.021759 Iteration 6F: 3 clusters Score -5646.683 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (240 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Entering Unmasked Estep Score: -12139.075195 Penalty: 249.369080 Iteration 0F: 2 clusters Score -12139.08 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 121 members Entering Unmasked Estep Score: -11823.725586 Penalty: 498.738159 Iteration 0F: 3 clusters Score -11823.73 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -11894.179688 Penalty: 498.738159 Iteration 1F: 3 clusters Score -11894.18 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -11922.181641 Penalty: 498.738159 Iteration 2F: 3 clusters Score -11922.18 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -11936.502930 Penalty: 498.738159 Iteration 3F: 3 clusters Score -11936.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -11948.218750 Penalty: 498.738159 Iteration 4Q: 3 clusters Score -11948.22 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -11959.235352 Penalty: 498.738159 Iteration 5Q: 3 clusters Score -11959.24 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -11965.635742 Penalty: 498.738159 Iteration 6Q: 3 clusters Score -11965.64 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -11973.714844 Penalty: 498.738159 Iteration 7Q: 3 clusters Score -11973.71 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -11976.420898 Penalty: 498.738159 Iteration 8Q: 3 clusters Score -11976.42 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -11980.070312 Penalty: 498.738159 Iteration 9Q: 3 clusters Score -11980.07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -11982.088867 Penalty: 498.738159 Iteration 10Q: 3 clusters Score -11982.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -11985.765625 Penalty: 498.738159 Iteration 11Q: 3 clusters Score -11985.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -11985.992188 Penalty: 498.738159 Iteration 12Q: 3 clusters Score -11985.99 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -11985.992188 Penalty: 498.738159 Iteration 13F: 3 clusters Score -11985.99 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (312 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Entering Unmasked Estep Score: -12450.151367 Penalty: 261.306641 Iteration 0F: 2 clusters Score -12450.15 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 155 members Entering Unmasked Estep Score: -12110.139648 Penalty: 522.613281 Iteration 0F: 3 clusters Score -12110.14 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -12265.396484 Penalty: 522.613281 Iteration 1F: 3 clusters Score -12265.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -12322.948242 Penalty: 522.613281 Iteration 2F: 3 clusters Score -12322.95 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -12351.721680 Penalty: 522.613281 Iteration 3Q: 3 clusters Score -12351.72 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -12383.162109 Penalty: 522.613281 Iteration 4Q: 3 clusters Score -12383.16 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -12414.497070 Penalty: 522.613281 Iteration 5Q: 3 clusters Score -12414.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -12432.833008 Penalty: 522.613281 Iteration 6Q: 3 clusters Score -12432.83 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -12445.098633 Penalty: 522.613281 Iteration 7Q: 3 clusters Score -12445.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -12460.322266 Penalty: 522.613281 Iteration 8Q: 3 clusters Score -12460.32 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -12463.687500 Penalty: 522.613281 Iteration 9Q: 3 clusters Score -12463.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -12464.834961 Penalty: 522.613281 Iteration 10Q: 3 clusters Score -12464.83 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -12465.320312 Penalty: 522.613281 Iteration 11Q: 3 clusters Score -12465.32 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -12465.406250 Penalty: 522.613281 Iteration 12F: 3 clusters Score -12465.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -12468.654297 Penalty: 522.613281 Iteration 13Q: 3 clusters Score -12468.65 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -12468.654297 Penalty: 522.613281 Iteration 14F: 3 clusters Score -12468.65 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1167 members Mstep: Class 1 contains 11065 members Mstep: Class 2 contains 157 members Mstep: Class 3 contains 571 members Mstep: Class 4 contains 201 members Mstep: Class 5 contains 184 members Mstep: Class 6 contains 1193 members Mstep: Class 7 contains 457 members Mstep: Class 8 contains 190 members Mstep: Class 9 contains 877 members Mstep: Class 10 contains 98 members Mstep: Class 11 contains 1453 members Mstep: Class 12 contains 747 members Mstep: Class 13 contains 19110 members Mstep: Class 14 contains 137 members Mstep: Class 15 contains 252 members Mstep: Class 16 contains 139 members Mstep: Class 17 contains 1081 members Mstep: Class 18 contains 5636 members Mstep: Class 19 contains 514 members Mstep: Class 20 contains 2557 members Mstep: Class 21 contains 129 members Mstep: Class 22 contains 1503 members Mstep: Class 23 contains 992 members Mstep: Class 24 contains 191 members Mstep: Class 25 contains 93327 members Mstep: Class 26 contains 157 members Mstep: Class 27 contains 133 members Mstep: Class 28 contains 240 members Mstep: Class 29 contains 149 members Mstep: Class 30 contains 163 members Entering Unmasked Estep Score: -7913235.000000 Penalty: 16220.160156 Splitting cluster 29 changes total score from -7913499.500000 to -7913235.000000 So it's not getting split. --- Evaluating fit on full set of 434311 points --- Entering Unmasked Estep Score: -23766926.000000 Penalty: 17129.109375 24->30 Clusters: Score -23766926.000000, best is -23763254.000000 THE BEST YET! Starting from 25 clusters... Entering ConstructFrom: --- Running on subset of 144770 points --- Entering CEM Assigned 25 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6093 members Mstep: Class 2 contains 6058 members Mstep: Class 3 contains 6031 members Mstep: Class 4 contains 6035 members Mstep: Class 5 contains 6123 members Mstep: Class 6 contains 6013 members Mstep: Class 7 contains 6109 members Mstep: Class 8 contains 6026 members Mstep: Class 9 contains 6041 members Mstep: Class 10 contains 5929 members Mstep: Class 11 contains 5992 members Mstep: Class 12 contains 5892 members Mstep: Class 13 contains 5968 members Mstep: Class 14 contains 6139 members Mstep: Class 15 contains 6025 members Mstep: Class 16 contains 6068 members Mstep: Class 17 contains 6013 members Mstep: Class 18 contains 6108 members Mstep: Class 19 contains 6064 members Mstep: Class 20 contains 6038 members Mstep: Class 21 contains 5993 members Mstep: Class 22 contains 5949 members Mstep: Class 23 contains 6037 members Mstep: Class 24 contains 6026 members Entering Unmasked Estep ConsiderDeletion Deleting Class 22. Lose 0.514575 but Gain 540.671875 Score: -5391449.500000 Penalty: 12435.456055 Iteration 0F: 24 clusters Score -5391450 nChanged 138691 Entering Unmasked Mstep Mstep: Class 0 contains 2596 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 177 members Mstep: Class 3 contains 58 members Mstep: Class 4 contains 88 members Mstep: Class 5 contains 32236 members Mstep: Class 6 contains 354 members Mstep: Class 7 contains 71 members Mstep: Class 8 contains 89959 members Mstep: Class 9 contains 29 members Mstep: Class 10 contains 1017 members Mstep: Class 11 contains 44 members Mstep: Class 12 contains 337 members Mstep: Class 13 contains 196 members Mstep: Class 14 contains 6183 members Mstep: Class 15 contains 1571 members Mstep: Class 16 contains 3357 members Mstep: Class 17 contains 20 members Mstep: Class 18 contains 384 members Mstep: Class 19 contains 358 members Mstep: Class 20 contains 3496 members Mstep: Class 21 contains 275 members Mstep: Class 23 contains 1548 members Mstep: Class 24 contains 71 members Entering Unmasked Estep ConsiderDeletion Deleting Class 24. Lose 49.709225 but Gain 540.671875 Score: -7571479.000000 Penalty: 11894.784180 Iteration 1F: 23 clusters Score -7571479 nChanged 40468 Entering Unmasked Mstep Mstep: Class 0 contains 1646 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 326 members Mstep: Class 3 contains 67 members Mstep: Class 4 contains 96 members Mstep: Class 5 contains 9165 members Mstep: Class 6 contains 1089 members Mstep: Class 7 contains 788 members Mstep: Class 8 contains 110378 members Mstep: Class 9 contains 62 members Mstep: Class 10 contains 2294 members Mstep: Class 11 contains 36 members Mstep: Class 12 contains 458 members Mstep: Class 13 contains 287 members Mstep: Class 14 contains 7180 members Mstep: Class 15 contains 3747 members Mstep: Class 16 contains 3512 members Mstep: Class 17 contains 28 members Mstep: Class 18 contains 327 members Mstep: Class 19 contains 485 members Mstep: Class 20 contains 227 members Mstep: Class 21 contains 279 members Mstep: Class 23 contains 2046 members Entering Unmasked Estep ConsiderDeletion Deleting Class 4. Lose 80.673935 but Gain 540.671875 Score: -7848277.000000 Penalty: 11354.112305 Iteration 2F: 22 clusters Score -7848277 nChanged 15293 Entering Unmasked Mstep Mstep: Class 0 contains 1139 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 446 members Mstep: Class 3 contains 68 members Mstep: Class 5 contains 3901 members Mstep: Class 6 contains 1034 members Mstep: Class 7 contains 1246 members Mstep: Class 8 contains 117490 members Mstep: Class 9 contains 45 members Mstep: Class 10 contains 2654 members Mstep: Class 11 contains 85 members Mstep: Class 12 contains 592 members Mstep: Class 13 contains 209 members Mstep: Class 14 contains 8642 members Mstep: Class 15 contains 1969 members Mstep: Class 16 contains 1692 members Mstep: Class 17 contains 24 members Mstep: Class 18 contains 345 members Mstep: Class 19 contains 543 members Mstep: Class 20 contains 119 members Mstep: Class 21 contains 224 members Mstep: Class 23 contains 2158 members Entering Unmasked Estep ConsiderDeletion Deleting Class 17. Lose 100.994415 but Gain 540.671875 Score: -7884403.000000 Penalty: 10813.440430 Iteration 3F: 21 clusters Score -7884403 nChanged 6613 Entering Unmasked Mstep Mstep: Class 0 contains 1129 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 526 members Mstep: Class 3 contains 76 members Mstep: Class 5 contains 2063 members Mstep: Class 6 contains 835 members Mstep: Class 7 contains 1256 members Mstep: Class 8 contains 119591 members Mstep: Class 9 contains 44 members Mstep: Class 10 contains 2732 members Mstep: Class 11 contains 156 members Mstep: Class 12 contains 630 members Mstep: Class 13 contains 196 members Mstep: Class 14 contains 10215 members Mstep: Class 15 contains 982 members Mstep: Class 16 contains 985 members Mstep: Class 18 contains 308 members Mstep: Class 19 contains 467 members Mstep: Class 20 contains 92 members Mstep: Class 21 contains 207 members Mstep: Class 23 contains 2145 members Entering Unmasked Estep ConsiderDeletion Deleting Class 9. Lose 267.266449 but Gain 540.671875 Score: -7892316.500000 Penalty: 10272.768555 Iteration 4Q: 20 clusters Score -7892316 nChanged 3124 Entering Unmasked Mstep Mstep: Class 0 contains 1129 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 566 members Mstep: Class 3 contains 81 members Mstep: Class 5 contains 1297 members Mstep: Class 6 contains 697 members Mstep: Class 7 contains 1256 members Mstep: Class 8 contains 119654 members Mstep: Class 10 contains 2815 members Mstep: Class 11 contains 214 members Mstep: Class 12 contains 597 members Mstep: Class 13 contains 229 members Mstep: Class 14 contains 11517 members Mstep: Class 15 contains 790 members Mstep: Class 16 contains 728 members Mstep: Class 18 contains 278 members Mstep: Class 19 contains 382 members Mstep: Class 20 contains 83 members Mstep: Class 21 contains 235 members Mstep: Class 23 contains 2048 members Entering Unmasked Estep ConsiderDeletion Deleting Class 18. Lose 507.600861 but Gain 540.672852 Score: -7895700.000000 Penalty: 9732.095703 Iteration 5Q: 19 clusters Score -7895700 nChanged 2222 Entering Unmasked Mstep Mstep: Class 0 contains 1129 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 582 members Mstep: Class 3 contains 88 members Mstep: Class 5 contains 958 members Mstep: Class 6 contains 622 members Mstep: Class 7 contains 1256 members Mstep: Class 8 contains 119147 members Mstep: Class 10 contains 3081 members Mstep: Class 11 contains 237 members Mstep: Class 12 contains 593 members Mstep: Class 13 contains 226 members Mstep: Class 14 contains 12540 members Mstep: Class 15 contains 831 members Mstep: Class 16 contains 585 members Mstep: Class 19 contains 340 members Mstep: Class 20 contains 78 members Mstep: Class 21 contains 250 members Mstep: Class 23 contains 2011 members Entering Unmasked Estep ConsiderDeletion Deleting Class 16. Lose 512.283813 but Gain 540.671875 Score: -7897647.000000 Penalty: 9191.423828 Iteration 6Q: 18 clusters Score -7897647 nChanged 1876 Entering Unmasked Mstep Mstep: Class 0 contains 1129 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 583 members Mstep: Class 3 contains 94 members Mstep: Class 5 contains 799 members Mstep: Class 6 contains 594 members Mstep: Class 7 contains 1256 members Mstep: Class 8 contains 118791 members Mstep: Class 10 contains 3233 members Mstep: Class 11 contains 249 members Mstep: Class 12 contains 590 members Mstep: Class 13 contains 222 members Mstep: Class 14 contains 13641 members Mstep: Class 15 contains 862 members Mstep: Class 19 contains 322 members Mstep: Class 20 contains 79 members Mstep: Class 21 contains 255 members Mstep: Class 23 contains 1829 members Entering Unmasked Estep ConsiderDeletion Score: -7899536.500000 Penalty: 9191.423828 Iteration 7Q: 18 clusters Score -7899536 nChanged 1075 Entering Unmasked Mstep Mstep: Class 0 contains 1129 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 585 members Mstep: Class 3 contains 100 members Mstep: Class 5 contains 742 members Mstep: Class 6 contains 584 members Mstep: Class 7 contains 1256 members Mstep: Class 8 contains 118180 members Mstep: Class 10 contains 3353 members Mstep: Class 11 contains 254 members Mstep: Class 12 contains 585 members Mstep: Class 13 contains 220 members Mstep: Class 14 contains 14287 members Mstep: Class 15 contains 899 members Mstep: Class 19 contains 313 members Mstep: Class 20 contains 73 members Mstep: Class 21 contains 261 members Mstep: Class 23 contains 1687 members Entering Unmasked Estep ConsiderDeletion Score: -7900567.500000 Penalty: 9191.423828 Iteration 8Q: 18 clusters Score -7900568 nChanged 777 Entering Unmasked Mstep Mstep: Class 0 contains 1129 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 584 members Mstep: Class 3 contains 101 members Mstep: Class 5 contains 721 members Mstep: Class 6 contains 592 members Mstep: Class 7 contains 1256 members Mstep: Class 8 contains 117681 members Mstep: Class 10 contains 3358 members Mstep: Class 11 contains 257 members Mstep: Class 12 contains 577 members Mstep: Class 13 contains 219 members Mstep: Class 14 contains 14778 members Mstep: Class 15 contains 931 members Mstep: Class 19 contains 313 members Mstep: Class 20 contains 67 members Mstep: Class 21 contains 264 members Mstep: Class 23 contains 1673 members Entering Unmasked Estep ConsiderDeletion Score: -7901023.500000 Penalty: 9191.423828 Iteration 9Q: 18 clusters Score -7901024 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 1131 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 582 members Mstep: Class 3 contains 102 members Mstep: Class 5 contains 717 members Mstep: Class 6 contains 605 members Mstep: Class 7 contains 1256 members Mstep: Class 8 contains 117248 members Mstep: Class 10 contains 3321 members Mstep: Class 11 contains 259 members Mstep: Class 12 contains 573 members Mstep: Class 13 contains 218 members Mstep: Class 14 contains 15175 members Mstep: Class 15 contains 966 members Mstep: Class 19 contains 312 members Mstep: Class 20 contains 67 members Mstep: Class 21 contains 267 members Mstep: Class 23 contains 1701 members Entering Unmasked Estep ConsiderDeletion Score: -7901289.000000 Penalty: 9191.423828 Iteration 10Q: 18 clusters Score -7901289 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 1131 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 580 members Mstep: Class 3 contains 101 members Mstep: Class 5 contains 708 members Mstep: Class 6 contains 618 members Mstep: Class 7 contains 1256 members Mstep: Class 8 contains 116884 members Mstep: Class 10 contains 3288 members Mstep: Class 11 contains 266 members Mstep: Class 12 contains 570 members Mstep: Class 13 contains 218 members Mstep: Class 14 contains 15497 members Mstep: Class 15 contains 1002 members Mstep: Class 19 contains 313 members Mstep: Class 20 contains 69 members Mstep: Class 21 contains 265 members Mstep: Class 23 contains 1732 members Entering Unmasked Estep ConsiderDeletion Score: -7901379.000000 Penalty: 9191.423828 Iteration 11Q: 18 clusters Score -7901379 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 1131 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 579 members Mstep: Class 3 contains 101 members Mstep: Class 5 contains 697 members Mstep: Class 6 contains 636 members Mstep: Class 7 contains 1256 members Mstep: Class 8 contains 116586 members Mstep: Class 10 contains 3262 members Mstep: Class 11 contains 269 members Mstep: Class 12 contains 569 members Mstep: Class 13 contains 218 members Mstep: Class 14 contains 15765 members Mstep: Class 15 contains 1022 members Mstep: Class 19 contains 314 members Mstep: Class 20 contains 69 members Mstep: Class 21 contains 265 members Mstep: Class 23 contains 1752 members Entering Unmasked Estep ConsiderDeletion Score: -7901496.500000 Penalty: 9191.423828 Iteration 12Q: 18 clusters Score -7901496 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 1131 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 579 members Mstep: Class 3 contains 102 members Mstep: Class 5 contains 702 members Mstep: Class 6 contains 656 members Mstep: Class 7 contains 1256 members Mstep: Class 8 contains 116329 members Mstep: Class 10 contains 3240 members Mstep: Class 11 contains 272 members Mstep: Class 12 contains 563 members Mstep: Class 13 contains 218 members Mstep: Class 14 contains 15982 members Mstep: Class 15 contains 1039 members Mstep: Class 19 contains 315 members Mstep: Class 20 contains 68 members Mstep: Class 21 contains 265 members Mstep: Class 23 contains 1767 members Entering Unmasked Estep ConsiderDeletion Score: -7901582.000000 Penalty: 9191.423828 Iteration 13Q: 18 clusters Score -7901582 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 1131 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 579 members Mstep: Class 3 contains 105 members Mstep: Class 5 contains 690 members Mstep: Class 6 contains 669 members Mstep: Class 7 contains 1256 members Mstep: Class 8 contains 116100 members Mstep: Class 10 contains 3219 members Mstep: Class 11 contains 285 members Mstep: Class 12 contains 559 members Mstep: Class 13 contains 218 members Mstep: Class 14 contains 16184 members Mstep: Class 15 contains 1050 members Mstep: Class 19 contains 316 members Mstep: Class 20 contains 71 members Mstep: Class 21 contains 265 members Mstep: Class 23 contains 1774 members Entering Unmasked Estep ConsiderDeletion Score: -7901704.500000 Penalty: 9191.423828 Iteration 14Q: 18 clusters Score -7901704 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 1131 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 579 members Mstep: Class 3 contains 111 members Mstep: Class 5 contains 691 members Mstep: Class 6 contains 682 members Mstep: Class 7 contains 1256 members Mstep: Class 8 contains 115891 members Mstep: Class 10 contains 3200 members Mstep: Class 11 contains 293 members Mstep: Class 12 contains 558 members Mstep: Class 13 contains 218 members Mstep: Class 14 contains 16360 members Mstep: Class 15 contains 1058 members Mstep: Class 19 contains 316 members Mstep: Class 20 contains 71 members Mstep: Class 21 contains 265 members Mstep: Class 23 contains 1781 members Entering Unmasked Estep ConsiderDeletion Score: -7901784.000000 Penalty: 9191.423828 Iteration 15Q: 18 clusters Score -7901784 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 1131 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 579 members Mstep: Class 3 contains 114 members Mstep: Class 5 contains 688 members Mstep: Class 6 contains 692 members Mstep: Class 7 contains 1256 members Mstep: Class 8 contains 115721 members Mstep: Class 10 contains 3185 members Mstep: Class 11 contains 303 members Mstep: Class 12 contains 558 members Mstep: Class 13 contains 218 members Mstep: Class 14 contains 16512 members Mstep: Class 15 contains 1058 members Mstep: Class 19 contains 315 members Mstep: Class 20 contains 70 members Mstep: Class 21 contains 265 members Mstep: Class 23 contains 1788 members Entering Unmasked Estep ConsiderDeletion Score: -7901830.500000 Penalty: 9191.423828 Iteration 16Q: 18 clusters Score -7901830 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 1131 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 579 members Mstep: Class 3 contains 115 members Mstep: Class 5 contains 667 members Mstep: Class 6 contains 704 members Mstep: Class 7 contains 1256 members Mstep: Class 8 contains 115613 members Mstep: Class 10 contains 3177 members Mstep: Class 11 contains 316 members Mstep: Class 12 contains 558 members Mstep: Class 13 contains 218 members Mstep: Class 14 contains 16612 members Mstep: Class 15 contains 1059 members Mstep: Class 19 contains 315 members Mstep: Class 20 contains 71 members Mstep: Class 21 contains 265 members Mstep: Class 23 contains 1790 members Entering Unmasked Estep ConsiderDeletion Score: -7901926.000000 Penalty: 9191.423828 Iteration 17Q: 18 clusters Score -7901926 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 1131 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 579 members Mstep: Class 3 contains 121 members Mstep: Class 5 contains 665 members Mstep: Class 6 contains 721 members Mstep: Class 7 contains 1256 members Mstep: Class 8 contains 115495 members Mstep: Class 10 contains 3174 members Mstep: Class 11 contains 332 members Mstep: Class 12 contains 558 members Mstep: Class 13 contains 218 members Mstep: Class 14 contains 16695 members Mstep: Class 15 contains 1057 members Mstep: Class 19 contains 315 members Mstep: Class 20 contains 70 members Mstep: Class 21 contains 265 members Mstep: Class 23 contains 1786 members Entering Unmasked Estep ConsiderDeletion Score: -7902026.500000 Penalty: 9191.423828 Iteration 18Q: 18 clusters Score -7902026 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 1131 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 579 members Mstep: Class 3 contains 123 members Mstep: Class 5 contains 668 members Mstep: Class 6 contains 738 members Mstep: Class 7 contains 1256 members Mstep: Class 8 contains 115391 members Mstep: Class 10 contains 3173 members Mstep: Class 11 contains 351 members Mstep: Class 12 contains 560 members Mstep: Class 13 contains 218 members Mstep: Class 14 contains 16759 members Mstep: Class 15 contains 1055 members Mstep: Class 19 contains 315 members Mstep: Class 20 contains 68 members Mstep: Class 21 contains 265 members Mstep: Class 23 contains 1782 members Entering Unmasked Estep ConsiderDeletion Score: -7902052.000000 Penalty: 9191.423828 Iteration 19Q: 18 clusters Score -7902052 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 1131 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 579 members Mstep: Class 3 contains 128 members Mstep: Class 5 contains 668 members Mstep: Class 6 contains 750 members Mstep: Class 7 contains 1256 members Mstep: Class 8 contains 115307 members Mstep: Class 10 contains 3171 members Mstep: Class 11 contains 360 members Mstep: Class 12 contains 563 members Mstep: Class 13 contains 218 members Mstep: Class 14 contains 16817 members Mstep: Class 15 contains 1053 members Mstep: Class 19 contains 315 members Mstep: Class 20 contains 68 members Mstep: Class 21 contains 264 members Mstep: Class 23 contains 1782 members Entering Unmasked Estep ConsiderDeletion Score: -7902240.000000 Penalty: 9191.423828 Iteration 20F: 18 clusters Score -7902240 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 1128 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 588 members Mstep: Class 3 contains 130 members Mstep: Class 5 contains 670 members Mstep: Class 6 contains 770 members Mstep: Class 7 contains 1256 members Mstep: Class 8 contains 115230 members Mstep: Class 10 contains 3146 members Mstep: Class 11 contains 389 members Mstep: Class 12 contains 563 members Mstep: Class 13 contains 216 members Mstep: Class 14 contains 16847 members Mstep: Class 15 contains 1061 members Mstep: Class 19 contains 309 members Mstep: Class 20 contains 61 members Mstep: Class 21 contains 264 members Mstep: Class 23 contains 1800 members Entering Unmasked Estep ConsiderDeletion Score: -7902533.500000 Penalty: 9191.423828 Iteration 21Q: 18 clusters Score -7902534 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 1126 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 600 members Mstep: Class 3 contains 128 members Mstep: Class 5 contains 679 members Mstep: Class 6 contains 783 members Mstep: Class 7 contains 1256 members Mstep: Class 8 contains 115141 members Mstep: Class 10 contains 3108 members Mstep: Class 11 contains 413 members Mstep: Class 12 contains 564 members Mstep: Class 13 contains 213 members Mstep: Class 14 contains 16892 members Mstep: Class 15 contains 1069 members Mstep: Class 19 contains 301 members Mstep: Class 20 contains 60 members Mstep: Class 21 contains 264 members Mstep: Class 23 contains 1828 members Entering Unmasked Estep ConsiderDeletion Score: -7903000.000000 Penalty: 9191.423828 Iteration 22Q: 18 clusters Score -7903000 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 1125 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 622 members Mstep: Class 3 contains 125 members Mstep: Class 5 contains 681 members Mstep: Class 6 contains 796 members Mstep: Class 7 contains 1256 members Mstep: Class 8 contains 115074 members Mstep: Class 10 contains 3077 members Mstep: Class 11 contains 430 members Mstep: Class 12 contains 565 members Mstep: Class 13 contains 213 members Mstep: Class 14 contains 16939 members Mstep: Class 15 contains 1068 members Mstep: Class 19 contains 281 members Mstep: Class 20 contains 55 members Mstep: Class 21 contains 263 members Mstep: Class 23 contains 1849 members Entering Unmasked Estep ConsiderDeletion Score: -7903127.500000 Penalty: 9191.423828 Iteration 23Q: 18 clusters Score -7903128 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 1125 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 640 members Mstep: Class 3 contains 120 members Mstep: Class 5 contains 684 members Mstep: Class 6 contains 805 members Mstep: Class 7 contains 1256 members Mstep: Class 8 contains 115022 members Mstep: Class 10 contains 3043 members Mstep: Class 11 contains 448 members Mstep: Class 12 contains 566 members Mstep: Class 13 contains 213 members Mstep: Class 14 contains 16968 members Mstep: Class 15 contains 1068 members Mstep: Class 19 contains 264 members Mstep: Class 20 contains 52 members Mstep: Class 21 contains 262 members Mstep: Class 23 contains 1872 members Entering Unmasked Estep ConsiderDeletion Score: -7903239.000000 Penalty: 9191.423828 Iteration 24Q: 18 clusters Score -7903239 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 1125 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 650 members Mstep: Class 3 contains 119 members Mstep: Class 5 contains 701 members Mstep: Class 6 contains 814 members Mstep: Class 7 contains 1256 members Mstep: Class 8 contains 114967 members Mstep: Class 10 contains 2994 members Mstep: Class 11 contains 452 members Mstep: Class 12 contains 568 members Mstep: Class 13 contains 213 members Mstep: Class 14 contains 16992 members Mstep: Class 15 contains 1069 members Mstep: Class 19 contains 255 members Mstep: Class 20 contains 49 members Mstep: Class 21 contains 262 members Mstep: Class 23 contains 1902 members Entering Unmasked Estep ConsiderDeletion Score: -7903314.000000 Penalty: 9191.423828 Iteration 25Q: 18 clusters Score -7903314 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 1125 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 655 members Mstep: Class 3 contains 116 members Mstep: Class 5 contains 714 members Mstep: Class 6 contains 828 members Mstep: Class 7 contains 1256 members Mstep: Class 8 contains 114921 members Mstep: Class 10 contains 2961 members Mstep: Class 11 contains 459 members Mstep: Class 12 contains 569 members Mstep: Class 13 contains 213 members Mstep: Class 14 contains 17009 members Mstep: Class 15 contains 1069 members Mstep: Class 19 contains 250 members Mstep: Class 20 contains 48 members Mstep: Class 21 contains 262 members Mstep: Class 23 contains 1910 members Entering Unmasked Estep ConsiderDeletion Score: -7903386.000000 Penalty: 9191.423828 Iteration 26Q: 18 clusters Score -7903386 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 1125 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 656 members Mstep: Class 3 contains 117 members Mstep: Class 5 contains 725 members Mstep: Class 6 contains 841 members Mstep: Class 7 contains 1256 members Mstep: Class 8 contains 114880 members Mstep: Class 10 contains 2931 members Mstep: Class 11 contains 460 members Mstep: Class 12 contains 569 members Mstep: Class 13 contains 213 members Mstep: Class 14 contains 17026 members Mstep: Class 15 contains 1068 members Mstep: Class 19 contains 249 members Mstep: Class 20 contains 48 members Mstep: Class 21 contains 262 members Mstep: Class 23 contains 1909 members Entering Unmasked Estep ConsiderDeletion Score: -7903456.000000 Penalty: 9191.423828 Iteration 27Q: 18 clusters Score -7903456 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 1125 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 656 members Mstep: Class 3 contains 116 members Mstep: Class 5 contains 739 members Mstep: Class 6 contains 847 members Mstep: Class 7 contains 1256 members Mstep: Class 8 contains 114842 members Mstep: Class 10 contains 2891 members Mstep: Class 11 contains 460 members Mstep: Class 12 contains 569 members Mstep: Class 13 contains 213 members Mstep: Class 14 contains 17046 members Mstep: Class 15 contains 1067 members Mstep: Class 19 contains 249 members Mstep: Class 20 contains 48 members Mstep: Class 21 contains 262 members Mstep: Class 23 contains 1911 members Entering Unmasked Estep ConsiderDeletion Score: -7903511.500000 Penalty: 9191.423828 Iteration 28Q: 18 clusters Score -7903512 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 1125 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 656 members Mstep: Class 3 contains 113 members Mstep: Class 5 contains 754 members Mstep: Class 6 contains 855 members Mstep: Class 7 contains 1256 members Mstep: Class 8 contains 114811 members Mstep: Class 10 contains 2855 members Mstep: Class 11 contains 462 members Mstep: Class 12 contains 569 members Mstep: Class 13 contains 213 members Mstep: Class 14 contains 17058 members Mstep: Class 15 contains 1064 members Mstep: Class 19 contains 249 members Mstep: Class 20 contains 48 members Mstep: Class 21 contains 262 members Mstep: Class 23 contains 1905 members Entering Unmasked Estep ConsiderDeletion Score: -7903586.000000 Penalty: 9191.423828 Iteration 29Q: 18 clusters Score -7903586 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 1125 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 656 members Mstep: Class 3 contains 109 members Mstep: Class 5 contains 769 members Mstep: Class 6 contains 858 members Mstep: Class 7 contains 1256 members Mstep: Class 8 contains 114776 members Mstep: Class 10 contains 2816 members Mstep: Class 11 contains 463 members Mstep: Class 12 contains 569 members Mstep: Class 13 contains 213 members Mstep: Class 14 contains 17074 members Mstep: Class 15 contains 1063 members Mstep: Class 19 contains 249 members Mstep: Class 20 contains 47 members Mstep: Class 21 contains 262 members Mstep: Class 23 contains 1913 members Entering Unmasked Estep ConsiderDeletion Score: -7903671.500000 Penalty: 9191.423828 Iteration 30Q: 18 clusters Score -7903672 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 1125 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 656 members Mstep: Class 3 contains 110 members Mstep: Class 5 contains 784 members Mstep: Class 6 contains 863 members Mstep: Class 7 contains 1256 members Mstep: Class 8 contains 114748 members Mstep: Class 10 contains 2774 members Mstep: Class 11 contains 461 members Mstep: Class 12 contains 570 members Mstep: Class 13 contains 213 members Mstep: Class 14 contains 17080 members Mstep: Class 15 contains 1064 members Mstep: Class 19 contains 249 members Mstep: Class 20 contains 47 members Mstep: Class 21 contains 262 members Mstep: Class 23 contains 1933 members Entering Unmasked Estep ConsiderDeletion Score: -7903765.500000 Penalty: 9191.423828 Iteration 31Q: 18 clusters Score -7903766 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 1125 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 656 members Mstep: Class 3 contains 109 members Mstep: Class 5 contains 802 members Mstep: Class 6 contains 866 members Mstep: Class 7 contains 1256 members Mstep: Class 8 contains 114721 members Mstep: Class 10 contains 2739 members Mstep: Class 11 contains 460 members Mstep: Class 12 contains 572 members Mstep: Class 13 contains 213 members Mstep: Class 14 contains 17084 members Mstep: Class 15 contains 1064 members Mstep: Class 19 contains 249 members Mstep: Class 20 contains 47 members Mstep: Class 21 contains 262 members Mstep: Class 23 contains 1947 members Entering Unmasked Estep ConsiderDeletion Score: -7903829.000000 Penalty: 9191.423828 Iteration 32Q: 18 clusters Score -7903829 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 1125 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 656 members Mstep: Class 3 contains 111 members Mstep: Class 5 contains 838 members Mstep: Class 6 contains 872 members Mstep: Class 7 contains 1256 members Mstep: Class 8 contains 114676 members Mstep: Class 10 contains 2719 members Mstep: Class 11 contains 461 members Mstep: Class 12 contains 574 members Mstep: Class 13 contains 213 members Mstep: Class 14 contains 17083 members Mstep: Class 15 contains 1064 members Mstep: Class 19 contains 249 members Mstep: Class 20 contains 46 members Mstep: Class 21 contains 262 members Mstep: Class 23 contains 1942 members Entering Unmasked Estep ConsiderDeletion Score: -7903901.500000 Penalty: 9191.423828 Iteration 33Q: 18 clusters Score -7903902 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 1125 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 656 members Mstep: Class 3 contains 114 members Mstep: Class 5 contains 888 members Mstep: Class 6 contains 874 members Mstep: Class 7 contains 1256 members Mstep: Class 8 contains 114615 members Mstep: Class 10 contains 2699 members Mstep: Class 11 contains 463 members Mstep: Class 12 contains 576 members Mstep: Class 13 contains 213 members Mstep: Class 14 contains 17088 members Mstep: Class 15 contains 1064 members Mstep: Class 19 contains 249 members Mstep: Class 20 contains 46 members Mstep: Class 21 contains 262 members Mstep: Class 23 contains 1926 members Entering Unmasked Estep ConsiderDeletion Score: -7903973.000000 Penalty: 9191.423828 Iteration 34Q: 18 clusters Score -7903973 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 1125 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 656 members Mstep: Class 3 contains 116 members Mstep: Class 5 contains 975 members Mstep: Class 6 contains 875 members Mstep: Class 7 contains 1256 members Mstep: Class 8 contains 114517 members Mstep: Class 10 contains 2690 members Mstep: Class 11 contains 464 members Mstep: Class 12 contains 579 members Mstep: Class 13 contains 213 members Mstep: Class 14 contains 17092 members Mstep: Class 15 contains 1064 members Mstep: Class 19 contains 250 members Mstep: Class 20 contains 46 members Mstep: Class 21 contains 262 members Mstep: Class 23 contains 1903 members Entering Unmasked Estep ConsiderDeletion Score: -7904064.500000 Penalty: 9191.423828 Iteration 35Q: 18 clusters Score -7904064 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 1125 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 656 members Mstep: Class 3 contains 117 members Mstep: Class 5 contains 1108 members Mstep: Class 6 contains 878 members Mstep: Class 7 contains 1256 members Mstep: Class 8 contains 114372 members Mstep: Class 10 contains 2688 members Mstep: Class 11 contains 466 members Mstep: Class 12 contains 583 members Mstep: Class 13 contains 213 members Mstep: Class 14 contains 17092 members Mstep: Class 15 contains 1064 members Mstep: Class 19 contains 250 members Mstep: Class 20 contains 46 members Mstep: Class 21 contains 262 members Mstep: Class 23 contains 1883 members Entering Unmasked Estep ConsiderDeletion Score: -7904210.500000 Penalty: 9191.423828 Iteration 36Q: 18 clusters Score -7904210 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 1125 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 656 members Mstep: Class 3 contains 118 members Mstep: Class 5 contains 1294 members Mstep: Class 6 contains 880 members Mstep: Class 7 contains 1256 members Mstep: Class 8 contains 114174 members Mstep: Class 10 contains 2689 members Mstep: Class 11 contains 467 members Mstep: Class 12 contains 590 members Mstep: Class 13 contains 213 members Mstep: Class 14 contains 17091 members Mstep: Class 15 contains 1063 members Mstep: Class 19 contains 252 members Mstep: Class 20 contains 46 members Mstep: Class 21 contains 262 members Mstep: Class 23 contains 1862 members Entering Unmasked Estep ConsiderDeletion Score: -7904397.500000 Penalty: 9191.423828 Iteration 37Q: 18 clusters Score -7904398 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 1125 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 656 members Mstep: Class 3 contains 121 members Mstep: Class 5 contains 1531 members Mstep: Class 6 contains 882 members Mstep: Class 7 contains 1256 members Mstep: Class 8 contains 113933 members Mstep: Class 10 contains 2689 members Mstep: Class 11 contains 467 members Mstep: Class 12 contains 599 members Mstep: Class 13 contains 213 members Mstep: Class 14 contains 17083 members Mstep: Class 15 contains 1062 members Mstep: Class 19 contains 252 members Mstep: Class 20 contains 46 members Mstep: Class 21 contains 262 members Mstep: Class 23 contains 1842 members Entering Unmasked Estep ConsiderDeletion Score: -7904620.500000 Penalty: 9191.423828 Iteration 38Q: 18 clusters Score -7904620 nChanged 371 Entering ConstructFrom: Score: -7904620.500000 Penalty: 9191.423828 Entering ConstructFrom: Trying to split cluster 1 (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: -41580.597656 Penalty: 301.875824 Iteration 0F: 2 clusters Score -41580.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -40928.433594 Penalty: 603.751648 Iteration 0F: 3 clusters Score -40928.43 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -41129.648438 Penalty: 603.751648 Iteration 1F: 3 clusters Score -41129.65 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -41190.980469 Penalty: 603.751648 Iteration 2F: 3 clusters Score -41190.98 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -41289.300781 Penalty: 603.751648 Iteration 3F: 3 clusters Score -41289.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -41364.921875 Penalty: 603.751648 Iteration 4F: 3 clusters Score -41364.92 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -41403.484375 Penalty: 603.751648 Iteration 5F: 3 clusters Score -41403.48 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -41423.390625 Penalty: 603.751648 Iteration 6Q: 3 clusters Score -41423.39 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -41441.628906 Penalty: 603.751648 Iteration 7Q: 3 clusters Score -41441.63 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -41462.015625 Penalty: 603.751648 Iteration 8Q: 3 clusters Score -41462.02 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -41478.539062 Penalty: 603.751648 Iteration 9Q: 3 clusters Score -41478.54 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -41487.015625 Penalty: 603.751648 Iteration 10Q: 3 clusters Score -41487.02 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -41496.910156 Penalty: 603.751648 Iteration 11Q: 3 clusters Score -41496.91 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -41507.933594 Penalty: 603.751648 Iteration 12Q: 3 clusters Score -41507.93 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -41519.695312 Penalty: 603.751648 Iteration 13Q: 3 clusters Score -41519.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -41524.070312 Penalty: 603.751648 Iteration 14Q: 3 clusters Score -41524.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -41527.941406 Penalty: 603.751648 Iteration 15Q: 3 clusters Score -41527.94 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -41529.335938 Penalty: 603.751648 Iteration 16Q: 3 clusters Score -41529.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -41529.925781 Penalty: 603.751648 Iteration 17Q: 3 clusters Score -41529.93 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -41530.695312 Penalty: 603.751648 Iteration 18Q: 3 clusters Score -41530.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -41532.156250 Penalty: 603.751648 Iteration 19Q: 3 clusters Score -41532.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -41534.730469 Penalty: 603.751648 Iteration 20F: 3 clusters Score -41534.73 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (656 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Entering Unmasked Estep Score: -33290.023438 Penalty: 295.120300 Iteration 0F: 2 clusters Score -33290.02 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 357 members Entering Unmasked Estep Score: -32701.513672 Penalty: 590.240601 Iteration 0F: 3 clusters Score -32701.51 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -32847.320312 Penalty: 590.240601 Iteration 1F: 3 clusters Score -32847.32 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -32883.246094 Penalty: 590.240601 Iteration 2F: 3 clusters Score -32883.25 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -32937.628906 Penalty: 590.240601 Iteration 3F: 3 clusters Score -32937.63 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -33000.015625 Penalty: 590.240601 Iteration 4F: 3 clusters Score -33000.02 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -33080.437500 Penalty: 590.240601 Iteration 5F: 3 clusters Score -33080.44 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -33149.789062 Penalty: 590.240601 Iteration 6F: 3 clusters Score -33149.79 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -33191.101562 Penalty: 590.240601 Iteration 7Q: 3 clusters Score -33191.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -33221.203125 Penalty: 590.240601 Iteration 8Q: 3 clusters Score -33221.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -33300.402344 Penalty: 590.240601 Iteration 9Q: 3 clusters Score -33300.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -33425.437500 Penalty: 590.240601 Iteration 10Q: 3 clusters Score -33425.44 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -33505.050781 Penalty: 590.240601 Iteration 11Q: 3 clusters Score -33505.05 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -33530.199219 Penalty: 590.240601 Iteration 12Q: 3 clusters Score -33530.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -33540.898438 Penalty: 590.240601 Iteration 13Q: 3 clusters Score -33540.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -33552.839844 Penalty: 590.240601 Iteration 14Q: 3 clusters Score -33552.84 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -33555.882812 Penalty: 590.240601 Iteration 15Q: 3 clusters Score -33555.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -33557.972656 Penalty: 590.240601 Iteration 16Q: 3 clusters Score -33557.97 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -33558.750000 Penalty: 590.240601 Iteration 17Q: 3 clusters Score -33558.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -33559.078125 Penalty: 590.240601 Iteration 18Q: 3 clusters Score -33559.08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -33559.078125 Penalty: 590.240601 Iteration 19F: 3 clusters Score -33559.08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1125 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 216 members Mstep: Class 3 contains 123 members Mstep: Class 4 contains 440 members Mstep: Class 5 contains 1823 members Mstep: Class 6 contains 882 members Mstep: Class 7 contains 1256 members Mstep: Class 8 contains 113663 members Mstep: Class 10 contains 2689 members Mstep: Class 11 contains 468 members Mstep: Class 12 contains 604 members Mstep: Class 13 contains 213 members Mstep: Class 14 contains 17054 members Mstep: Class 15 contains 1062 members Mstep: Class 19 contains 251 members Mstep: Class 20 contains 46 members Mstep: Class 21 contains 262 members Mstep: Class 23 contains 1832 members Entering Unmasked Estep Score: -7904779.000000 Penalty: 9732.095703 Splitting cluster 2 changes total score from -7904620.500000 to -7904779.000000 So it's getting split into cluster 4. Entering ConstructFrom: Trying to split cluster 3 (123 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Entering Unmasked Estep Score: -5548.862305 Penalty: 218.954391 Iteration 0F: 2 clusters Score -5548.862 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -5347.981445 Penalty: 437.908783 Iteration 0F: 3 clusters Score -5347.981 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -5405.784180 Penalty: 437.908783 Iteration 1F: 3 clusters Score -5405.784 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -5435.438477 Penalty: 437.908783 Iteration 2F: 3 clusters Score -5435.438 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -5439.151855 Penalty: 437.908783 Iteration 3Q: 3 clusters Score -5439.152 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -5444.549805 Penalty: 437.908783 Iteration 4Q: 3 clusters Score -5444.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -5447.267090 Penalty: 437.908783 Iteration 5Q: 3 clusters Score -5447.267 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -5447.267090 Penalty: 437.908783 Iteration 6F: 3 clusters Score -5447.267 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (1823 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Entering Unmasked Estep Score: -109975.882812 Penalty: 341.624878 Iteration 0F: 2 clusters Score -109975.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -108683.875000 Penalty: 683.249756 Iteration 0F: 3 clusters Score -108683.9 nChanged 748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -109065.562500 Penalty: 683.249756 Iteration 1F: 3 clusters Score -109065.6 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -109118.265625 Penalty: 683.249756 Iteration 2F: 3 clusters Score -109118.3 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -109169.421875 Penalty: 683.249756 Iteration 3Q: 3 clusters Score -109169.4 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -109252.203125 Penalty: 683.249756 Iteration 4F: 3 clusters Score -109252.2 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -109416.250000 Penalty: 683.249756 Iteration 5F: 3 clusters Score -109416.2 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -109653.679688 Penalty: 683.249756 Iteration 6F: 3 clusters Score -109653.7 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -109893.812500 Penalty: 683.249756 Iteration 7F: 3 clusters Score -109893.8 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -110013.156250 Penalty: 683.249756 Iteration 8F: 3 clusters Score -110013.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -110065.617188 Penalty: 683.249756 Iteration 9Q: 3 clusters Score -110065.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -110082.601562 Penalty: 683.249756 Iteration 10Q: 3 clusters Score -110082.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -110091.679688 Penalty: 683.249756 Iteration 11Q: 3 clusters Score -110091.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -110096.671875 Penalty: 683.249756 Iteration 12Q: 3 clusters Score -110096.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -110099.812500 Penalty: 683.249756 Iteration 13Q: 3 clusters Score -110099.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -110102.500000 Penalty: 683.249756 Iteration 14Q: 3 clusters Score -110102.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -110105.101562 Penalty: 683.249756 Iteration 15Q: 3 clusters Score -110105.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -110107.773438 Penalty: 683.249756 Iteration 16Q: 3 clusters Score -110107.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -110109.195312 Penalty: 683.249756 Iteration 17Q: 3 clusters Score -110109.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -110109.890625 Penalty: 683.249756 Iteration 18Q: 3 clusters Score -110109.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -110110.187500 Penalty: 683.249756 Iteration 19Q: 3 clusters Score -110110.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -110110.679688 Penalty: 683.249756 Iteration 20F: 3 clusters Score -110110.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -110111.140625 Penalty: 683.249756 Iteration 21Q: 3 clusters Score -110111.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -110111.890625 Penalty: 683.249756 Iteration 22Q: 3 clusters Score -110111.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -110112.015625 Penalty: 683.249756 Iteration 23Q: 3 clusters Score -110112 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -110112.015625 Penalty: 683.249756 Iteration 24F: 3 clusters Score -110112 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1125 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 216 members Mstep: Class 3 contains 123 members Mstep: Class 4 contains 440 members Mstep: Class 5 contains 505 members Mstep: Class 6 contains 882 members Mstep: Class 7 contains 1256 members Mstep: Class 8 contains 113663 members Mstep: Class 9 contains 1318 members Mstep: Class 10 contains 2689 members Mstep: Class 11 contains 468 members Mstep: Class 12 contains 604 members Mstep: Class 13 contains 213 members Mstep: Class 14 contains 17054 members Mstep: Class 15 contains 1062 members Mstep: Class 19 contains 251 members Mstep: Class 20 contains 46 members Mstep: Class 21 contains 262 members Mstep: Class 23 contains 1832 members Entering Unmasked Estep Score: -7904722.000000 Penalty: 10272.768555 Splitting cluster 5 changes total score from -7904620.500000 to -7904722.000000 So it's getting split into cluster 9. Entering ConstructFrom: Trying to split cluster 6 (882 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Entering Unmasked Estep Score: -45399.562500 Penalty: 308.589752 Iteration 0F: 2 clusters Score -45399.56 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -44691.234375 Penalty: 617.179504 Iteration 0F: 3 clusters Score -44691.23 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -44891.984375 Penalty: 617.179504 Iteration 1F: 3 clusters Score -44891.98 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -44925.203125 Penalty: 617.179504 Iteration 2F: 3 clusters Score -44925.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -44950.773438 Penalty: 617.179504 Iteration 3Q: 3 clusters Score -44950.77 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -44980.308594 Penalty: 617.179504 Iteration 4Q: 3 clusters Score -44980.31 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -45018.535156 Penalty: 617.179504 Iteration 5F: 3 clusters Score -45018.54 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -45055.117188 Penalty: 617.179504 Iteration 6Q: 3 clusters Score -45055.12 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -45095.621094 Penalty: 617.179504 Iteration 7Q: 3 clusters Score -45095.62 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -45143.503906 Penalty: 617.179504 Iteration 8Q: 3 clusters Score -45143.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -45175.476562 Penalty: 617.179504 Iteration 9Q: 3 clusters Score -45175.48 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -45189.781250 Penalty: 617.179504 Iteration 10Q: 3 clusters Score -45189.78 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -45195.296875 Penalty: 617.179504 Iteration 11Q: 3 clusters Score -45195.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -45202.109375 Penalty: 617.179504 Iteration 12Q: 3 clusters Score -45202.11 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -45209.109375 Penalty: 617.179504 Iteration 13Q: 3 clusters Score -45209.11 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -45212.054688 Penalty: 617.179504 Iteration 14Q: 3 clusters Score -45212.05 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -45216.109375 Penalty: 617.179504 Iteration 15Q: 3 clusters Score -45216.11 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -45218.609375 Penalty: 617.179504 Iteration 16Q: 3 clusters Score -45218.61 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -45221.023438 Penalty: 617.179504 Iteration 17Q: 3 clusters Score -45221.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -45222.054688 Penalty: 617.179504 Iteration 18Q: 3 clusters Score -45222.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -45222.917969 Penalty: 617.179504 Iteration 19Q: 3 clusters Score -45222.92 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -45224.019531 Penalty: 617.179504 Iteration 20F: 3 clusters Score -45224.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -45224.222656 Penalty: 617.179504 Iteration 21Q: 3 clusters Score -45224.22 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -45224.222656 Penalty: 617.179504 Iteration 22F: 3 clusters Score -45224.22 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1256 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Entering Unmasked Estep Score: -44874.523438 Penalty: 324.673767 Iteration 0F: 2 clusters Score -44874.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -43993.230469 Penalty: 649.347534 Iteration 0F: 3 clusters Score -43993.23 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -45005.792969 Penalty: 649.347534 Iteration 1F: 3 clusters Score -45005.79 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -45502.839844 Penalty: 649.347534 Iteration 2F: 3 clusters Score -45502.84 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -46381.324219 Penalty: 649.347534 Iteration 3F: 3 clusters Score -46381.32 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -46699.816406 Penalty: 649.347534 Iteration 4Q: 3 clusters Score -46699.82 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -46738.433594 Penalty: 649.347534 Iteration 5Q: 3 clusters Score -46738.43 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -46770.445312 Penalty: 649.347534 Iteration 6Q: 3 clusters Score -46770.45 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -46818.585938 Penalty: 649.347534 Iteration 7Q: 3 clusters Score -46818.59 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -46911.195312 Penalty: 649.347534 Iteration 8Q: 3 clusters Score -46911.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -47002.921875 Penalty: 649.347534 Iteration 9Q: 3 clusters Score -47002.92 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -47189.113281 Penalty: 649.347534 Iteration 10Q: 3 clusters Score -47189.11 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -47413.542969 Penalty: 649.347534 Iteration 11Q: 3 clusters Score -47413.54 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -47443.644531 Penalty: 649.347534 Iteration 12Q: 3 clusters Score -47443.64 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -47449.792969 Penalty: 649.347534 Iteration 13Q: 3 clusters Score -47449.79 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -47453.625000 Penalty: 649.347534 Iteration 14Q: 3 clusters Score -47453.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -47454.253906 Penalty: 649.347534 Iteration 15Q: 3 clusters Score -47454.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -47454.421875 Penalty: 649.347534 Iteration 16Q: 3 clusters Score -47454.42 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -47454.421875 Penalty: 649.347534 Iteration 17F: 3 clusters Score -47454.42 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1125 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 216 members Mstep: Class 3 contains 123 members Mstep: Class 4 contains 440 members Mstep: Class 5 contains 505 members Mstep: Class 6 contains 882 members Mstep: Class 7 contains 455 members Mstep: Class 8 contains 113663 members Mstep: Class 9 contains 1318 members Mstep: Class 10 contains 2689 members Mstep: Class 11 contains 468 members Mstep: Class 12 contains 604 members Mstep: Class 13 contains 213 members Mstep: Class 14 contains 17054 members Mstep: Class 15 contains 1062 members Mstep: Class 16 contains 801 members Mstep: Class 19 contains 251 members Mstep: Class 20 contains 46 members Mstep: Class 21 contains 262 members Mstep: Class 23 contains 1832 members Entering Unmasked Estep Score: -7907081.500000 Penalty: 10813.440430 Splitting cluster 7 changes total score from -7904620.500000 to -7907081.500000 So it's getting split into cluster 16. Entering ConstructFrom: Trying to split cluster 8 (113663 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113663 members Entering Unmasked Estep Score: -6438993.000000 Penalty: 529.665161 Iteration 0F: 2 clusters Score -6438993 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56873 members Mstep: Class 2 contains 56790 members Entering Unmasked Estep Score: -6362330.500000 Penalty: 1059.330322 Iteration 0F: 3 clusters Score -6362330 nChanged 55566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58941 members Mstep: Class 2 contains 54722 members Entering Unmasked Estep Score: -6398517.000000 Penalty: 1059.330322 Iteration 1F: 3 clusters Score -6398517 nChanged 6418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60643 members Mstep: Class 2 contains 53020 members Entering Unmasked Estep Score: -6402088.500000 Penalty: 1059.330322 Iteration 2F: 3 clusters Score -6402088 nChanged 7520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63057 members Mstep: Class 2 contains 50606 members Entering Unmasked Estep Score: -6407284.500000 Penalty: 1059.330322 Iteration 3F: 3 clusters Score -6407284 nChanged 8082 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65897 members Mstep: Class 2 contains 47766 members Entering Unmasked Estep Score: -6413948.500000 Penalty: 1059.330322 Iteration 4F: 3 clusters Score -6413948 nChanged 7497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68294 members Mstep: Class 2 contains 45369 members Entering Unmasked Estep Score: -6419905.000000 Penalty: 1059.330322 Iteration 5F: 3 clusters Score -6419905 nChanged 5950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70094 members Mstep: Class 2 contains 43569 members Entering Unmasked Estep Score: -6423260.500000 Penalty: 1059.330322 Iteration 6F: 3 clusters Score -6423260 nChanged 3834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71642 members Mstep: Class 2 contains 42021 members Entering Unmasked Estep Score: -6424822.500000 Penalty: 1059.330322 Iteration 7Q: 3 clusters Score -6424822 nChanged 2515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73121 members Mstep: Class 2 contains 40542 members Entering Unmasked Estep Score: -6425737.000000 Penalty: 1059.330322 Iteration 8Q: 3 clusters Score -6425737 nChanged 2016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74475 members Mstep: Class 2 contains 39188 members Entering Unmasked Estep Score: -6426482.500000 Penalty: 1059.330322 Iteration 9Q: 3 clusters Score -6426482 nChanged 1763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75718 members Mstep: Class 2 contains 37945 members Entering Unmasked Estep Score: -6426991.500000 Penalty: 1059.330322 Iteration 10Q: 3 clusters Score -6426992 nChanged 1541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76825 members Mstep: Class 2 contains 36838 members Entering Unmasked Estep Score: -6427354.000000 Penalty: 1059.330322 Iteration 11Q: 3 clusters Score -6427354 nChanged 1400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77847 members Mstep: Class 2 contains 35816 members Entering Unmasked Estep Score: -6427677.000000 Penalty: 1059.330322 Iteration 12Q: 3 clusters Score -6427677 nChanged 1279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78864 members Mstep: Class 2 contains 34799 members Entering Unmasked Estep Score: -6427967.500000 Penalty: 1059.330322 Iteration 13Q: 3 clusters Score -6427968 nChanged 1191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79843 members Mstep: Class 2 contains 33820 members Entering Unmasked Estep Score: -6428170.000000 Penalty: 1059.330322 Iteration 14Q: 3 clusters Score -6428170 nChanged 1074 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80767 members Mstep: Class 2 contains 32896 members Entering Unmasked Estep Score: -6428345.000000 Penalty: 1059.330322 Iteration 15Q: 3 clusters Score -6428345 nChanged 1019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81686 members Mstep: Class 2 contains 31977 members Entering Unmasked Estep Score: -6428574.000000 Penalty: 1059.330322 Iteration 16Q: 3 clusters Score -6428574 nChanged 1020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82630 members Mstep: Class 2 contains 31033 members Entering Unmasked Estep Score: -6428753.500000 Penalty: 1059.330322 Iteration 17Q: 3 clusters Score -6428754 nChanged 1017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83609 members Mstep: Class 2 contains 30054 members Entering Unmasked Estep Score: -6428941.000000 Penalty: 1059.330322 Iteration 18Q: 3 clusters Score -6428941 nChanged 1055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84650 members Mstep: Class 2 contains 29013 members Entering Unmasked Estep Score: -6429158.000000 Penalty: 1059.330322 Iteration 19Q: 3 clusters Score -6429158 nChanged 1048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85690 members Mstep: Class 2 contains 27973 members Entering Unmasked Estep Score: -6429347.000000 Penalty: 1059.330322 Iteration 20F: 3 clusters Score -6429347 nChanged 1086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86770 members Mstep: Class 2 contains 26893 members Entering Unmasked Estep Score: -6429503.000000 Penalty: 1059.330322 Iteration 21Q: 3 clusters Score -6429503 nChanged 1037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87805 members Mstep: Class 2 contains 25858 members Entering Unmasked Estep Score: -6429679.000000 Penalty: 1059.330322 Iteration 22Q: 3 clusters Score -6429679 nChanged 1036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88841 members Mstep: Class 2 contains 24822 members Entering Unmasked Estep Score: -6429880.000000 Penalty: 1059.330322 Iteration 23Q: 3 clusters Score -6429880 nChanged 1073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89914 members Mstep: Class 2 contains 23749 members Entering Unmasked Estep Score: -6430083.500000 Penalty: 1059.330322 Iteration 24Q: 3 clusters Score -6430084 nChanged 1106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91020 members Mstep: Class 2 contains 22643 members Entering Unmasked Estep Score: -6430292.500000 Penalty: 1059.330322 Iteration 25Q: 3 clusters Score -6430292 nChanged 1141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92161 members Mstep: Class 2 contains 21502 members Entering Unmasked Estep Score: -6430556.500000 Penalty: 1059.330322 Iteration 26Q: 3 clusters Score -6430556 nChanged 1158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93319 members Mstep: Class 2 contains 20344 members Entering Unmasked Estep Score: -6430824.000000 Penalty: 1059.330322 Iteration 27Q: 3 clusters Score -6430824 nChanged 1191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94510 members Mstep: Class 2 contains 19153 members Entering Unmasked Estep Score: -6431077.000000 Penalty: 1059.330322 Iteration 28Q: 3 clusters Score -6431077 nChanged 1231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95741 members Mstep: Class 2 contains 17922 members Entering Unmasked Estep Score: -6431380.000000 Penalty: 1059.330322 Iteration 29Q: 3 clusters Score -6431380 nChanged 1281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97022 members Mstep: Class 2 contains 16641 members Entering Unmasked Estep Score: -6431751.000000 Penalty: 1059.330322 Iteration 30Q: 3 clusters Score -6431751 nChanged 1303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98325 members Mstep: Class 2 contains 15338 members Entering Unmasked Estep Score: -6432106.500000 Penalty: 1059.330322 Iteration 31Q: 3 clusters Score -6432106 nChanged 1326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99651 members Mstep: Class 2 contains 14012 members Entering Unmasked Estep Score: -6432509.500000 Penalty: 1059.330322 Iteration 32Q: 3 clusters Score -6432510 nChanged 1326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100977 members Mstep: Class 2 contains 12686 members Entering Unmasked Estep Score: -6432941.000000 Penalty: 1059.330322 Iteration 33Q: 3 clusters Score -6432941 nChanged 1323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102300 members Mstep: Class 2 contains 11363 members Entering Unmasked Estep Score: -6433407.000000 Penalty: 1059.330322 Iteration 34Q: 3 clusters Score -6433407 nChanged 1277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103577 members Mstep: Class 2 contains 10086 members Entering Unmasked Estep Score: -6433866.500000 Penalty: 1059.330322 Iteration 35Q: 3 clusters Score -6433866 nChanged 1248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104825 members Mstep: Class 2 contains 8838 members Entering Unmasked Estep Score: -6434335.000000 Penalty: 1059.330322 Iteration 36Q: 3 clusters Score -6434335 nChanged 1214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106039 members Mstep: Class 2 contains 7624 members Entering Unmasked Estep Score: -6434814.500000 Penalty: 1059.330322 Iteration 37Q: 3 clusters Score -6434814 nChanged 1199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107238 members Mstep: Class 2 contains 6425 members Entering Unmasked Estep Score: -6435362.000000 Penalty: 1059.330322 Iteration 38Q: 3 clusters Score -6435362 nChanged 1134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108372 members Mstep: Class 2 contains 5291 members Entering Unmasked Estep Score: -6435897.000000 Penalty: 1059.330322 Iteration 39Q: 3 clusters Score -6435897 nChanged 1054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109426 members Mstep: Class 2 contains 4237 members Entering Unmasked Estep Score: -6436410.500000 Penalty: 1059.330322 Iteration 40F: 3 clusters Score -6436410 nChanged 889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110315 members Mstep: Class 2 contains 3348 members Entering Unmasked Estep Score: -6436868.500000 Penalty: 1059.330322 Iteration 41Q: 3 clusters Score -6436868 nChanged 797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111112 members Mstep: Class 2 contains 2551 members Entering Unmasked Estep Score: -6437303.500000 Penalty: 1059.330322 Iteration 42Q: 3 clusters Score -6437304 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111775 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -6437658.500000 Penalty: 1059.330322 Iteration 43Q: 3 clusters Score -6437658 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112263 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -6437930.500000 Penalty: 1059.330322 Iteration 44Q: 3 clusters Score -6437930 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112604 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -6438121.000000 Penalty: 1059.330322 Iteration 45Q: 3 clusters Score -6438121 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112857 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -6438287.500000 Penalty: 1059.330322 Iteration 46Q: 3 clusters Score -6438288 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113009 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -6438356.000000 Penalty: 1059.330322 Iteration 47Q: 3 clusters Score -6438356 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113109 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -6438410.000000 Penalty: 1059.330322 Iteration 48Q: 3 clusters Score -6438410 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113196 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -6438476.500000 Penalty: 1059.330322 Iteration 49Q: 3 clusters Score -6438476 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113262 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -6438506.500000 Penalty: 1059.330322 Iteration 50Q: 3 clusters Score -6438506 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113296 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -6438532.500000 Penalty: 1059.330322 Iteration 51Q: 3 clusters Score -6438532 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113333 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -6438553.500000 Penalty: 1059.330322 Iteration 52Q: 3 clusters Score -6438554 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113368 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -6438573.000000 Penalty: 1059.330322 Iteration 53Q: 3 clusters Score -6438573 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113398 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -6438588.500000 Penalty: 1059.330322 Iteration 54Q: 3 clusters Score -6438588 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113407 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -6438603.000000 Penalty: 1059.330322 Iteration 55Q: 3 clusters Score -6438603 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113409 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -6438620.000000 Penalty: 1059.330322 Iteration 56Q: 3 clusters Score -6438620 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113413 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -6438626.000000 Penalty: 1059.330322 Iteration 57Q: 3 clusters Score -6438626 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113413 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -6438625.000000 Penalty: 1059.330322 Iteration 58Q: 3 clusters Score -6438625 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113411 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -6438618.500000 Penalty: 1059.330322 Iteration 59Q: 3 clusters Score -6438618 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113410 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -6438624.000000 Penalty: 1059.330322 Iteration 60F: 3 clusters Score -6438624 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113406 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -6438628.500000 Penalty: 1059.330322 Iteration 61Q: 3 clusters Score -6438628 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113397 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -6438631.500000 Penalty: 1059.330322 Iteration 62Q: 3 clusters Score -6438632 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113389 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -6438633.500000 Penalty: 1059.330322 Iteration 63Q: 3 clusters Score -6438634 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113386 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -6438639.000000 Penalty: 1059.330322 Iteration 64Q: 3 clusters Score -6438639 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113385 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -6438643.000000 Penalty: 1059.330322 Iteration 65Q: 3 clusters Score -6438643 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113384 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -6438639.500000 Penalty: 1059.330322 Iteration 66Q: 3 clusters Score -6438640 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113381 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -6438640.500000 Penalty: 1059.330322 Iteration 67Q: 3 clusters Score -6438640 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113382 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -6438640.000000 Penalty: 1059.330322 Iteration 68Q: 3 clusters Score -6438640 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113381 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -6438643.500000 Penalty: 1059.330322 Iteration 69Q: 3 clusters Score -6438644 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113378 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -6438642.500000 Penalty: 1059.330322 Iteration 70Q: 3 clusters Score -6438642 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113374 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -6438645.000000 Penalty: 1059.330322 Iteration 71Q: 3 clusters Score -6438645 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113376 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -6438648.000000 Penalty: 1059.330322 Iteration 72Q: 3 clusters Score -6438648 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113375 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -6438644.500000 Penalty: 1059.330322 Iteration 73Q: 3 clusters Score -6438644 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113373 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -6438651.000000 Penalty: 1059.330322 Iteration 74Q: 3 clusters Score -6438651 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113376 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -6438657.500000 Penalty: 1059.330322 Iteration 75Q: 3 clusters Score -6438658 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113376 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -6438658.500000 Penalty: 1059.330322 Iteration 76Q: 3 clusters Score -6438658 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113373 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -6438665.000000 Penalty: 1059.330322 Iteration 77Q: 3 clusters Score -6438665 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113372 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -6438672.500000 Penalty: 1059.330322 Iteration 78Q: 3 clusters Score -6438672 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113373 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -6438673.000000 Penalty: 1059.330322 Iteration 79Q: 3 clusters Score -6438673 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113375 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -6438678.000000 Penalty: 1059.330322 Iteration 80F: 3 clusters Score -6438678 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113377 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -6438680.000000 Penalty: 1059.330322 Iteration 81Q: 3 clusters Score -6438680 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113376 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -6438680.000000 Penalty: 1059.330322 Iteration 82Q: 3 clusters Score -6438680 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113372 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -6438680.500000 Penalty: 1059.330322 Iteration 83Q: 3 clusters Score -6438680 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113369 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -6438685.000000 Penalty: 1059.330322 Iteration 84Q: 3 clusters Score -6438685 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113367 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -6438690.000000 Penalty: 1059.330322 Iteration 85Q: 3 clusters Score -6438690 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113365 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -6438687.000000 Penalty: 1059.330322 Iteration 86Q: 3 clusters Score -6438687 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113362 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -6438690.000000 Penalty: 1059.330322 Iteration 87Q: 3 clusters Score -6438690 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113359 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -6438690.500000 Penalty: 1059.330322 Iteration 88Q: 3 clusters Score -6438690 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113354 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -6438694.500000 Penalty: 1059.330322 Iteration 89Q: 3 clusters Score -6438694 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113353 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -6438699.500000 Penalty: 1059.330322 Iteration 90Q: 3 clusters Score -6438700 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113352 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -6438701.000000 Penalty: 1059.330322 Iteration 91Q: 3 clusters Score -6438701 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113353 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -6438702.500000 Penalty: 1059.330322 Iteration 92Q: 3 clusters Score -6438702 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113354 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -6438705.500000 Penalty: 1059.330322 Iteration 93Q: 3 clusters Score -6438706 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113353 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -6438709.500000 Penalty: 1059.330322 Iteration 94Q: 3 clusters Score -6438710 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113350 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -6438711.000000 Penalty: 1059.330322 Iteration 95Q: 3 clusters Score -6438711 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113349 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -6438711.500000 Penalty: 1059.330322 Iteration 96Q: 3 clusters Score -6438712 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113347 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -6438708.000000 Penalty: 1059.330322 Iteration 97Q: 3 clusters Score -6438708 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113347 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -6438708.000000 Penalty: 1059.330322 Iteration 98F: 3 clusters Score -6438708 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (2689 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2689 members Entering Unmasked Estep Score: -146484.328125 Penalty: 359.310059 Iteration 0F: 2 clusters Score -146484.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -144576.734375 Penalty: 718.620117 Iteration 0F: 3 clusters Score -144576.7 nChanged 1153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -145206.531250 Penalty: 718.620117 Iteration 1F: 3 clusters Score -145206.5 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -145299.640625 Penalty: 718.620117 Iteration 2F: 3 clusters Score -145299.6 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -145367.218750 Penalty: 718.620117 Iteration 3F: 3 clusters Score -145367.2 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -145432.140625 Penalty: 718.620117 Iteration 4Q: 3 clusters Score -145432.1 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -145504.593750 Penalty: 718.620117 Iteration 5Q: 3 clusters Score -145504.6 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -145576.250000 Penalty: 718.620117 Iteration 6Q: 3 clusters Score -145576.2 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -145659.093750 Penalty: 718.620117 Iteration 7Q: 3 clusters Score -145659.1 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -145735.906250 Penalty: 718.620117 Iteration 8Q: 3 clusters Score -145735.9 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -145807.718750 Penalty: 718.620117 Iteration 9Q: 3 clusters Score -145807.7 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -145855.984375 Penalty: 718.620117 Iteration 10Q: 3 clusters Score -145856 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -145904.500000 Penalty: 718.620117 Iteration 11Q: 3 clusters Score -145904.5 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -145938.671875 Penalty: 718.620117 Iteration 12Q: 3 clusters Score -145938.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -145963.109375 Penalty: 718.620117 Iteration 13Q: 3 clusters Score -145963.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -145978.906250 Penalty: 718.620117 Iteration 14Q: 3 clusters Score -145978.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -145991.984375 Penalty: 718.620117 Iteration 15Q: 3 clusters Score -145992 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -145998.562500 Penalty: 718.620117 Iteration 16Q: 3 clusters Score -145998.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -146002.640625 Penalty: 718.620117 Iteration 17Q: 3 clusters Score -146002.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -146006.796875 Penalty: 718.620117 Iteration 18Q: 3 clusters Score -146006.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -146010.343750 Penalty: 718.620117 Iteration 19Q: 3 clusters Score -146010.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -146012.859375 Penalty: 718.620117 Iteration 20F: 3 clusters Score -146012.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -146014.265625 Penalty: 718.620117 Iteration 21Q: 3 clusters Score -146014.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -146016.625000 Penalty: 718.620117 Iteration 22Q: 3 clusters Score -146016.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -146018.093750 Penalty: 718.620117 Iteration 23Q: 3 clusters Score -146018.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -146019.546875 Penalty: 718.620117 Iteration 24Q: 3 clusters Score -146019.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -146021.265625 Penalty: 718.620117 Iteration 25Q: 3 clusters Score -146021.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -146022.218750 Penalty: 718.620117 Iteration 26Q: 3 clusters Score -146022.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -146023.031250 Penalty: 718.620117 Iteration 27Q: 3 clusters Score -146023 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -146024.000000 Penalty: 718.620117 Iteration 28Q: 3 clusters Score -146024 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -146025.328125 Penalty: 718.620117 Iteration 29Q: 3 clusters Score -146025.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -146025.796875 Penalty: 718.620117 Iteration 30Q: 3 clusters Score -146025.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -146026.250000 Penalty: 718.620117 Iteration 31Q: 3 clusters Score -146026.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -146026.968750 Penalty: 718.620117 Iteration 32Q: 3 clusters Score -146027 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -146027.500000 Penalty: 718.620117 Iteration 33Q: 3 clusters Score -146027.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -146027.937500 Penalty: 718.620117 Iteration 34Q: 3 clusters Score -146027.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -146028.296875 Penalty: 718.620117 Iteration 35Q: 3 clusters Score -146028.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -146028.937500 Penalty: 718.620117 Iteration 36Q: 3 clusters Score -146028.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -146029.671875 Penalty: 718.620117 Iteration 37Q: 3 clusters Score -146029.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -146029.984375 Penalty: 718.620117 Iteration 38Q: 3 clusters Score -146030 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -146030.531250 Penalty: 718.620117 Iteration 39Q: 3 clusters Score -146030.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -146030.812500 Penalty: 718.620117 Iteration 40F: 3 clusters Score -146030.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -146031.062500 Penalty: 718.620117 Iteration 41Q: 3 clusters Score -146031.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -146031.093750 Penalty: 718.620117 Iteration 42Q: 3 clusters Score -146031.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -146031.093750 Penalty: 718.620117 Iteration 43F: 3 clusters Score -146031.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (468 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Entering Unmasked Estep Score: -23045.181641 Penalty: 279.755310 Iteration 0F: 2 clusters Score -23045.18 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -22612.453125 Penalty: 559.510620 Iteration 0F: 3 clusters Score -22612.45 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -22736.130859 Penalty: 559.510620 Iteration 1F: 3 clusters Score -22736.13 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -22788.748047 Penalty: 559.510620 Iteration 2F: 3 clusters Score -22788.75 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -22848.921875 Penalty: 559.510620 Iteration 3F: 3 clusters Score -22848.92 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -22878.888672 Penalty: 559.510620 Iteration 4F: 3 clusters Score -22878.89 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -22905.691406 Penalty: 559.510620 Iteration 5Q: 3 clusters Score -22905.69 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -22921.208984 Penalty: 559.510620 Iteration 6Q: 3 clusters Score -22921.21 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -22942.554688 Penalty: 559.510620 Iteration 7Q: 3 clusters Score -22942.55 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -22948.978516 Penalty: 559.510620 Iteration 8Q: 3 clusters Score -22948.98 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -22954.861328 Penalty: 559.510620 Iteration 9Q: 3 clusters Score -22954.86 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -22963.759766 Penalty: 559.510620 Iteration 10Q: 3 clusters Score -22963.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -22963.759766 Penalty: 559.510620 Iteration 11F: 3 clusters Score -22963.76 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (604 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Entering Unmasked Estep Score: -30244.343750 Penalty: 291.362610 Iteration 0F: 2 clusters Score -30244.34 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -29682.585938 Penalty: 582.725220 Iteration 0F: 3 clusters Score -29682.59 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -29853.363281 Penalty: 582.725220 Iteration 1F: 3 clusters Score -29853.36 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -29906.445312 Penalty: 582.725220 Iteration 2F: 3 clusters Score -29906.45 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -29927.091797 Penalty: 582.725220 Iteration 3F: 3 clusters Score -29927.09 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -29930.429688 Penalty: 582.725220 Iteration 4Q: 3 clusters Score -29930.43 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -29933.716797 Penalty: 582.725220 Iteration 5Q: 3 clusters Score -29933.72 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -29937.222656 Penalty: 582.725220 Iteration 6Q: 3 clusters Score -29937.22 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -29943.728516 Penalty: 582.725220 Iteration 7Q: 3 clusters Score -29943.73 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -29956.816406 Penalty: 582.725220 Iteration 8Q: 3 clusters Score -29956.82 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -29985.207031 Penalty: 582.725220 Iteration 9Q: 3 clusters Score -29985.21 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -30021.619141 Penalty: 582.725220 Iteration 10Q: 3 clusters Score -30021.62 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -30053.031250 Penalty: 582.725220 Iteration 11Q: 3 clusters Score -30053.03 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -30070.496094 Penalty: 582.725220 Iteration 12Q: 3 clusters Score -30070.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -30097.988281 Penalty: 582.725220 Iteration 13Q: 3 clusters Score -30097.99 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -30140.648438 Penalty: 582.725220 Iteration 14F: 3 clusters Score -30140.65 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -30189.962891 Penalty: 582.725220 Iteration 15F: 3 clusters Score -30189.96 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -30245.494141 Penalty: 582.725220 Iteration 16F: 3 clusters Score -30245.49 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -30282.359375 Penalty: 582.725220 Iteration 17Q: 3 clusters Score -30282.36 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -30324.593750 Penalty: 582.725220 Iteration 18Q: 3 clusters Score -30324.59 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -30353.353516 Penalty: 582.725220 Iteration 19Q: 3 clusters Score -30353.35 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -30367.863281 Penalty: 582.725220 Iteration 20F: 3 clusters Score -30367.86 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -30380.003906 Penalty: 582.725220 Iteration 21Q: 3 clusters Score -30380 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -30388.517578 Penalty: 582.725220 Iteration 22Q: 3 clusters Score -30388.52 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -30395.199219 Penalty: 582.725220 Iteration 23Q: 3 clusters Score -30395.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -30395.492188 Penalty: 582.725220 Iteration 24Q: 3 clusters Score -30395.49 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -30396.085938 Penalty: 582.725220 Iteration 25Q: 3 clusters Score -30396.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -30399.017578 Penalty: 582.725220 Iteration 26Q: 3 clusters Score -30399.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -30404.535156 Penalty: 582.725220 Iteration 27Q: 3 clusters Score -30404.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -30404.535156 Penalty: 582.725220 Iteration 28F: 3 clusters Score -30404.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1125 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 216 members Mstep: Class 3 contains 123 members Mstep: Class 4 contains 440 members Mstep: Class 5 contains 505 members Mstep: Class 6 contains 882 members Mstep: Class 7 contains 455 members Mstep: Class 8 contains 113663 members Mstep: Class 9 contains 1318 members Mstep: Class 10 contains 2689 members Mstep: Class 11 contains 468 members Mstep: Class 12 contains 63 members Mstep: Class 13 contains 213 members Mstep: Class 14 contains 17054 members Mstep: Class 15 contains 1062 members Mstep: Class 16 contains 801 members Mstep: Class 17 contains 541 members Mstep: Class 19 contains 251 members Mstep: Class 20 contains 46 members Mstep: Class 21 contains 262 members Mstep: Class 23 contains 1832 members Entering Unmasked Estep Score: -7906992.500000 Penalty: 11354.112305 Splitting cluster 12 changes total score from -7904620.500000 to -7906992.500000 So it's getting split into cluster 17. Entering ConstructFrom: Trying to split cluster 13 (213 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Entering Unmasked Estep Score: -9723.935547 Penalty: 243.938797 Iteration 0F: 2 clusters Score -9723.936 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -9453.730469 Penalty: 487.877594 Iteration 0F: 3 clusters Score -9453.73 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -9553.706055 Penalty: 487.877594 Iteration 1F: 3 clusters Score -9553.706 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -9626.846680 Penalty: 487.877594 Iteration 2F: 3 clusters Score -9626.847 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -9654.468750 Penalty: 487.877594 Iteration 3F: 3 clusters Score -9654.469 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -9695.953125 Penalty: 487.877594 Iteration 4Q: 3 clusters Score -9695.953 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -9748.595703 Penalty: 487.877594 Iteration 5Q: 3 clusters Score -9748.596 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -9885.402344 Penalty: 487.877594 Iteration 6F: 3 clusters Score -9885.402 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -9926.932617 Penalty: 487.877594 Iteration 7F: 3 clusters Score -9926.933 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -9976.682617 Penalty: 487.877594 Iteration 8F: 3 clusters Score -9976.683 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -10004.982422 Penalty: 487.877594 Iteration 9Q: 3 clusters Score -10004.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -10042.237305 Penalty: 487.877594 Iteration 10Q: 3 clusters Score -10042.24 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -10042.237305 Penalty: 487.877594 Iteration 11F: 3 clusters Score -10042.24 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1125 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 216 members Mstep: Class 3 contains 123 members Mstep: Class 4 contains 440 members Mstep: Class 5 contains 505 members Mstep: Class 6 contains 882 members Mstep: Class 7 contains 455 members Mstep: Class 8 contains 113663 members Mstep: Class 9 contains 1318 members Mstep: Class 10 contains 2689 members Mstep: Class 11 contains 468 members Mstep: Class 12 contains 63 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 17054 members Mstep: Class 15 contains 1062 members Mstep: Class 16 contains 801 members Mstep: Class 17 contains 541 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 251 members Mstep: Class 20 contains 46 members Mstep: Class 21 contains 262 members Mstep: Class 23 contains 1832 members Entering Unmasked Estep Score: -7907014.500000 Penalty: 11894.784180 Splitting cluster 13 changes total score from -7904620.500000 to -7907014.500000 So it's getting split into cluster 18. Entering ConstructFrom: Trying to split cluster 14 (17054 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17054 members Entering Unmasked Estep Score: -921613.500000 Penalty: 443.358368 Iteration 0F: 2 clusters Score -921613.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8496 members Mstep: Class 2 contains 8558 members Entering Unmasked Estep Score: -910254.687500 Penalty: 886.716736 Iteration 0F: 3 clusters Score -910254.7 nChanged 8044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8572 members Mstep: Class 2 contains 8482 members Entering Unmasked Estep Score: -915076.250000 Penalty: 886.716736 Iteration 1F: 3 clusters Score -915076.2 nChanged 905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8675 members Mstep: Class 2 contains 8379 members Entering Unmasked Estep Score: -915484.125000 Penalty: 886.716736 Iteration 2F: 3 clusters Score -915484.1 nChanged 915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8800 members Mstep: Class 2 contains 8254 members Entering Unmasked Estep Score: -915994.125000 Penalty: 886.716736 Iteration 3F: 3 clusters Score -915994.1 nChanged 972 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8910 members Mstep: Class 2 contains 8144 members Entering Unmasked Estep Score: -916700.812500 Penalty: 886.716736 Iteration 4F: 3 clusters Score -916700.8 nChanged 1051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9083 members Mstep: Class 2 contains 7971 members Entering Unmasked Estep Score: -917525.500000 Penalty: 886.716736 Iteration 5F: 3 clusters Score -917525.5 nChanged 975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9252 members Mstep: Class 2 contains 7802 members Entering Unmasked Estep Score: -918147.625000 Penalty: 886.716736 Iteration 6F: 3 clusters Score -918147.6 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9439 members Mstep: Class 2 contains 7615 members Entering Unmasked Estep Score: -918450.437500 Penalty: 886.716736 Iteration 7Q: 3 clusters Score -918450.4 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9623 members Mstep: Class 2 contains 7431 members Entering Unmasked Estep Score: -918559.750000 Penalty: 886.716736 Iteration 8Q: 3 clusters Score -918559.8 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9803 members Mstep: Class 2 contains 7251 members Entering Unmasked Estep Score: -918628.937500 Penalty: 886.716736 Iteration 9Q: 3 clusters Score -918628.9 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10008 members Mstep: Class 2 contains 7046 members Entering Unmasked Estep Score: -918688.437500 Penalty: 886.716736 Iteration 10Q: 3 clusters Score -918688.4 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10220 members Mstep: Class 2 contains 6834 members Entering Unmasked Estep Score: -918748.750000 Penalty: 886.716736 Iteration 11Q: 3 clusters Score -918748.8 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10422 members Mstep: Class 2 contains 6632 members Entering Unmasked Estep Score: -918800.500000 Penalty: 886.716736 Iteration 12Q: 3 clusters Score -918800.5 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10636 members Mstep: Class 2 contains 6418 members Entering Unmasked Estep Score: -918869.687500 Penalty: 886.716736 Iteration 13Q: 3 clusters Score -918869.7 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10857 members Mstep: Class 2 contains 6197 members Entering Unmasked Estep Score: -918938.437500 Penalty: 886.716736 Iteration 14Q: 3 clusters Score -918938.4 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11078 members Mstep: Class 2 contains 5976 members Entering Unmasked Estep Score: -919002.937500 Penalty: 886.716736 Iteration 15Q: 3 clusters Score -919002.9 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11316 members Mstep: Class 2 contains 5738 members Entering Unmasked Estep Score: -919075.937500 Penalty: 886.716736 Iteration 16Q: 3 clusters Score -919075.9 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11579 members Mstep: Class 2 contains 5475 members Entering Unmasked Estep Score: -919156.375000 Penalty: 886.716736 Iteration 17Q: 3 clusters Score -919156.4 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11826 members Mstep: Class 2 contains 5228 members Entering Unmasked Estep Score: -919230.187500 Penalty: 886.716736 Iteration 18Q: 3 clusters Score -919230.2 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12059 members Mstep: Class 2 contains 4995 members Entering Unmasked Estep Score: -919295.000000 Penalty: 886.716736 Iteration 19Q: 3 clusters Score -919295 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12291 members Mstep: Class 2 contains 4763 members Entering Unmasked Estep Score: -919361.750000 Penalty: 886.716736 Iteration 20F: 3 clusters Score -919361.8 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12527 members Mstep: Class 2 contains 4527 members Entering Unmasked Estep Score: -919428.875000 Penalty: 886.716736 Iteration 21Q: 3 clusters Score -919428.9 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12775 members Mstep: Class 2 contains 4279 members Entering Unmasked Estep Score: -919507.437500 Penalty: 886.716736 Iteration 22Q: 3 clusters Score -919507.4 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13042 members Mstep: Class 2 contains 4012 members Entering Unmasked Estep Score: -919591.312500 Penalty: 886.716736 Iteration 23Q: 3 clusters Score -919591.3 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13304 members Mstep: Class 2 contains 3750 members Entering Unmasked Estep Score: -919675.437500 Penalty: 886.716736 Iteration 24Q: 3 clusters Score -919675.4 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13566 members Mstep: Class 2 contains 3488 members Entering Unmasked Estep Score: -919767.812500 Penalty: 886.716736 Iteration 25Q: 3 clusters Score -919767.8 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13829 members Mstep: Class 2 contains 3225 members Entering Unmasked Estep Score: -919870.250000 Penalty: 886.716736 Iteration 26Q: 3 clusters Score -919870.2 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14106 members Mstep: Class 2 contains 2948 members Entering Unmasked Estep Score: -919987.312500 Penalty: 886.716736 Iteration 27Q: 3 clusters Score -919987.3 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14403 members Mstep: Class 2 contains 2651 members Entering Unmasked Estep Score: -920119.500000 Penalty: 886.716736 Iteration 28Q: 3 clusters Score -920119.5 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14685 members Mstep: Class 2 contains 2369 members Entering Unmasked Estep Score: -920254.000000 Penalty: 886.716736 Iteration 29Q: 3 clusters Score -920254 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14980 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -920398.187500 Penalty: 886.716736 Iteration 30Q: 3 clusters Score -920398.2 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15239 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -920535.562500 Penalty: 886.716736 Iteration 31Q: 3 clusters Score -920535.6 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15500 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -920678.187500 Penalty: 886.716736 Iteration 32Q: 3 clusters Score -920678.2 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15710 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -920794.437500 Penalty: 886.716736 Iteration 33Q: 3 clusters Score -920794.4 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15900 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -920886.125000 Penalty: 886.716736 Iteration 34Q: 3 clusters Score -920886.1 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16050 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -920953.062500 Penalty: 886.716736 Iteration 35Q: 3 clusters Score -920953.1 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16177 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -921016.875000 Penalty: 886.716736 Iteration 36Q: 3 clusters Score -921016.9 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16290 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -921067.312500 Penalty: 886.716736 Iteration 37Q: 3 clusters Score -921067.3 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16383 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -921123.687500 Penalty: 886.716736 Iteration 38Q: 3 clusters Score -921123.7 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16474 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -921173.062500 Penalty: 886.716736 Iteration 39Q: 3 clusters Score -921173.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16536 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -921214.312500 Penalty: 886.716736 Iteration 40F: 3 clusters Score -921214.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16583 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -921238.250000 Penalty: 886.716736 Iteration 41Q: 3 clusters Score -921238.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16615 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -921253.125000 Penalty: 886.716736 Iteration 42Q: 3 clusters Score -921253.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16634 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -921253.812500 Penalty: 886.716736 Iteration 43Q: 3 clusters Score -921253.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16641 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -921255.875000 Penalty: 886.716736 Iteration 44Q: 3 clusters Score -921255.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16644 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -921257.750000 Penalty: 886.716736 Iteration 45Q: 3 clusters Score -921257.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16655 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -921261.437500 Penalty: 886.716736 Iteration 46Q: 3 clusters Score -921261.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16658 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -921261.312500 Penalty: 886.716736 Iteration 47Q: 3 clusters Score -921261.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16661 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -921263.625000 Penalty: 886.716736 Iteration 48Q: 3 clusters Score -921263.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16662 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -921263.125000 Penalty: 886.716736 Iteration 49Q: 3 clusters Score -921263.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16663 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -921263.187500 Penalty: 886.716736 Iteration 50Q: 3 clusters Score -921263.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16664 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -921262.250000 Penalty: 886.716736 Iteration 51Q: 3 clusters Score -921262.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16666 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -921262.250000 Penalty: 886.716736 Iteration 52Q: 3 clusters Score -921262.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16667 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -921261.625000 Penalty: 886.716736 Iteration 53Q: 3 clusters Score -921261.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16667 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -921261.625000 Penalty: 886.716736 Iteration 54F: 3 clusters Score -921261.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (1062 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Entering Unmasked Estep Score: -63817.687500 Penalty: 317.039886 Iteration 0F: 2 clusters Score -63817.69 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 539 members Entering Unmasked Estep Score: -62955.671875 Penalty: 634.079773 Iteration 0F: 3 clusters Score -62955.67 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -63240.386719 Penalty: 634.079773 Iteration 1F: 3 clusters Score -63240.39 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -63289.597656 Penalty: 634.079773 Iteration 2F: 3 clusters Score -63289.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -63332.246094 Penalty: 634.079773 Iteration 3F: 3 clusters Score -63332.25 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -63358.292969 Penalty: 634.079773 Iteration 4Q: 3 clusters Score -63358.29 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -63395.871094 Penalty: 634.079773 Iteration 5Q: 3 clusters Score -63395.87 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -63454.984375 Penalty: 634.079773 Iteration 6Q: 3 clusters Score -63454.98 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -63532.410156 Penalty: 634.079773 Iteration 7Q: 3 clusters Score -63532.41 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -63612.371094 Penalty: 634.079773 Iteration 8Q: 3 clusters Score -63612.37 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -63686.175781 Penalty: 634.079773 Iteration 9Q: 3 clusters Score -63686.18 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -63748.703125 Penalty: 634.079773 Iteration 10Q: 3 clusters Score -63748.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -63793.117188 Penalty: 634.079773 Iteration 11Q: 3 clusters Score -63793.12 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -63819.078125 Penalty: 634.079773 Iteration 12Q: 3 clusters Score -63819.08 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -63830.894531 Penalty: 634.079773 Iteration 13Q: 3 clusters Score -63830.89 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -63838.312500 Penalty: 634.079773 Iteration 14Q: 3 clusters Score -63838.31 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -63843.894531 Penalty: 634.079773 Iteration 15Q: 3 clusters Score -63843.89 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -63844.449219 Penalty: 634.079773 Iteration 16Q: 3 clusters Score -63844.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -63844.960938 Penalty: 634.079773 Iteration 17Q: 3 clusters Score -63844.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -63845.875000 Penalty: 634.079773 Iteration 18Q: 3 clusters Score -63845.88 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -63849.007812 Penalty: 634.079773 Iteration 19Q: 3 clusters Score -63849.01 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -63850.738281 Penalty: 634.079773 Iteration 20F: 3 clusters Score -63850.74 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -63852.824219 Penalty: 634.079773 Iteration 21Q: 3 clusters Score -63852.82 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -63854.917969 Penalty: 634.079773 Iteration 22Q: 3 clusters Score -63854.92 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -63855.898438 Penalty: 634.079773 Iteration 23Q: 3 clusters Score -63855.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -63857.984375 Penalty: 634.079773 Iteration 24Q: 3 clusters Score -63857.98 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -63859.097656 Penalty: 634.079773 Iteration 25Q: 3 clusters Score -63859.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -63861.144531 Penalty: 634.079773 Iteration 26Q: 3 clusters Score -63861.14 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -63861.144531 Penalty: 634.079773 Iteration 27F: 3 clusters Score -63861.14 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1125 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 216 members Mstep: Class 3 contains 123 members Mstep: Class 4 contains 440 members Mstep: Class 5 contains 505 members Mstep: Class 6 contains 882 members Mstep: Class 7 contains 455 members Mstep: Class 8 contains 113663 members Mstep: Class 9 contains 1318 members Mstep: Class 10 contains 2689 members Mstep: Class 11 contains 468 members Mstep: Class 12 contains 63 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 17054 members Mstep: Class 15 contains 377 members Mstep: Class 16 contains 801 members Mstep: Class 17 contains 541 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 251 members Mstep: Class 20 contains 46 members Mstep: Class 21 contains 262 members Mstep: Class 22 contains 685 members Mstep: Class 23 contains 1832 members Entering Unmasked Estep Score: -7906835.500000 Penalty: 12435.456055 Splitting cluster 15 changes total score from -7904620.500000 to -7906835.500000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 19 (251 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Entering Unmasked Estep Score: -10952.987305 Penalty: 251.408112 Iteration 0F: 2 clusters Score -10952.99 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -10690.062500 Penalty: 502.816223 Iteration 0F: 3 clusters Score -10690.06 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -10863.474609 Penalty: 502.816223 Iteration 1F: 3 clusters Score -10863.47 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -10940.549805 Penalty: 502.816223 Iteration 2F: 3 clusters Score -10940.55 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -10968.242188 Penalty: 502.816223 Iteration 3Q: 3 clusters Score -10968.24 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -11063.375000 Penalty: 502.816223 Iteration 4F: 3 clusters Score -11063.38 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -11115.986328 Penalty: 502.816223 Iteration 5Q: 3 clusters Score -11115.99 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -11118.119141 Penalty: 502.816223 Iteration 6Q: 3 clusters Score -11118.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -11118.119141 Penalty: 502.816223 Iteration 7F: 3 clusters Score -11118.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1125 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 216 members Mstep: Class 3 contains 123 members Mstep: Class 4 contains 440 members Mstep: Class 5 contains 505 members Mstep: Class 6 contains 882 members Mstep: Class 7 contains 455 members Mstep: Class 8 contains 113663 members Mstep: Class 9 contains 1318 members Mstep: Class 10 contains 2689 members Mstep: Class 11 contains 468 members Mstep: Class 12 contains 63 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 17054 members Mstep: Class 15 contains 377 members Mstep: Class 16 contains 801 members Mstep: Class 17 contains 541 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 50 members Mstep: Class 20 contains 46 members Mstep: Class 21 contains 262 members Mstep: Class 22 contains 685 members Mstep: Class 23 contains 1832 members Mstep: Class 24 contains 201 members Entering Unmasked Estep Score: -7906708.500000 Penalty: 12976.127930 Splitting cluster 19 changes total score from -7904620.500000 to -7906708.500000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 20 (46 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Entering Unmasked Estep Score: -1666.097900 Penalty: 174.203186 Iteration 0F: 2 clusters Score -1666.098 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24 members Mstep: Class 2 contains 22 members Entering Unmasked Estep Score: -1571.511230 Penalty: 348.406372 Iteration 0F: 3 clusters Score -1571.511 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19 members Mstep: Class 2 contains 27 members Entering Unmasked Estep Score: -1601.087646 Penalty: 348.406372 Iteration 1F: 3 clusters Score -1601.088 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20 members Mstep: Class 2 contains 26 members Entering Unmasked Estep Score: -1614.526245 Penalty: 348.406372 Iteration 2Q: 3 clusters Score -1614.526 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20 members Mstep: Class 2 contains 26 members Entering Unmasked Estep Score: -1614.526245 Penalty: 348.406372 Iteration 3F: 3 clusters Score -1614.526 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (262 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Entering Unmasked Estep Score: -12872.474609 Penalty: 253.359680 Iteration 0F: 2 clusters Score -12872.47 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -12546.083008 Penalty: 506.719360 Iteration 0F: 3 clusters Score -12546.08 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -12609.107422 Penalty: 506.719360 Iteration 1F: 3 clusters Score -12609.11 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -12622.923828 Penalty: 506.719360 Iteration 2F: 3 clusters Score -12622.92 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -12634.586914 Penalty: 506.719360 Iteration 3Q: 3 clusters Score -12634.59 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -12659.011719 Penalty: 506.719360 Iteration 4F: 3 clusters Score -12659.01 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -12703.769531 Penalty: 506.719360 Iteration 5F: 3 clusters Score -12703.77 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -12767.289062 Penalty: 506.719360 Iteration 6F: 3 clusters Score -12767.29 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -12825.342773 Penalty: 506.719360 Iteration 7Q: 3 clusters Score -12825.34 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -12856.657227 Penalty: 506.719360 Iteration 8Q: 3 clusters Score -12856.66 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -12871.775391 Penalty: 506.719360 Iteration 9Q: 3 clusters Score -12871.78 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -12892.145508 Penalty: 506.719360 Iteration 10Q: 3 clusters Score -12892.15 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -12900.867188 Penalty: 506.719360 Iteration 11Q: 3 clusters Score -12900.87 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -12908.349609 Penalty: 506.719360 Iteration 12Q: 3 clusters Score -12908.35 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -12918.728516 Penalty: 506.719360 Iteration 13Q: 3 clusters Score -12918.73 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -12925.256836 Penalty: 506.719360 Iteration 14Q: 3 clusters Score -12925.26 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -12928.885742 Penalty: 506.719360 Iteration 15Q: 3 clusters Score -12928.89 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -12930.677734 Penalty: 506.719360 Iteration 16F: 3 clusters Score -12930.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -12935.367188 Penalty: 506.719360 Iteration 17Q: 3 clusters Score -12935.37 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -12944.231445 Penalty: 506.719360 Iteration 18Q: 3 clusters Score -12944.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -12956.282227 Penalty: 506.719360 Iteration 19Q: 3 clusters Score -12956.28 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -12960.252930 Penalty: 506.719360 Iteration 20F: 3 clusters Score -12960.25 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1125 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 216 members Mstep: Class 3 contains 123 members Mstep: Class 4 contains 440 members Mstep: Class 5 contains 505 members Mstep: Class 6 contains 882 members Mstep: Class 7 contains 455 members Mstep: Class 8 contains 113663 members Mstep: Class 9 contains 1318 members Mstep: Class 10 contains 2689 members Mstep: Class 11 contains 468 members Mstep: Class 12 contains 63 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 17054 members Mstep: Class 15 contains 377 members Mstep: Class 16 contains 801 members Mstep: Class 17 contains 541 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 50 members Mstep: Class 20 contains 46 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 685 members Mstep: Class 23 contains 1832 members Mstep: Class 24 contains 201 members Mstep: Class 25 contains 96 members Entering Unmasked Estep Score: -7906512.000000 Penalty: 13516.799805 Splitting cluster 21 changes total score from -7904620.500000 to -7906512.000000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 23 (1832 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Entering Unmasked Estep Score: -99767.296875 Penalty: 341.848938 Iteration 0F: 2 clusters Score -99767.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -98449.734375 Penalty: 683.697876 Iteration 0F: 3 clusters Score -98449.73 nChanged 753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -98842.218750 Penalty: 683.697876 Iteration 1F: 3 clusters Score -98842.22 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -98891.664062 Penalty: 683.697876 Iteration 2F: 3 clusters Score -98891.66 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -98930.085938 Penalty: 683.697876 Iteration 3Q: 3 clusters Score -98930.09 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -98965.632812 Penalty: 683.697876 Iteration 4Q: 3 clusters Score -98965.63 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -98997.210938 Penalty: 683.697876 Iteration 5Q: 3 clusters Score -98997.21 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -99027.250000 Penalty: 683.697876 Iteration 6Q: 3 clusters Score -99027.25 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -99060.992188 Penalty: 683.697876 Iteration 7Q: 3 clusters Score -99060.99 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -99095.007812 Penalty: 683.697876 Iteration 8Q: 3 clusters Score -99095.01 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -99135.820312 Penalty: 683.697876 Iteration 9Q: 3 clusters Score -99135.82 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -99177.984375 Penalty: 683.697876 Iteration 10Q: 3 clusters Score -99177.98 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -99220.046875 Penalty: 683.697876 Iteration 11Q: 3 clusters Score -99220.05 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -99275.742188 Penalty: 683.697876 Iteration 12Q: 3 clusters Score -99275.74 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -99344.828125 Penalty: 683.697876 Iteration 13Q: 3 clusters Score -99344.83 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -99392.492188 Penalty: 683.697876 Iteration 14Q: 3 clusters Score -99392.49 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -99426.453125 Penalty: 683.697876 Iteration 15Q: 3 clusters Score -99426.45 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -99449.875000 Penalty: 683.697876 Iteration 16Q: 3 clusters Score -99449.88 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -99465.304688 Penalty: 683.697876 Iteration 17Q: 3 clusters Score -99465.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -99479.265625 Penalty: 683.697876 Iteration 18Q: 3 clusters Score -99479.27 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -99497.757812 Penalty: 683.697876 Iteration 19Q: 3 clusters Score -99497.76 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -99517.453125 Penalty: 683.697876 Iteration 20F: 3 clusters Score -99517.45 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -99531.125000 Penalty: 683.697876 Iteration 21Q: 3 clusters Score -99531.12 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -99538.726562 Penalty: 683.697876 Iteration 22Q: 3 clusters Score -99538.73 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -99542.359375 Penalty: 683.697876 Iteration 23Q: 3 clusters Score -99542.36 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -99545.140625 Penalty: 683.697876 Iteration 24Q: 3 clusters Score -99545.14 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -99546.984375 Penalty: 683.697876 Iteration 25Q: 3 clusters Score -99546.98 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -99548.953125 Penalty: 683.697876 Iteration 26Q: 3 clusters Score -99548.95 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -99552.156250 Penalty: 683.697876 Iteration 27Q: 3 clusters Score -99552.16 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -99554.921875 Penalty: 683.697876 Iteration 28Q: 3 clusters Score -99554.92 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -99556.882812 Penalty: 683.697876 Iteration 29Q: 3 clusters Score -99556.88 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -99560.171875 Penalty: 683.697876 Iteration 30Q: 3 clusters Score -99560.17 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -99566.257812 Penalty: 683.697876 Iteration 31Q: 3 clusters Score -99566.26 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -99574.343750 Penalty: 683.697876 Iteration 32Q: 3 clusters Score -99574.34 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -99581.796875 Penalty: 683.697876 Iteration 33Q: 3 clusters Score -99581.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -99587.210938 Penalty: 683.697876 Iteration 34Q: 3 clusters Score -99587.21 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -99592.734375 Penalty: 683.697876 Iteration 35Q: 3 clusters Score -99592.73 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -99603.781250 Penalty: 683.697876 Iteration 36Q: 3 clusters Score -99603.78 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -99611.226562 Penalty: 683.697876 Iteration 37Q: 3 clusters Score -99611.23 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -99614.148438 Penalty: 683.697876 Iteration 38Q: 3 clusters Score -99614.15 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -99617.234375 Penalty: 683.697876 Iteration 39Q: 3 clusters Score -99617.23 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -99618.843750 Penalty: 683.697876 Iteration 40F: 3 clusters Score -99618.84 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -99620.343750 Penalty: 683.697876 Iteration 41Q: 3 clusters Score -99620.34 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -99621.679688 Penalty: 683.697876 Iteration 42Q: 3 clusters Score -99621.68 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -99622.937500 Penalty: 683.697876 Iteration 43Q: 3 clusters Score -99622.94 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -99627.226562 Penalty: 683.697876 Iteration 44Q: 3 clusters Score -99627.23 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -99631.859375 Penalty: 683.697876 Iteration 45Q: 3 clusters Score -99631.86 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -99634.773438 Penalty: 683.697876 Iteration 46Q: 3 clusters Score -99634.77 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -99637.296875 Penalty: 683.697876 Iteration 47Q: 3 clusters Score -99637.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -99638.148438 Penalty: 683.697876 Iteration 48Q: 3 clusters Score -99638.15 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -99638.304688 Penalty: 683.697876 Iteration 49Q: 3 clusters Score -99638.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -99638.945312 Penalty: 683.697876 Iteration 50Q: 3 clusters Score -99638.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -99639.445312 Penalty: 683.697876 Iteration 51Q: 3 clusters Score -99639.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -99639.625000 Penalty: 683.697876 Iteration 52Q: 3 clusters Score -99639.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -99640.093750 Penalty: 683.697876 Iteration 53Q: 3 clusters Score -99640.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -99640.093750 Penalty: 683.697876 Iteration 54Q: 3 clusters Score -99640.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -99640.093750 Penalty: 683.697876 Iteration 55F: 3 clusters Score -99640.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1125 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 216 members Mstep: Class 3 contains 123 members Mstep: Class 5 contains 505 members Mstep: Class 6 contains 882 members Mstep: Class 7 contains 455 members Mstep: Class 8 contains 113663 members Mstep: Class 10 contains 2689 members Mstep: Class 11 contains 468 members Mstep: Class 12 contains 63 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 17054 members Mstep: Class 15 contains 377 members Mstep: Class 19 contains 50 members Mstep: Class 20 contains 46 members Mstep: Class 21 contains 166 members Mstep: Class 23 contains 1832 members Entering Unmasked Estep ConsiderDeletion Score: -7906745.500000 Penalty: 13516.799805 Iteration 39Q: 26 clusters Score -7906746 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 1126 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 124 members Mstep: Class 4 contains 435 members Mstep: Class 5 contains 503 members Mstep: Class 6 contains 882 members Mstep: Class 7 contains 454 members Mstep: Class 8 contains 113810 members Mstep: Class 9 contains 1274 members Mstep: Class 10 contains 2690 members Mstep: Class 11 contains 463 members Mstep: Class 12 contains 63 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 17007 members Mstep: Class 15 contains 369 members Mstep: Class 16 contains 801 members Mstep: Class 17 contains 532 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 50 members Mstep: Class 20 contains 46 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 651 members Mstep: Class 23 contains 1823 members Mstep: Class 24 contains 203 members Mstep: Class 25 contains 96 members Entering Unmasked Estep ConsiderDeletion Deleting Class 19. Lose 475.413879 but Gain 540.671875 Score: -7907375.500000 Penalty: 12976.127930 Iteration 40F: 25 clusters Score -7907376 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 1124 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 215 members Mstep: Class 3 contains 130 members Mstep: Class 4 contains 432 members Mstep: Class 5 contains 497 members Mstep: Class 6 contains 883 members Mstep: Class 7 contains 453 members Mstep: Class 8 contains 113340 members Mstep: Class 9 contains 1666 members Mstep: Class 10 contains 2646 members Mstep: Class 11 contains 462 members Mstep: Class 12 contains 63 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 16972 members Mstep: Class 15 contains 388 members Mstep: Class 16 contains 802 members Mstep: Class 17 contains 533 members Mstep: Class 18 contains 65 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 753 members Mstep: Class 23 contains 1855 members Mstep: Class 24 contains 223 members Mstep: Class 25 contains 96 members Entering Unmasked Estep ConsiderDeletion Score: -7908201.000000 Penalty: 12976.127930 Iteration 41Q: 25 clusters Score -7908201 nChanged 717 Entering Unmasked Mstep Mstep: Class 0 contains 1124 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 217 members Mstep: Class 3 contains 134 members Mstep: Class 4 contains 430 members Mstep: Class 5 contains 501 members Mstep: Class 6 contains 883 members Mstep: Class 7 contains 453 members Mstep: Class 8 contains 112904 members Mstep: Class 9 contains 2049 members Mstep: Class 10 contains 2612 members Mstep: Class 11 contains 463 members Mstep: Class 12 contains 63 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 16905 members Mstep: Class 15 contains 407 members Mstep: Class 16 contains 802 members Mstep: Class 17 contains 532 members Mstep: Class 18 contains 65 members Mstep: Class 20 contains 74 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 849 members Mstep: Class 23 contains 1873 members Mstep: Class 24 contains 223 members Mstep: Class 25 contains 96 members Entering Unmasked Estep ConsiderDeletion Score: -7908707.000000 Penalty: 12976.127930 Iteration 42Q: 25 clusters Score -7908707 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 1124 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 218 members Mstep: Class 3 contains 137 members Mstep: Class 4 contains 429 members Mstep: Class 5 contains 509 members Mstep: Class 6 contains 883 members Mstep: Class 7 contains 453 members Mstep: Class 8 contains 112512 members Mstep: Class 9 contains 2440 members Mstep: Class 10 contains 2587 members Mstep: Class 11 contains 466 members Mstep: Class 12 contains 63 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 16799 members Mstep: Class 15 contains 422 members Mstep: Class 16 contains 802 members Mstep: Class 17 contains 532 members Mstep: Class 18 contains 65 members Mstep: Class 20 contains 75 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 931 members Mstep: Class 23 contains 1870 members Mstep: Class 24 contains 222 members Mstep: Class 25 contains 96 members Entering Unmasked Estep ConsiderDeletion Score: -7909046.000000 Penalty: 12976.127930 Iteration 43Q: 25 clusters Score -7909046 nChanged 682 Entering Unmasked Mstep Mstep: Class 0 contains 1124 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 136 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 515 members Mstep: Class 6 contains 883 members Mstep: Class 7 contains 453 members Mstep: Class 8 contains 112123 members Mstep: Class 9 contains 2833 members Mstep: Class 10 contains 2571 members Mstep: Class 11 contains 465 members Mstep: Class 12 contains 63 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 16695 members Mstep: Class 15 contains 447 members Mstep: Class 16 contains 802 members Mstep: Class 17 contains 530 members Mstep: Class 18 contains 65 members Mstep: Class 20 contains 75 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 1000 members Mstep: Class 23 contains 1859 members Mstep: Class 24 contains 222 members Mstep: Class 25 contains 96 members Entering Unmasked Estep ConsiderDeletion Score: -7909344.500000 Penalty: 12976.127930 Iteration 44Q: 25 clusters Score -7909344 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 1124 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 137 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 522 members Mstep: Class 6 contains 883 members Mstep: Class 7 contains 453 members Mstep: Class 8 contains 111788 members Mstep: Class 9 contains 3198 members Mstep: Class 10 contains 2556 members Mstep: Class 11 contains 466 members Mstep: Class 12 contains 63 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 16583 members Mstep: Class 15 contains 466 members Mstep: Class 16 contains 802 members Mstep: Class 17 contains 530 members Mstep: Class 18 contains 65 members Mstep: Class 20 contains 75 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 1056 members Mstep: Class 23 contains 1839 members Mstep: Class 24 contains 222 members Mstep: Class 25 contains 96 members Entering Unmasked Estep ConsiderDeletion Score: -7909536.000000 Penalty: 12976.127930 Iteration 45Q: 25 clusters Score -7909536 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 1124 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 137 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 533 members Mstep: Class 6 contains 883 members Mstep: Class 7 contains 453 members Mstep: Class 8 contains 111504 members Mstep: Class 9 contains 3524 members Mstep: Class 10 contains 2546 members Mstep: Class 11 contains 466 members Mstep: Class 12 contains 63 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 16465 members Mstep: Class 15 contains 493 members Mstep: Class 16 contains 802 members Mstep: Class 17 contains 528 members Mstep: Class 18 contains 65 members Mstep: Class 20 contains 75 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 1097 members Mstep: Class 23 contains 1817 members Mstep: Class 24 contains 222 members Mstep: Class 25 contains 96 members Entering Unmasked Estep ConsiderDeletion Score: -7909698.000000 Penalty: 12976.127930 Iteration 46Q: 25 clusters Score -7909698 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 1124 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 136 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 534 members Mstep: Class 6 contains 883 members Mstep: Class 7 contains 453 members Mstep: Class 8 contains 111307 members Mstep: Class 9 contains 3790 members Mstep: Class 10 contains 2541 members Mstep: Class 11 contains 469 members Mstep: Class 12 contains 63 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 16338 members Mstep: Class 15 contains 517 members Mstep: Class 16 contains 802 members Mstep: Class 17 contains 527 members Mstep: Class 18 contains 65 members Mstep: Class 20 contains 75 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 1129 members Mstep: Class 23 contains 1796 members Mstep: Class 24 contains 222 members Mstep: Class 25 contains 96 members Entering Unmasked Estep ConsiderDeletion Score: -7909755.500000 Penalty: 12976.127930 Iteration 47Q: 25 clusters Score -7909756 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 1124 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 135 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 545 members Mstep: Class 6 contains 882 members Mstep: Class 7 contains 453 members Mstep: Class 8 contains 111174 members Mstep: Class 9 contains 3981 members Mstep: Class 10 contains 2538 members Mstep: Class 11 contains 470 members Mstep: Class 12 contains 63 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 16223 members Mstep: Class 15 contains 533 members Mstep: Class 16 contains 802 members Mstep: Class 17 contains 527 members Mstep: Class 18 contains 65 members Mstep: Class 20 contains 75 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 1160 members Mstep: Class 23 contains 1771 members Mstep: Class 24 contains 222 members Mstep: Class 25 contains 96 members Entering Unmasked Estep ConsiderDeletion Score: -7909813.500000 Penalty: 12976.127930 Iteration 48Q: 25 clusters Score -7909814 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 1124 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 134 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 546 members Mstep: Class 6 contains 882 members Mstep: Class 7 contains 453 members Mstep: Class 8 contains 111114 members Mstep: Class 9 contains 4110 members Mstep: Class 10 contains 2532 members Mstep: Class 11 contains 471 members Mstep: Class 12 contains 62 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 16108 members Mstep: Class 15 contains 548 members Mstep: Class 16 contains 802 members Mstep: Class 17 contains 529 members Mstep: Class 18 contains 65 members Mstep: Class 20 contains 75 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 1190 members Mstep: Class 23 contains 1756 members Mstep: Class 24 contains 222 members Mstep: Class 25 contains 96 members Entering Unmasked Estep ConsiderDeletion Score: -7909845.000000 Penalty: 12976.127930 Iteration 49Q: 25 clusters Score -7909845 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 1124 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 134 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 548 members Mstep: Class 6 contains 880 members Mstep: Class 7 contains 453 members Mstep: Class 8 contains 111061 members Mstep: Class 9 contains 4229 members Mstep: Class 10 contains 2529 members Mstep: Class 11 contains 472 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 16012 members Mstep: Class 15 contains 558 members Mstep: Class 16 contains 802 members Mstep: Class 17 contains 530 members Mstep: Class 18 contains 65 members Mstep: Class 20 contains 75 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 1210 members Mstep: Class 23 contains 1742 members Mstep: Class 24 contains 222 members Mstep: Class 25 contains 96 members Entering Unmasked Estep ConsiderDeletion Score: -7909886.500000 Penalty: 12976.127930 Iteration 50Q: 25 clusters Score -7909886 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 1124 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 134 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 549 members Mstep: Class 6 contains 879 members Mstep: Class 7 contains 453 members Mstep: Class 8 contains 110995 members Mstep: Class 9 contains 4345 members Mstep: Class 10 contains 2525 members Mstep: Class 11 contains 472 members Mstep: Class 12 contains 60 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 15930 members Mstep: Class 15 contains 570 members Mstep: Class 16 contains 802 members Mstep: Class 17 contains 531 members Mstep: Class 18 contains 65 members Mstep: Class 20 contains 75 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 1230 members Mstep: Class 23 contains 1733 members Mstep: Class 24 contains 222 members Mstep: Class 25 contains 96 members Entering Unmasked Estep ConsiderDeletion Score: -7909926.000000 Penalty: 12976.127930 Iteration 51Q: 25 clusters Score -7909926 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 1124 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 134 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 549 members Mstep: Class 6 contains 878 members Mstep: Class 7 contains 453 members Mstep: Class 8 contains 110961 members Mstep: Class 9 contains 4444 members Mstep: Class 10 contains 2523 members Mstep: Class 11 contains 473 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 15846 members Mstep: Class 15 contains 579 members Mstep: Class 16 contains 802 members Mstep: Class 17 contains 531 members Mstep: Class 18 contains 65 members Mstep: Class 20 contains 75 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 1241 members Mstep: Class 23 contains 1722 members Mstep: Class 24 contains 222 members Mstep: Class 25 contains 95 members Entering Unmasked Estep ConsiderDeletion Score: -7909953.000000 Penalty: 12976.127930 Iteration 52Q: 25 clusters Score -7909953 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 1124 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 134 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 549 members Mstep: Class 6 contains 877 members Mstep: Class 7 contains 453 members Mstep: Class 8 contains 110933 members Mstep: Class 9 contains 4518 members Mstep: Class 10 contains 2520 members Mstep: Class 11 contains 474 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 15780 members Mstep: Class 15 contains 589 members Mstep: Class 16 contains 802 members Mstep: Class 17 contains 531 members Mstep: Class 18 contains 65 members Mstep: Class 20 contains 75 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 1251 members Mstep: Class 23 contains 1713 members Mstep: Class 24 contains 222 members Mstep: Class 25 contains 95 members Entering Unmasked Estep ConsiderDeletion Score: -7909984.500000 Penalty: 12976.127930 Iteration 53Q: 25 clusters Score -7909984 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 1124 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 134 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 551 members Mstep: Class 6 contains 876 members Mstep: Class 7 contains 453 members Mstep: Class 8 contains 110921 members Mstep: Class 9 contains 4567 members Mstep: Class 10 contains 2518 members Mstep: Class 11 contains 474 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 15726 members Mstep: Class 15 contains 594 members Mstep: Class 16 contains 802 members Mstep: Class 17 contains 531 members Mstep: Class 18 contains 65 members Mstep: Class 20 contains 75 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 1262 members Mstep: Class 23 contains 1707 members Mstep: Class 24 contains 222 members Mstep: Class 25 contains 95 members Entering Unmasked Estep ConsiderDeletion Score: -7909990.000000 Penalty: 12976.127930 Iteration 54Q: 25 clusters Score -7909990 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 1124 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 134 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 553 members Mstep: Class 6 contains 876 members Mstep: Class 7 contains 453 members Mstep: Class 8 contains 110889 members Mstep: Class 9 contains 4623 members Mstep: Class 10 contains 2517 members Mstep: Class 11 contains 474 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 15686 members Mstep: Class 15 contains 599 members Mstep: Class 16 contains 802 members Mstep: Class 17 contains 531 members Mstep: Class 18 contains 65 members Mstep: Class 20 contains 75 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 1271 members Mstep: Class 23 contains 1701 members Mstep: Class 24 contains 222 members Mstep: Class 25 contains 95 members Entering Unmasked Estep ConsiderDeletion Score: -7910008.000000 Penalty: 12976.127930 Iteration 55Q: 25 clusters Score -7910008 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 1124 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 134 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 554 members Mstep: Class 6 contains 876 members Mstep: Class 7 contains 453 members Mstep: Class 8 contains 110836 members Mstep: Class 9 contains 4689 members Mstep: Class 10 contains 2516 members Mstep: Class 11 contains 474 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 15658 members Mstep: Class 15 contains 606 members Mstep: Class 16 contains 802 members Mstep: Class 17 contains 531 members Mstep: Class 18 contains 65 members Mstep: Class 20 contains 75 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 1278 members Mstep: Class 23 contains 1698 members Mstep: Class 24 contains 222 members Mstep: Class 25 contains 95 members Entering Unmasked Estep ConsiderDeletion Score: -7910012.000000 Penalty: 12976.127930 Iteration 56Q: 25 clusters Score -7910012 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 1124 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 134 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 556 members Mstep: Class 6 contains 876 members Mstep: Class 7 contains 453 members Mstep: Class 8 contains 110796 members Mstep: Class 9 contains 4749 members Mstep: Class 10 contains 2516 members Mstep: Class 11 contains 473 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 15623 members Mstep: Class 15 contains 613 members Mstep: Class 16 contains 802 members Mstep: Class 17 contains 531 members Mstep: Class 18 contains 65 members Mstep: Class 20 contains 75 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 1285 members Mstep: Class 23 contains 1692 members Mstep: Class 24 contains 222 members Mstep: Class 25 contains 95 members Entering Unmasked Estep ConsiderDeletion Score: -7910002.000000 Penalty: 12976.127930 Iteration 57Q: 25 clusters Score -7910002 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 1124 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 134 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 556 members Mstep: Class 6 contains 876 members Mstep: Class 7 contains 453 members Mstep: Class 8 contains 110773 members Mstep: Class 9 contains 4799 members Mstep: Class 10 contains 2516 members Mstep: Class 11 contains 473 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 15590 members Mstep: Class 15 contains 614 members Mstep: Class 16 contains 802 members Mstep: Class 17 contains 531 members Mstep: Class 18 contains 65 members Mstep: Class 20 contains 75 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 1290 members Mstep: Class 23 contains 1686 members Mstep: Class 24 contains 222 members Mstep: Class 25 contains 95 members Entering Unmasked Estep ConsiderDeletion Score: -7910007.500000 Penalty: 12976.127930 Iteration 58Q: 25 clusters Score -7910008 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 1124 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 134 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 555 members Mstep: Class 6 contains 876 members Mstep: Class 7 contains 453 members Mstep: Class 8 contains 110742 members Mstep: Class 9 contains 4847 members Mstep: Class 10 contains 2516 members Mstep: Class 11 contains 473 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 15570 members Mstep: Class 15 contains 616 members Mstep: Class 16 contains 802 members Mstep: Class 17 contains 531 members Mstep: Class 18 contains 65 members Mstep: Class 20 contains 75 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 1292 members Mstep: Class 23 contains 1683 members Mstep: Class 24 contains 222 members Mstep: Class 25 contains 95 members Entering Unmasked Estep ConsiderDeletion Score: -7910011.500000 Penalty: 12976.127930 Iteration 59Q: 25 clusters Score -7910012 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 1124 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 134 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 554 members Mstep: Class 6 contains 876 members Mstep: Class 7 contains 453 members Mstep: Class 8 contains 110730 members Mstep: Class 9 contains 4878 members Mstep: Class 10 contains 2516 members Mstep: Class 11 contains 473 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 15548 members Mstep: Class 15 contains 617 members Mstep: Class 16 contains 802 members Mstep: Class 17 contains 531 members Mstep: Class 18 contains 65 members Mstep: Class 20 contains 75 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 1295 members Mstep: Class 23 contains 1682 members Mstep: Class 24 contains 222 members Mstep: Class 25 contains 95 members Entering Unmasked Estep ConsiderDeletion Score: -7910133.000000 Penalty: 12976.127930 Iteration 60F: 25 clusters Score -7910133 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 1123 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 134 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 554 members Mstep: Class 6 contains 876 members Mstep: Class 7 contains 453 members Mstep: Class 8 contains 110483 members Mstep: Class 9 contains 5130 members Mstep: Class 10 contains 2515 members Mstep: Class 11 contains 473 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 15539 members Mstep: Class 15 contains 620 members Mstep: Class 16 contains 802 members Mstep: Class 17 contains 531 members Mstep: Class 18 contains 65 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 1296 members Mstep: Class 23 contains 1682 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Entering Unmasked Estep ConsiderDeletion Score: -7910276.500000 Penalty: 12976.127930 Iteration 61Q: 25 clusters Score -7910276 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 1123 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 135 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 554 members Mstep: Class 6 contains 876 members Mstep: Class 7 contains 453 members Mstep: Class 8 contains 110276 members Mstep: Class 9 contains 5362 members Mstep: Class 10 contains 2515 members Mstep: Class 11 contains 472 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 15509 members Mstep: Class 15 contains 624 members Mstep: Class 16 contains 802 members Mstep: Class 17 contains 531 members Mstep: Class 18 contains 65 members Mstep: Class 20 contains 76 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 1298 members Mstep: Class 23 contains 1681 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Entering Unmasked Estep ConsiderDeletion Score: -7910342.000000 Penalty: 12976.127930 Iteration 62Q: 25 clusters Score -7910342 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 1123 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 137 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 553 members Mstep: Class 6 contains 876 members Mstep: Class 7 contains 453 members Mstep: Class 8 contains 110107 members Mstep: Class 9 contains 5561 members Mstep: Class 10 contains 2515 members Mstep: Class 11 contains 472 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 15473 members Mstep: Class 15 contains 629 members Mstep: Class 16 contains 802 members Mstep: Class 17 contains 531 members Mstep: Class 18 contains 65 members Mstep: Class 20 contains 75 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 1299 members Mstep: Class 23 contains 1679 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Entering Unmasked Estep ConsiderDeletion Score: -7910398.500000 Penalty: 12976.127930 Iteration 63Q: 25 clusters Score -7910398 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 1123 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 136 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 556 members Mstep: Class 6 contains 876 members Mstep: Class 7 contains 453 members Mstep: Class 8 contains 109950 members Mstep: Class 9 contains 5747 members Mstep: Class 10 contains 2515 members Mstep: Class 11 contains 472 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 15433 members Mstep: Class 15 contains 636 members Mstep: Class 16 contains 802 members Mstep: Class 17 contains 531 members Mstep: Class 18 contains 65 members Mstep: Class 20 contains 75 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 1300 members Mstep: Class 23 contains 1675 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Entering Unmasked Estep ConsiderDeletion Score: -7910457.000000 Penalty: 12976.127930 Iteration 64Q: 25 clusters Score -7910457 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 1123 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 136 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 559 members Mstep: Class 6 contains 876 members Mstep: Class 7 contains 453 members Mstep: Class 8 contains 109829 members Mstep: Class 9 contains 5902 members Mstep: Class 10 contains 2513 members Mstep: Class 11 contains 472 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 15389 members Mstep: Class 15 contains 642 members Mstep: Class 16 contains 802 members Mstep: Class 17 contains 531 members Mstep: Class 18 contains 65 members Mstep: Class 20 contains 75 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 1301 members Mstep: Class 23 contains 1672 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Entering Unmasked Estep ConsiderDeletion Score: -7910481.500000 Penalty: 12976.127930 Iteration 65Q: 25 clusters Score -7910482 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 1123 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 136 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 562 members Mstep: Class 6 contains 875 members Mstep: Class 7 contains 453 members Mstep: Class 8 contains 109739 members Mstep: Class 9 contains 6027 members Mstep: Class 10 contains 2511 members Mstep: Class 11 contains 473 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 15348 members Mstep: Class 15 contains 646 members Mstep: Class 16 contains 802 members Mstep: Class 17 contains 531 members Mstep: Class 18 contains 65 members Mstep: Class 20 contains 75 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 1300 members Mstep: Class 23 contains 1671 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Entering Unmasked Estep ConsiderDeletion Score: -7910493.000000 Penalty: 12976.127930 Iteration 66Q: 25 clusters Score -7910493 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 1123 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 136 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 564 members Mstep: Class 6 contains 875 members Mstep: Class 7 contains 453 members Mstep: Class 8 contains 109653 members Mstep: Class 9 contains 6145 members Mstep: Class 10 contains 2510 members Mstep: Class 11 contains 473 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 15309 members Mstep: Class 15 contains 651 members Mstep: Class 16 contains 802 members Mstep: Class 17 contains 531 members Mstep: Class 18 contains 65 members Mstep: Class 20 contains 75 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 1300 members Mstep: Class 23 contains 1664 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Entering Unmasked Estep ConsiderDeletion Score: -7910523.000000 Penalty: 12976.127930 Iteration 67Q: 25 clusters Score -7910523 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 1123 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 136 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 566 members Mstep: Class 6 contains 873 members Mstep: Class 7 contains 453 members Mstep: Class 8 contains 109579 members Mstep: Class 9 contains 6263 members Mstep: Class 10 contains 2510 members Mstep: Class 11 contains 474 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 15262 members Mstep: Class 15 contains 653 members Mstep: Class 16 contains 802 members Mstep: Class 17 contains 531 members Mstep: Class 18 contains 65 members Mstep: Class 20 contains 75 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 1300 members Mstep: Class 23 contains 1656 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Entering Unmasked Estep ConsiderDeletion Score: -7910545.500000 Penalty: 12976.127930 Iteration 68Q: 25 clusters Score -7910546 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 1123 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 136 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 570 members Mstep: Class 6 contains 873 members Mstep: Class 7 contains 453 members Mstep: Class 8 contains 109501 members Mstep: Class 9 contains 6391 members Mstep: Class 10 contains 2510 members Mstep: Class 11 contains 474 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 15205 members Mstep: Class 15 contains 656 members Mstep: Class 16 contains 802 members Mstep: Class 17 contains 531 members Mstep: Class 18 contains 65 members Mstep: Class 20 contains 75 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 1300 members Mstep: Class 23 contains 1648 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Entering Unmasked Estep ConsiderDeletion Score: -7910569.000000 Penalty: 12976.127930 Iteration 69Q: 25 clusters Score -7910569 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 1123 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 136 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 873 members Mstep: Class 7 contains 453 members Mstep: Class 8 contains 109426 members Mstep: Class 9 contains 6527 members Mstep: Class 10 contains 2510 members Mstep: Class 11 contains 474 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 15138 members Mstep: Class 15 contains 657 members Mstep: Class 16 contains 802 members Mstep: Class 17 contains 531 members Mstep: Class 18 contains 65 members Mstep: Class 20 contains 75 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 1300 members Mstep: Class 23 contains 1639 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Entering Unmasked Estep ConsiderDeletion Score: -7910605.500000 Penalty: 12976.127930 Iteration 70Q: 25 clusters Score -7910606 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 1123 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 136 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 580 members Mstep: Class 6 contains 873 members Mstep: Class 7 contains 453 members Mstep: Class 8 contains 109322 members Mstep: Class 9 contains 6689 members Mstep: Class 10 contains 2510 members Mstep: Class 11 contains 473 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 15075 members Mstep: Class 15 contains 658 members Mstep: Class 16 contains 802 members Mstep: Class 17 contains 531 members Mstep: Class 18 contains 65 members Mstep: Class 20 contains 75 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 1300 members Mstep: Class 23 contains 1628 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Entering Unmasked Estep ConsiderDeletion Score: -7910658.000000 Penalty: 12976.127930 Iteration 71Q: 25 clusters Score -7910658 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 1123 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 136 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 583 members Mstep: Class 6 contains 871 members Mstep: Class 7 contains 453 members Mstep: Class 8 contains 109204 members Mstep: Class 9 contains 6861 members Mstep: Class 10 contains 2510 members Mstep: Class 11 contains 473 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 15015 members Mstep: Class 15 contains 663 members Mstep: Class 16 contains 802 members Mstep: Class 17 contains 531 members Mstep: Class 18 contains 65 members Mstep: Class 20 contains 75 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 1300 members Mstep: Class 23 contains 1622 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Entering Unmasked Estep ConsiderDeletion Score: -7910683.500000 Penalty: 12976.127930 Iteration 72Q: 25 clusters Score -7910684 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 1123 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 136 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 587 members Mstep: Class 6 contains 871 members Mstep: Class 7 contains 453 members Mstep: Class 8 contains 109055 members Mstep: Class 9 contains 7059 members Mstep: Class 10 contains 2510 members Mstep: Class 11 contains 472 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 14955 members Mstep: Class 15 contains 671 members Mstep: Class 16 contains 802 members Mstep: Class 17 contains 531 members Mstep: Class 18 contains 65 members Mstep: Class 20 contains 75 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 1300 members Mstep: Class 23 contains 1618 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Entering Unmasked Estep ConsiderDeletion Score: -7910758.500000 Penalty: 12976.127930 Iteration 73Q: 25 clusters Score -7910758 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 1123 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 136 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 590 members Mstep: Class 6 contains 870 members Mstep: Class 7 contains 453 members Mstep: Class 8 contains 108872 members Mstep: Class 9 contains 7286 members Mstep: Class 10 contains 2510 members Mstep: Class 11 contains 471 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 14901 members Mstep: Class 15 contains 679 members Mstep: Class 16 contains 802 members Mstep: Class 17 contains 531 members Mstep: Class 18 contains 65 members Mstep: Class 20 contains 75 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 1301 members Mstep: Class 23 contains 1614 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Entering Unmasked Estep ConsiderDeletion Score: -7910835.500000 Penalty: 12976.127930 Iteration 74Q: 25 clusters Score -7910836 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 1123 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 136 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 591 members Mstep: Class 6 contains 868 members Mstep: Class 7 contains 453 members Mstep: Class 8 contains 108670 members Mstep: Class 9 contains 7521 members Mstep: Class 10 contains 2510 members Mstep: Class 11 contains 471 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 14858 members Mstep: Class 15 contains 690 members Mstep: Class 16 contains 802 members Mstep: Class 17 contains 531 members Mstep: Class 18 contains 65 members Mstep: Class 20 contains 75 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 1301 members Mstep: Class 23 contains 1614 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Entering Unmasked Estep ConsiderDeletion Score: -7910902.000000 Penalty: 12976.127930 Iteration 75Q: 25 clusters Score -7910902 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 1123 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 136 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 594 members Mstep: Class 6 contains 866 members Mstep: Class 7 contains 453 members Mstep: Class 8 contains 108442 members Mstep: Class 9 contains 7788 members Mstep: Class 10 contains 2510 members Mstep: Class 11 contains 473 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 14811 members Mstep: Class 15 contains 696 members Mstep: Class 16 contains 802 members Mstep: Class 17 contains 531 members Mstep: Class 18 contains 65 members Mstep: Class 20 contains 75 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 1300 members Mstep: Class 23 contains 1614 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Entering Unmasked Estep ConsiderDeletion Score: -7910950.000000 Penalty: 12976.127930 Iteration 76Q: 25 clusters Score -7910950 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 1123 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 136 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 601 members Mstep: Class 6 contains 864 members Mstep: Class 7 contains 453 members Mstep: Class 8 contains 108215 members Mstep: Class 9 contains 8044 members Mstep: Class 10 contains 2510 members Mstep: Class 11 contains 475 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 14763 members Mstep: Class 15 contains 705 members Mstep: Class 16 contains 802 members Mstep: Class 17 contains 531 members Mstep: Class 18 contains 65 members Mstep: Class 20 contains 75 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 1303 members Mstep: Class 23 contains 1614 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Entering Unmasked Estep ConsiderDeletion Score: -7911016.500000 Penalty: 12976.127930 Iteration 77Q: 25 clusters Score -7911016 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 1123 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 136 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 612 members Mstep: Class 6 contains 864 members Mstep: Class 7 contains 453 members Mstep: Class 8 contains 108043 members Mstep: Class 9 contains 8253 members Mstep: Class 10 contains 2510 members Mstep: Class 11 contains 475 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 14700 members Mstep: Class 15 contains 717 members Mstep: Class 16 contains 802 members Mstep: Class 17 contains 531 members Mstep: Class 18 contains 65 members Mstep: Class 20 contains 75 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 1306 members Mstep: Class 23 contains 1614 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Entering Unmasked Estep ConsiderDeletion Score: -7911067.000000 Penalty: 12976.127930 Iteration 78Q: 25 clusters Score -7911067 nChanged 268 Entering ConstructFrom: Score: -7911067.000000 Penalty: 12976.127930 Entering ConstructFrom: Trying to split cluster 1 (1153 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Entering Unmasked Estep Score: -62847.941406 Penalty: 320.780579 Iteration 0F: 2 clusters Score -62847.94 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -61926.937500 Penalty: 641.561157 Iteration 0F: 3 clusters Score -61926.94 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -62251.140625 Penalty: 641.561157 Iteration 1F: 3 clusters Score -62251.14 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -62361.718750 Penalty: 641.561157 Iteration 2F: 3 clusters Score -62361.72 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -62483.476562 Penalty: 641.561157 Iteration 3F: 3 clusters Score -62483.48 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -62590.210938 Penalty: 641.561157 Iteration 4F: 3 clusters Score -62590.21 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -62719.445312 Penalty: 641.561157 Iteration 5Q: 3 clusters Score -62719.45 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -62779.890625 Penalty: 641.561157 Iteration 6Q: 3 clusters Score -62779.89 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -62810.562500 Penalty: 641.561157 Iteration 7Q: 3 clusters Score -62810.56 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -62822.507812 Penalty: 641.561157 Iteration 8Q: 3 clusters Score -62822.51 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -62829.531250 Penalty: 641.561157 Iteration 9Q: 3 clusters Score -62829.53 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -62831.156250 Penalty: 641.561157 Iteration 10Q: 3 clusters Score -62831.16 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -62838.910156 Penalty: 641.561157 Iteration 11F: 3 clusters Score -62838.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -62844.796875 Penalty: 641.561157 Iteration 12Q: 3 clusters Score -62844.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -62845.363281 Penalty: 641.561157 Iteration 13Q: 3 clusters Score -62845.36 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -62845.976562 Penalty: 641.561157 Iteration 14Q: 3 clusters Score -62845.98 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -62845.976562 Penalty: 641.561157 Iteration 15F: 3 clusters Score -62845.98 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (219 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Entering Unmasked Estep Score: -11029.743164 Penalty: 245.202774 Iteration 0F: 2 clusters Score -11029.74 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -10734.251953 Penalty: 490.405548 Iteration 0F: 3 clusters Score -10734.25 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -10810.115234 Penalty: 490.405548 Iteration 1F: 3 clusters Score -10810.12 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -10853.361328 Penalty: 490.405548 Iteration 2F: 3 clusters Score -10853.36 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -10870.758789 Penalty: 490.405548 Iteration 3Q: 3 clusters Score -10870.76 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -10885.154297 Penalty: 490.405548 Iteration 4Q: 3 clusters Score -10885.15 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -10890.412109 Penalty: 490.405548 Iteration 5Q: 3 clusters Score -10890.41 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -10920.324219 Penalty: 490.405548 Iteration 6Q: 3 clusters Score -10920.32 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -10956.674805 Penalty: 490.405548 Iteration 7Q: 3 clusters Score -10956.67 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -10973.567383 Penalty: 490.405548 Iteration 8Q: 3 clusters Score -10973.57 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -10991.266602 Penalty: 490.405548 Iteration 9Q: 3 clusters Score -10991.27 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -11016.552734 Penalty: 490.405548 Iteration 10Q: 3 clusters Score -11016.55 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -11025.330078 Penalty: 490.405548 Iteration 11Q: 3 clusters Score -11025.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -11033.828125 Penalty: 490.405548 Iteration 12Q: 3 clusters Score -11033.83 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -11043.502930 Penalty: 490.405548 Iteration 13Q: 3 clusters Score -11043.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -11047.385742 Penalty: 490.405548 Iteration 14Q: 3 clusters Score -11047.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -11049.171875 Penalty: 490.405548 Iteration 15Q: 3 clusters Score -11049.17 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -11055.916992 Penalty: 490.405548 Iteration 16Q: 3 clusters Score -11055.92 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -11060.849609 Penalty: 490.405548 Iteration 17Q: 3 clusters Score -11060.85 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -11066.659180 Penalty: 490.405548 Iteration 18Q: 3 clusters Score -11066.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -11068.966797 Penalty: 490.405548 Iteration 19Q: 3 clusters Score -11068.97 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -11077.314453 Penalty: 490.405548 Iteration 20F: 3 clusters Score -11077.31 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1123 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 127 members Mstep: Class 3 contains 136 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 864 members Mstep: Class 7 contains 453 members Mstep: Class 8 contains 107883 members Mstep: Class 9 contains 8437 members Mstep: Class 10 contains 2510 members Mstep: Class 11 contains 475 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 14656 members Mstep: Class 15 contains 725 members Mstep: Class 16 contains 802 members Mstep: Class 17 contains 531 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 92 members Mstep: Class 20 contains 75 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 1312 members Mstep: Class 23 contains 1614 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Entering Unmasked Estep Score: -7910828.000000 Penalty: 13516.799805 Splitting cluster 2 changes total score from -7911067.000000 to -7910828.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (136 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Entering Unmasked Estep Score: -6125.049316 Penalty: 223.525803 Iteration 0F: 2 clusters Score -6125.049 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -5897.676758 Penalty: 447.051605 Iteration 0F: 3 clusters Score -5897.677 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -5973.240723 Penalty: 447.051605 Iteration 1F: 3 clusters Score -5973.241 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -5996.871582 Penalty: 447.051605 Iteration 2F: 3 clusters Score -5996.872 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -6002.830566 Penalty: 447.051605 Iteration 3Q: 3 clusters Score -6002.831 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -6006.817383 Penalty: 447.051605 Iteration 4Q: 3 clusters Score -6006.817 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -6011.720703 Penalty: 447.051605 Iteration 5Q: 3 clusters Score -6011.721 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -6017.931152 Penalty: 447.051605 Iteration 6Q: 3 clusters Score -6017.931 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -6017.931152 Penalty: 447.051605 Iteration 7F: 3 clusters Score -6017.931 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (428 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Entering Unmasked Estep Score: -22601.269531 Penalty: 275.690094 Iteration 0F: 2 clusters Score -22601.27 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -22163.382812 Penalty: 551.380188 Iteration 0F: 3 clusters Score -22163.38 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -22300.947266 Penalty: 551.380188 Iteration 1F: 3 clusters Score -22300.95 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -22325.376953 Penalty: 551.380188 Iteration 2F: 3 clusters Score -22325.38 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -22345.697266 Penalty: 551.380188 Iteration 3Q: 3 clusters Score -22345.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -22358.988281 Penalty: 551.380188 Iteration 4Q: 3 clusters Score -22358.99 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -22370.265625 Penalty: 551.380188 Iteration 5Q: 3 clusters Score -22370.27 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -22379.994141 Penalty: 551.380188 Iteration 6Q: 3 clusters Score -22379.99 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -22390.416016 Penalty: 551.380188 Iteration 7Q: 3 clusters Score -22390.42 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -22407.380859 Penalty: 551.380188 Iteration 8Q: 3 clusters Score -22407.38 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -22432.974609 Penalty: 551.380188 Iteration 9Q: 3 clusters Score -22432.97 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -22466.105469 Penalty: 551.380188 Iteration 10Q: 3 clusters Score -22466.11 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -22489.496094 Penalty: 551.380188 Iteration 11Q: 3 clusters Score -22489.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -22527.789062 Penalty: 551.380188 Iteration 12Q: 3 clusters Score -22527.79 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -22559.132812 Penalty: 551.380188 Iteration 13Q: 3 clusters Score -22559.13 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -22598.513672 Penalty: 551.380188 Iteration 14Q: 3 clusters Score -22598.51 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -22642.529297 Penalty: 551.380188 Iteration 15Q: 3 clusters Score -22642.53 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -22666.324219 Penalty: 551.380188 Iteration 16Q: 3 clusters Score -22666.32 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -22700.474609 Penalty: 551.380188 Iteration 17Q: 3 clusters Score -22700.47 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -22712.322266 Penalty: 551.380188 Iteration 18Q: 3 clusters Score -22712.32 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -22716.492188 Penalty: 551.380188 Iteration 19Q: 3 clusters Score -22716.49 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -22720.964844 Penalty: 551.380188 Iteration 20F: 3 clusters Score -22720.96 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -22727.621094 Penalty: 551.380188 Iteration 21Q: 3 clusters Score -22727.62 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -22730.287109 Penalty: 551.380188 Iteration 22Q: 3 clusters Score -22730.29 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -22732.996094 Penalty: 551.380188 Iteration 23Q: 3 clusters Score -22733 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -22740.935547 Penalty: 551.380188 Iteration 24Q: 3 clusters Score -22740.94 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -22751.613281 Penalty: 551.380188 Iteration 25Q: 3 clusters Score -22751.61 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -22765.750000 Penalty: 551.380188 Iteration 26Q: 3 clusters Score -22765.75 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -22796.501953 Penalty: 551.380188 Iteration 27Q: 3 clusters Score -22796.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -22818.171875 Penalty: 551.380188 Iteration 28Q: 3 clusters Score -22818.17 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -22821.910156 Penalty: 551.380188 Iteration 29Q: 3 clusters Score -22821.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -22821.910156 Penalty: 551.380188 Iteration 30F: 3 clusters Score -22821.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1123 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 136 members Mstep: Class 4 contains 190 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 864 members Mstep: Class 7 contains 453 members Mstep: Class 8 contains 107883 members Mstep: Class 9 contains 8437 members Mstep: Class 10 contains 2510 members Mstep: Class 11 contains 475 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 14656 members Mstep: Class 15 contains 725 members Mstep: Class 16 contains 802 members Mstep: Class 17 contains 531 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 238 members Mstep: Class 20 contains 75 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 1312 members Mstep: Class 23 contains 1614 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Entering Unmasked Estep Score: -7911037.000000 Penalty: 13516.799805 Splitting cluster 4 changes total score from -7911067.000000 to -7911037.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 5 (618 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Entering Unmasked Estep Score: -36047.585938 Penalty: 292.405212 Iteration 0F: 2 clusters Score -36047.59 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -35467.855469 Penalty: 584.810425 Iteration 0F: 3 clusters Score -35467.86 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -35591.503906 Penalty: 584.810425 Iteration 1F: 3 clusters Score -35591.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -35644.152344 Penalty: 584.810425 Iteration 2F: 3 clusters Score -35644.15 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -35696.531250 Penalty: 584.810425 Iteration 3F: 3 clusters Score -35696.53 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -35739.382812 Penalty: 584.810425 Iteration 4F: 3 clusters Score -35739.38 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -35769.714844 Penalty: 584.810425 Iteration 5Q: 3 clusters Score -35769.71 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -35789.281250 Penalty: 584.810425 Iteration 6Q: 3 clusters Score -35789.28 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -35812.292969 Penalty: 584.810425 Iteration 7Q: 3 clusters Score -35812.29 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -35822.371094 Penalty: 584.810425 Iteration 8Q: 3 clusters Score -35822.37 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -35831.718750 Penalty: 584.810425 Iteration 9Q: 3 clusters Score -35831.72 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -35837.160156 Penalty: 584.810425 Iteration 10Q: 3 clusters Score -35837.16 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -35844.546875 Penalty: 584.810425 Iteration 11Q: 3 clusters Score -35844.55 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -35853.039062 Penalty: 584.810425 Iteration 12Q: 3 clusters Score -35853.04 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -35856.441406 Penalty: 584.810425 Iteration 13Q: 3 clusters Score -35856.44 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -35858.023438 Penalty: 584.810425 Iteration 14Q: 3 clusters Score -35858.02 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -35861.101562 Penalty: 584.810425 Iteration 15Q: 3 clusters Score -35861.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -35861.269531 Penalty: 584.810425 Iteration 16Q: 3 clusters Score -35861.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -35862.078125 Penalty: 584.810425 Iteration 17Q: 3 clusters Score -35862.08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -35862.078125 Penalty: 584.810425 Iteration 18F: 3 clusters Score -35862.08 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (864 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Entering Unmasked Estep Score: -44463.199219 Penalty: 307.651550 Iteration 0F: 2 clusters Score -44463.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -43742.230469 Penalty: 615.303101 Iteration 0F: 3 clusters Score -43742.23 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -43953.878906 Penalty: 615.303101 Iteration 1F: 3 clusters Score -43953.88 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -44008.406250 Penalty: 615.303101 Iteration 2F: 3 clusters Score -44008.41 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -44062.457031 Penalty: 615.303101 Iteration 3F: 3 clusters Score -44062.46 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -44113.511719 Penalty: 615.303101 Iteration 4F: 3 clusters Score -44113.51 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -44157.632812 Penalty: 615.303101 Iteration 5Q: 3 clusters Score -44157.63 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -44192.031250 Penalty: 615.303101 Iteration 6Q: 3 clusters Score -44192.03 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -44215.605469 Penalty: 615.303101 Iteration 7Q: 3 clusters Score -44215.61 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -44226.226562 Penalty: 615.303101 Iteration 8Q: 3 clusters Score -44226.23 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -44230.914062 Penalty: 615.303101 Iteration 9Q: 3 clusters Score -44230.91 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -44238.363281 Penalty: 615.303101 Iteration 10Q: 3 clusters Score -44238.36 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -44246.277344 Penalty: 615.303101 Iteration 11Q: 3 clusters Score -44246.28 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -44251.277344 Penalty: 615.303101 Iteration 12Q: 3 clusters Score -44251.28 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -44254.988281 Penalty: 615.303101 Iteration 13Q: 3 clusters Score -44254.99 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -44258.523438 Penalty: 615.303101 Iteration 14Q: 3 clusters Score -44258.52 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -44265.054688 Penalty: 615.303101 Iteration 15Q: 3 clusters Score -44265.05 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -44270.816406 Penalty: 615.303101 Iteration 16Q: 3 clusters Score -44270.82 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -44274.066406 Penalty: 615.303101 Iteration 17Q: 3 clusters Score -44274.07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -44278.359375 Penalty: 615.303101 Iteration 18Q: 3 clusters Score -44278.36 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -44284.394531 Penalty: 615.303101 Iteration 19Q: 3 clusters Score -44284.39 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -44289.964844 Penalty: 615.303101 Iteration 20F: 3 clusters Score -44289.96 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -44292.699219 Penalty: 615.303101 Iteration 21Q: 3 clusters Score -44292.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -44294.328125 Penalty: 615.303101 Iteration 22Q: 3 clusters Score -44294.33 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -44296.445312 Penalty: 615.303101 Iteration 23Q: 3 clusters Score -44296.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -44299.292969 Penalty: 615.303101 Iteration 24Q: 3 clusters Score -44299.29 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -44300.855469 Penalty: 615.303101 Iteration 25Q: 3 clusters Score -44300.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -44301.175781 Penalty: 615.303101 Iteration 26Q: 3 clusters Score -44301.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -44301.175781 Penalty: 615.303101 Iteration 27F: 3 clusters Score -44301.18 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (453 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Entering Unmasked Estep Score: -18551.851562 Penalty: 278.273071 Iteration 0F: 2 clusters Score -18551.85 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -18115.847656 Penalty: 556.546143 Iteration 0F: 3 clusters Score -18115.85 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -18290.089844 Penalty: 556.546143 Iteration 1F: 3 clusters Score -18290.09 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -18353.191406 Penalty: 556.546143 Iteration 2F: 3 clusters Score -18353.19 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -18432.613281 Penalty: 556.546143 Iteration 3F: 3 clusters Score -18432.61 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -18508.718750 Penalty: 556.546143 Iteration 4F: 3 clusters Score -18508.72 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -18667.292969 Penalty: 556.546143 Iteration 5F: 3 clusters Score -18667.29 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -18825.416016 Penalty: 556.546143 Iteration 6F: 3 clusters Score -18825.42 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -19089.158203 Penalty: 556.546143 Iteration 7F: 3 clusters Score -19089.16 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -19135.509766 Penalty: 556.546143 Iteration 8Q: 3 clusters Score -19135.51 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -19145.771484 Penalty: 556.546143 Iteration 9Q: 3 clusters Score -19145.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -19152.275391 Penalty: 556.546143 Iteration 10Q: 3 clusters Score -19152.28 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -19154.792969 Penalty: 556.546143 Iteration 11Q: 3 clusters Score -19154.79 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -19156.173828 Penalty: 556.546143 Iteration 12Q: 3 clusters Score -19156.17 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -19156.761719 Penalty: 556.546143 Iteration 13Q: 3 clusters Score -19156.76 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -19157.691406 Penalty: 556.546143 Iteration 14Q: 3 clusters Score -19157.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -19160.361328 Penalty: 556.546143 Iteration 15Q: 3 clusters Score -19160.36 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -19164.863281 Penalty: 556.546143 Iteration 16Q: 3 clusters Score -19164.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -19166.910156 Penalty: 556.546143 Iteration 17Q: 3 clusters Score -19166.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -19166.910156 Penalty: 556.546143 Iteration 18F: 3 clusters Score -19166.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1123 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 136 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 864 members Mstep: Class 7 contains 191 members Mstep: Class 8 contains 107883 members Mstep: Class 9 contains 8437 members Mstep: Class 10 contains 2510 members Mstep: Class 11 contains 475 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 14656 members Mstep: Class 15 contains 725 members Mstep: Class 16 contains 802 members Mstep: Class 17 contains 531 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 262 members Mstep: Class 20 contains 75 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 1312 members Mstep: Class 23 contains 1614 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Entering Unmasked Estep Score: -7911429.500000 Penalty: 13516.799805 Splitting cluster 7 changes total score from -7911067.000000 to -7911429.500000 So it's getting split into cluster 19. Entering ConstructFrom: Trying to split cluster 8 (107883 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107883 members Entering Unmasked Estep Score: -6099081.500000 Penalty: 527.290527 Iteration 0F: 2 clusters Score -6099082 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54082 members Mstep: Class 2 contains 53801 members Entering Unmasked Estep Score: -6026129.000000 Penalty: 1054.581055 Iteration 0F: 3 clusters Score -6026129 nChanged 52694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56590 members Mstep: Class 2 contains 51293 members Entering Unmasked Estep Score: -6058396.000000 Penalty: 1054.581055 Iteration 1F: 3 clusters Score -6058396 nChanged 4505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58245 members Mstep: Class 2 contains 49638 members Entering Unmasked Estep Score: -6059934.500000 Penalty: 1054.581055 Iteration 2Q: 3 clusters Score -6059934 nChanged 5133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60948 members Mstep: Class 2 contains 46935 members Entering Unmasked Estep Score: -6062049.500000 Penalty: 1054.581055 Iteration 3Q: 3 clusters Score -6062050 nChanged 5991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64993 members Mstep: Class 2 contains 42890 members Entering Unmasked Estep Score: -6065172.000000 Penalty: 1054.581055 Iteration 4F: 3 clusters Score -6065172 nChanged 6801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70206 members Mstep: Class 2 contains 37677 members Entering Unmasked Estep Score: -6069635.500000 Penalty: 1054.581055 Iteration 5F: 3 clusters Score -6069636 nChanged 7080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75840 members Mstep: Class 2 contains 32043 members Entering Unmasked Estep Score: -6075160.000000 Penalty: 1054.581055 Iteration 6F: 3 clusters Score -6075160 nChanged 6490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80896 members Mstep: Class 2 contains 26987 members Entering Unmasked Estep Score: -6080362.000000 Penalty: 1054.581055 Iteration 7F: 3 clusters Score -6080362 nChanged 5322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84822 members Mstep: Class 2 contains 23061 members Entering Unmasked Estep Score: -6084199.000000 Penalty: 1054.581055 Iteration 8Q: 3 clusters Score -6084199 nChanged 3924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87846 members Mstep: Class 2 contains 20037 members Entering Unmasked Estep Score: -6086455.500000 Penalty: 1054.581055 Iteration 9Q: 3 clusters Score -6086456 nChanged 2953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90491 members Mstep: Class 2 contains 17392 members Entering Unmasked Estep Score: -6088028.000000 Penalty: 1054.581055 Iteration 10Q: 3 clusters Score -6088028 nChanged 2576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93023 members Mstep: Class 2 contains 14860 members Entering Unmasked Estep Score: -6089467.000000 Penalty: 1054.581055 Iteration 11Q: 3 clusters Score -6089467 nChanged 2420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95443 members Mstep: Class 2 contains 12440 members Entering Unmasked Estep Score: -6090939.500000 Penalty: 1054.581055 Iteration 12Q: 3 clusters Score -6090940 nChanged 2240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97683 members Mstep: Class 2 contains 10200 members Entering Unmasked Estep Score: -6092355.000000 Penalty: 1054.581055 Iteration 13Q: 3 clusters Score -6092355 nChanged 1964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99647 members Mstep: Class 2 contains 8236 members Entering Unmasked Estep Score: -6093708.500000 Penalty: 1054.581055 Iteration 14Q: 3 clusters Score -6093708 nChanged 1596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101239 members Mstep: Class 2 contains 6644 members Entering Unmasked Estep Score: -6094840.000000 Penalty: 1054.581055 Iteration 15Q: 3 clusters Score -6094840 nChanged 1280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102517 members Mstep: Class 2 contains 5366 members Entering Unmasked Estep Score: -6095684.500000 Penalty: 1054.581055 Iteration 16Q: 3 clusters Score -6095684 nChanged 1030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103541 members Mstep: Class 2 contains 4342 members Entering Unmasked Estep Score: -6096403.000000 Penalty: 1054.581055 Iteration 17Q: 3 clusters Score -6096403 nChanged 861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104388 members Mstep: Class 2 contains 3495 members Entering Unmasked Estep Score: -6097033.000000 Penalty: 1054.581055 Iteration 18Q: 3 clusters Score -6097033 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105082 members Mstep: Class 2 contains 2801 members Entering Unmasked Estep Score: -6097539.500000 Penalty: 1054.581055 Iteration 19Q: 3 clusters Score -6097540 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105622 members Mstep: Class 2 contains 2261 members Entering Unmasked Estep Score: -6097923.500000 Penalty: 1054.581055 Iteration 20F: 3 clusters Score -6097924 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106062 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -6098238.500000 Penalty: 1054.581055 Iteration 21Q: 3 clusters Score -6098238 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106386 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -6098514.500000 Penalty: 1054.581055 Iteration 22Q: 3 clusters Score -6098514 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106643 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -6098754.500000 Penalty: 1054.581055 Iteration 23Q: 3 clusters Score -6098754 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106813 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -6098916.000000 Penalty: 1054.581055 Iteration 24Q: 3 clusters Score -6098916 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106893 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -6099007.000000 Penalty: 1054.581055 Iteration 25Q: 3 clusters Score -6099007 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106955 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -6099042.000000 Penalty: 1054.581055 Iteration 26Q: 3 clusters Score -6099042 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106999 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -6099068.000000 Penalty: 1054.581055 Iteration 27Q: 3 clusters Score -6099068 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107029 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -6099085.000000 Penalty: 1054.581055 Iteration 28Q: 3 clusters Score -6099085 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107050 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -6099114.500000 Penalty: 1054.581055 Iteration 29Q: 3 clusters Score -6099114 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107062 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -6099124.500000 Penalty: 1054.581055 Iteration 30Q: 3 clusters Score -6099124 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107062 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -6099129.000000 Penalty: 1054.581055 Iteration 31Q: 3 clusters Score -6099129 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107061 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -6099131.500000 Penalty: 1054.581055 Iteration 32Q: 3 clusters Score -6099132 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107057 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -6099132.000000 Penalty: 1054.581055 Iteration 33Q: 3 clusters Score -6099132 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107057 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -6099136.000000 Penalty: 1054.581055 Iteration 34Q: 3 clusters Score -6099136 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107059 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -6099134.500000 Penalty: 1054.581055 Iteration 35Q: 3 clusters Score -6099134 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107059 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -6099137.000000 Penalty: 1054.581055 Iteration 36F: 3 clusters Score -6099137 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107056 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -6099132.000000 Penalty: 1054.581055 Iteration 37Q: 3 clusters Score -6099132 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107057 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -6099133.000000 Penalty: 1054.581055 Iteration 38Q: 3 clusters Score -6099133 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107055 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -6099136.000000 Penalty: 1054.581055 Iteration 39Q: 3 clusters Score -6099136 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107050 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -6099131.000000 Penalty: 1054.581055 Iteration 40F: 3 clusters Score -6099131 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107044 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -6099131.000000 Penalty: 1054.581055 Iteration 41Q: 3 clusters Score -6099131 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107039 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -6099134.000000 Penalty: 1054.581055 Iteration 42Q: 3 clusters Score -6099134 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107038 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -6099138.500000 Penalty: 1054.581055 Iteration 43Q: 3 clusters Score -6099138 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107037 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -6099143.000000 Penalty: 1054.581055 Iteration 44Q: 3 clusters Score -6099143 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107039 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -6099144.000000 Penalty: 1054.581055 Iteration 45Q: 3 clusters Score -6099144 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107045 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -6099137.500000 Penalty: 1054.581055 Iteration 46Q: 3 clusters Score -6099138 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107049 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -6099142.500000 Penalty: 1054.581055 Iteration 47Q: 3 clusters Score -6099142 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107050 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -6099139.000000 Penalty: 1054.581055 Iteration 48Q: 3 clusters Score -6099139 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107051 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -6099142.000000 Penalty: 1054.581055 Iteration 49Q: 3 clusters Score -6099142 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107052 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -6099139.500000 Penalty: 1054.581055 Iteration 50Q: 3 clusters Score -6099140 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107054 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -6099137.000000 Penalty: 1054.581055 Iteration 51Q: 3 clusters Score -6099137 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107054 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -6099135.000000 Penalty: 1054.581055 Iteration 52Q: 3 clusters Score -6099135 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107055 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -6099135.500000 Penalty: 1054.581055 Iteration 53Q: 3 clusters Score -6099136 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107058 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -6099135.000000 Penalty: 1054.581055 Iteration 54Q: 3 clusters Score -6099135 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107059 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -6099138.000000 Penalty: 1054.581055 Iteration 55Q: 3 clusters Score -6099138 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107062 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -6099138.000000 Penalty: 1054.581055 Iteration 56Q: 3 clusters Score -6099138 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107065 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -6099143.500000 Penalty: 1054.581055 Iteration 57Q: 3 clusters Score -6099144 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107066 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -6099140.000000 Penalty: 1054.581055 Iteration 58Q: 3 clusters Score -6099140 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107066 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -6099140.000000 Penalty: 1054.581055 Iteration 59F: 3 clusters Score -6099140 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1123 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 136 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 864 members Mstep: Class 7 contains 191 members Mstep: Class 8 contains 107066 members Mstep: Class 9 contains 8437 members Mstep: Class 10 contains 2510 members Mstep: Class 11 contains 475 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 14656 members Mstep: Class 15 contains 725 members Mstep: Class 16 contains 802 members Mstep: Class 17 contains 531 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 262 members Mstep: Class 20 contains 75 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 1312 members Mstep: Class 23 contains 1614 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 817 members Entering Unmasked Estep Score: -7911503.500000 Penalty: 14057.471680 Splitting cluster 8 changes total score from -7911067.000000 to -7911503.500000 So it's getting split into cluster 26. Entering ConstructFrom: Trying to split cluster 9 (8437 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8437 members Entering Unmasked Estep Score: -515564.125000 Penalty: 411.337402 Iteration 0F: 2 clusters Score -515564.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4207 members Mstep: Class 2 contains 4230 members Entering Unmasked Estep Score: -509975.593750 Penalty: 822.674805 Iteration 0F: 3 clusters Score -509975.6 nChanged 3855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4196 members Mstep: Class 2 contains 4241 members Entering Unmasked Estep Score: -512260.218750 Penalty: 822.674805 Iteration 1F: 3 clusters Score -512260.2 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4231 members Mstep: Class 2 contains 4206 members Entering Unmasked Estep Score: -512754.812500 Penalty: 822.674805 Iteration 2F: 3 clusters Score -512754.8 nChanged 677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4312 members Mstep: Class 2 contains 4125 members Entering Unmasked Estep Score: -513311.375000 Penalty: 822.674805 Iteration 3F: 3 clusters Score -513311.4 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4450 members Mstep: Class 2 contains 3987 members Entering Unmasked Estep Score: -513890.125000 Penalty: 822.674805 Iteration 4F: 3 clusters Score -513890.1 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4579 members Mstep: Class 2 contains 3858 members Entering Unmasked Estep Score: -514299.093750 Penalty: 822.674805 Iteration 5F: 3 clusters Score -514299.1 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4672 members Mstep: Class 2 contains 3765 members Entering Unmasked Estep Score: -514495.156250 Penalty: 822.674805 Iteration 6Q: 3 clusters Score -514495.2 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4743 members Mstep: Class 2 contains 3694 members Entering Unmasked Estep Score: -514564.093750 Penalty: 822.674805 Iteration 7Q: 3 clusters Score -514564.1 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4799 members Mstep: Class 2 contains 3638 members Entering Unmasked Estep Score: -514594.468750 Penalty: 822.674805 Iteration 8Q: 3 clusters Score -514594.5 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4875 members Mstep: Class 2 contains 3562 members Entering Unmasked Estep Score: -514622.031250 Penalty: 822.674805 Iteration 9Q: 3 clusters Score -514622 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4943 members Mstep: Class 2 contains 3494 members Entering Unmasked Estep Score: -514645.250000 Penalty: 822.674805 Iteration 10Q: 3 clusters Score -514645.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5016 members Mstep: Class 2 contains 3421 members Entering Unmasked Estep Score: -514665.062500 Penalty: 822.674805 Iteration 11Q: 3 clusters Score -514665.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5078 members Mstep: Class 2 contains 3359 members Entering Unmasked Estep Score: -514681.187500 Penalty: 822.674805 Iteration 12Q: 3 clusters Score -514681.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5146 members Mstep: Class 2 contains 3291 members Entering Unmasked Estep Score: -514696.343750 Penalty: 822.674805 Iteration 13Q: 3 clusters Score -514696.3 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5198 members Mstep: Class 2 contains 3239 members Entering Unmasked Estep Score: -514706.750000 Penalty: 822.674805 Iteration 14Q: 3 clusters Score -514706.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5240 members Mstep: Class 2 contains 3197 members Entering Unmasked Estep Score: -514715.562500 Penalty: 822.674805 Iteration 15Q: 3 clusters Score -514715.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5286 members Mstep: Class 2 contains 3151 members Entering Unmasked Estep Score: -514726.468750 Penalty: 822.674805 Iteration 16Q: 3 clusters Score -514726.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5329 members Mstep: Class 2 contains 3108 members Entering Unmasked Estep Score: -514733.781250 Penalty: 822.674805 Iteration 17Q: 3 clusters Score -514733.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5362 members Mstep: Class 2 contains 3075 members Entering Unmasked Estep Score: -514739.562500 Penalty: 822.674805 Iteration 18Q: 3 clusters Score -514739.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5399 members Mstep: Class 2 contains 3038 members Entering Unmasked Estep Score: -514746.000000 Penalty: 822.674805 Iteration 19Q: 3 clusters Score -514746 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5436 members Mstep: Class 2 contains 3001 members Entering Unmasked Estep Score: -514753.250000 Penalty: 822.674805 Iteration 20F: 3 clusters Score -514753.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5482 members Mstep: Class 2 contains 2955 members Entering Unmasked Estep Score: -514759.406250 Penalty: 822.674805 Iteration 21Q: 3 clusters Score -514759.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5514 members Mstep: Class 2 contains 2923 members Entering Unmasked Estep Score: -514765.437500 Penalty: 822.674805 Iteration 22Q: 3 clusters Score -514765.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5544 members Mstep: Class 2 contains 2893 members Entering Unmasked Estep Score: -514767.625000 Penalty: 822.674805 Iteration 23Q: 3 clusters Score -514767.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5566 members Mstep: Class 2 contains 2871 members Entering Unmasked Estep Score: -514770.906250 Penalty: 822.674805 Iteration 24Q: 3 clusters Score -514770.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5590 members Mstep: Class 2 contains 2847 members Entering Unmasked Estep Score: -514773.906250 Penalty: 822.674805 Iteration 25Q: 3 clusters Score -514773.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5608 members Mstep: Class 2 contains 2829 members Entering Unmasked Estep Score: -514774.562500 Penalty: 822.674805 Iteration 26Q: 3 clusters Score -514774.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5625 members Mstep: Class 2 contains 2812 members Entering Unmasked Estep Score: -514776.906250 Penalty: 822.674805 Iteration 27Q: 3 clusters Score -514776.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5642 members Mstep: Class 2 contains 2795 members Entering Unmasked Estep Score: -514777.781250 Penalty: 822.674805 Iteration 28Q: 3 clusters Score -514777.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5661 members Mstep: Class 2 contains 2776 members Entering Unmasked Estep Score: -514779.093750 Penalty: 822.674805 Iteration 29Q: 3 clusters Score -514779.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5677 members Mstep: Class 2 contains 2760 members Entering Unmasked Estep Score: -514780.468750 Penalty: 822.674805 Iteration 30Q: 3 clusters Score -514780.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5695 members Mstep: Class 2 contains 2742 members Entering Unmasked Estep Score: -514782.531250 Penalty: 822.674805 Iteration 31Q: 3 clusters Score -514782.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5712 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -514783.812500 Penalty: 822.674805 Iteration 32Q: 3 clusters Score -514783.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5730 members Mstep: Class 2 contains 2707 members Entering Unmasked Estep Score: -514783.812500 Penalty: 822.674805 Iteration 33Q: 3 clusters Score -514783.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5751 members Mstep: Class 2 contains 2686 members Entering Unmasked Estep Score: -514786.843750 Penalty: 822.674805 Iteration 34Q: 3 clusters Score -514786.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5769 members Mstep: Class 2 contains 2668 members Entering Unmasked Estep Score: -514788.625000 Penalty: 822.674805 Iteration 35Q: 3 clusters Score -514788.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5787 members Mstep: Class 2 contains 2650 members Entering Unmasked Estep Score: -514791.062500 Penalty: 822.674805 Iteration 36Q: 3 clusters Score -514791.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5812 members Mstep: Class 2 contains 2625 members Entering Unmasked Estep Score: -514794.937500 Penalty: 822.674805 Iteration 37Q: 3 clusters Score -514794.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5835 members Mstep: Class 2 contains 2602 members Entering Unmasked Estep Score: -514797.375000 Penalty: 822.674805 Iteration 38Q: 3 clusters Score -514797.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5869 members Mstep: Class 2 contains 2568 members Entering Unmasked Estep Score: -514800.531250 Penalty: 822.674805 Iteration 39Q: 3 clusters Score -514800.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5901 members Mstep: Class 2 contains 2536 members Entering Unmasked Estep Score: -514804.906250 Penalty: 822.674805 Iteration 40F: 3 clusters Score -514804.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5931 members Mstep: Class 2 contains 2506 members Entering Unmasked Estep Score: -514809.718750 Penalty: 822.674805 Iteration 41Q: 3 clusters Score -514809.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5953 members Mstep: Class 2 contains 2484 members Entering Unmasked Estep Score: -514811.875000 Penalty: 822.674805 Iteration 42Q: 3 clusters Score -514811.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5979 members Mstep: Class 2 contains 2458 members Entering Unmasked Estep Score: -514814.937500 Penalty: 822.674805 Iteration 43Q: 3 clusters Score -514814.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6011 members Mstep: Class 2 contains 2426 members Entering Unmasked Estep Score: -514822.937500 Penalty: 822.674805 Iteration 44Q: 3 clusters Score -514822.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6059 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -514834.531250 Penalty: 822.674805 Iteration 45Q: 3 clusters Score -514834.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6110 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -514843.062500 Penalty: 822.674805 Iteration 46Q: 3 clusters Score -514843.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6167 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -514854.968750 Penalty: 822.674805 Iteration 47Q: 3 clusters Score -514855 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6218 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -514864.375000 Penalty: 822.674805 Iteration 48Q: 3 clusters Score -514864.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6271 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -514876.625000 Penalty: 822.674805 Iteration 49Q: 3 clusters Score -514876.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6332 members Mstep: Class 2 contains 2105 members Entering Unmasked Estep Score: -514890.718750 Penalty: 822.674805 Iteration 50Q: 3 clusters Score -514890.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6382 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -514900.875000 Penalty: 822.674805 Iteration 51Q: 3 clusters Score -514900.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6435 members Mstep: Class 2 contains 2002 members Entering Unmasked Estep Score: -514910.281250 Penalty: 822.674805 Iteration 52Q: 3 clusters Score -514910.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6480 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -514917.656250 Penalty: 822.674805 Iteration 53Q: 3 clusters Score -514917.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6529 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -514926.406250 Penalty: 822.674805 Iteration 54Q: 3 clusters Score -514926.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6583 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -514937.125000 Penalty: 822.674805 Iteration 55Q: 3 clusters Score -514937.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6627 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -514944.718750 Penalty: 822.674805 Iteration 56Q: 3 clusters Score -514944.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6675 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -514955.187500 Penalty: 822.674805 Iteration 57Q: 3 clusters Score -514955.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6725 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -514964.875000 Penalty: 822.674805 Iteration 58Q: 3 clusters Score -514964.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6768 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -514974.437500 Penalty: 822.674805 Iteration 59Q: 3 clusters Score -514974.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6804 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -514982.875000 Penalty: 822.674805 Iteration 60F: 3 clusters Score -514982.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6834 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -514987.468750 Penalty: 822.674805 Iteration 61Q: 3 clusters Score -514987.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6861 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -514991.312500 Penalty: 822.674805 Iteration 62Q: 3 clusters Score -514991.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6882 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -514995.500000 Penalty: 822.674805 Iteration 63Q: 3 clusters Score -514995.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6908 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -515002.531250 Penalty: 822.674805 Iteration 64Q: 3 clusters Score -515002.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6936 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -515007.968750 Penalty: 822.674805 Iteration 65Q: 3 clusters Score -515008 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6969 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -515012.093750 Penalty: 822.674805 Iteration 66Q: 3 clusters Score -515012.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6993 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -515017.031250 Penalty: 822.674805 Iteration 67Q: 3 clusters Score -515017 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7020 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -515021.843750 Penalty: 822.674805 Iteration 68Q: 3 clusters Score -515021.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7045 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -515025.843750 Penalty: 822.674805 Iteration 69Q: 3 clusters Score -515025.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7065 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -515028.281250 Penalty: 822.674805 Iteration 70Q: 3 clusters Score -515028.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7081 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -515029.656250 Penalty: 822.674805 Iteration 71Q: 3 clusters Score -515029.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7096 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -515034.093750 Penalty: 822.674805 Iteration 72Q: 3 clusters Score -515034.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7113 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -515036.625000 Penalty: 822.674805 Iteration 73Q: 3 clusters Score -515036.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7130 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -515037.687500 Penalty: 822.674805 Iteration 74Q: 3 clusters Score -515037.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7145 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -515040.718750 Penalty: 822.674805 Iteration 75Q: 3 clusters Score -515040.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7161 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -515043.906250 Penalty: 822.674805 Iteration 76Q: 3 clusters Score -515043.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7177 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -515045.250000 Penalty: 822.674805 Iteration 77Q: 3 clusters Score -515045.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7189 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -515047.531250 Penalty: 822.674805 Iteration 78Q: 3 clusters Score -515047.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7207 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -515051.875000 Penalty: 822.674805 Iteration 79Q: 3 clusters Score -515051.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7229 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -515055.093750 Penalty: 822.674805 Iteration 80F: 3 clusters Score -515055.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7250 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -515059.156250 Penalty: 822.674805 Iteration 81Q: 3 clusters Score -515059.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7269 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -515059.843750 Penalty: 822.674805 Iteration 82Q: 3 clusters Score -515059.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7282 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -515060.875000 Penalty: 822.674805 Iteration 83Q: 3 clusters Score -515060.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7297 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -515066.062500 Penalty: 822.674805 Iteration 84Q: 3 clusters Score -515066.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7319 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -515072.093750 Penalty: 822.674805 Iteration 85Q: 3 clusters Score -515072.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7343 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -515077.187500 Penalty: 822.674805 Iteration 86Q: 3 clusters Score -515077.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7362 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -515080.125000 Penalty: 822.674805 Iteration 87Q: 3 clusters Score -515080.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7373 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -515082.468750 Penalty: 822.674805 Iteration 88Q: 3 clusters Score -515082.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7385 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -515082.968750 Penalty: 822.674805 Iteration 89Q: 3 clusters Score -515083 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7398 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -515085.406250 Penalty: 822.674805 Iteration 90Q: 3 clusters Score -515085.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7423 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -515091.781250 Penalty: 822.674805 Iteration 91Q: 3 clusters Score -515091.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7454 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -515096.468750 Penalty: 822.674805 Iteration 92Q: 3 clusters Score -515096.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7477 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -515102.031250 Penalty: 822.674805 Iteration 93Q: 3 clusters Score -515102 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7499 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -515106.093750 Penalty: 822.674805 Iteration 94Q: 3 clusters Score -515106.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7518 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -515109.343750 Penalty: 822.674805 Iteration 95Q: 3 clusters Score -515109.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7536 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -515111.687500 Penalty: 822.674805 Iteration 96Q: 3 clusters Score -515111.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7547 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -515113.062500 Penalty: 822.674805 Iteration 97Q: 3 clusters Score -515113.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7555 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -515114.500000 Penalty: 822.674805 Iteration 98Q: 3 clusters Score -515114.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7563 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -515115.750000 Penalty: 822.674805 Iteration 99Q: 3 clusters Score -515115.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7573 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -515116.625000 Penalty: 822.674805 Iteration 100F: 3 clusters Score -515116.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7585 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -515118.968750 Penalty: 822.674805 Iteration 101Q: 3 clusters Score -515119 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7596 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -515121.406250 Penalty: 822.674805 Iteration 102Q: 3 clusters Score -515121.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7605 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -515122.312500 Penalty: 822.674805 Iteration 103Q: 3 clusters Score -515122.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7614 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -515122.968750 Penalty: 822.674805 Iteration 104Q: 3 clusters Score -515123 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7622 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -515124.406250 Penalty: 822.674805 Iteration 105Q: 3 clusters Score -515124.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7632 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -515125.937500 Penalty: 822.674805 Iteration 106Q: 3 clusters Score -515125.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7642 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -515128.562500 Penalty: 822.674805 Iteration 107Q: 3 clusters Score -515128.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7650 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -515129.718750 Penalty: 822.674805 Iteration 108Q: 3 clusters Score -515129.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7660 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -515131.718750 Penalty: 822.674805 Iteration 109Q: 3 clusters Score -515131.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7671 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -515132.687500 Penalty: 822.674805 Iteration 110Q: 3 clusters Score -515132.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7679 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -515134.531250 Penalty: 822.674805 Iteration 111Q: 3 clusters Score -515134.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7692 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -515136.843750 Penalty: 822.674805 Iteration 112Q: 3 clusters Score -515136.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7702 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -515137.093750 Penalty: 822.674805 Iteration 113Q: 3 clusters Score -515137.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7712 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -515139.375000 Penalty: 822.674805 Iteration 114Q: 3 clusters Score -515139.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7721 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -515141.000000 Penalty: 822.674805 Iteration 115Q: 3 clusters Score -515141 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7728 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -515142.750000 Penalty: 822.674805 Iteration 116Q: 3 clusters Score -515142.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7737 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -515144.281250 Penalty: 822.674805 Iteration 117Q: 3 clusters Score -515144.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7744 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -515144.625000 Penalty: 822.674805 Iteration 118Q: 3 clusters Score -515144.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7751 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -515146.343750 Penalty: 822.674805 Iteration 119Q: 3 clusters Score -515146.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7761 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -515147.062500 Penalty: 822.674805 Iteration 120F: 3 clusters Score -515147.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7766 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -515148.812500 Penalty: 822.674805 Iteration 121Q: 3 clusters Score -515148.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7771 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -515150.093750 Penalty: 822.674805 Iteration 122Q: 3 clusters Score -515150.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7779 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -515151.343750 Penalty: 822.674805 Iteration 123Q: 3 clusters Score -515151.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7787 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -515152.312500 Penalty: 822.674805 Iteration 124Q: 3 clusters Score -515152.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7797 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -515155.000000 Penalty: 822.674805 Iteration 125Q: 3 clusters Score -515155 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7804 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -515156.000000 Penalty: 822.674805 Iteration 126Q: 3 clusters Score -515156 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7811 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -515157.125000 Penalty: 822.674805 Iteration 127Q: 3 clusters Score -515157.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7814 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -515156.750000 Penalty: 822.674805 Iteration 128Q: 3 clusters Score -515156.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7814 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -515156.750000 Penalty: 822.674805 Iteration 129F: 3 clusters Score -515156.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (2510 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Entering Unmasked Estep Score: -137353.593750 Penalty: 356.175751 Iteration 0F: 2 clusters Score -137353.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -135585.781250 Penalty: 712.351501 Iteration 0F: 3 clusters Score -135585.8 nChanged 1060 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -136202.515625 Penalty: 712.351501 Iteration 1F: 3 clusters Score -136202.5 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -136286.640625 Penalty: 712.351501 Iteration 2F: 3 clusters Score -136286.6 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -136360.296875 Penalty: 712.351501 Iteration 3F: 3 clusters Score -136360.3 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -136446.437500 Penalty: 712.351501 Iteration 4F: 3 clusters Score -136446.4 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -136544.640625 Penalty: 712.351501 Iteration 5F: 3 clusters Score -136544.6 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -136630.875000 Penalty: 712.351501 Iteration 6F: 3 clusters Score -136630.9 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -136706.406250 Penalty: 712.351501 Iteration 7Q: 3 clusters Score -136706.4 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 2083 members Entering Unmasked Estep Score: -136786.250000 Penalty: 712.351501 Iteration 8Q: 3 clusters Score -136786.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 2163 members Entering Unmasked Estep Score: -136858.343750 Penalty: 712.351501 Iteration 9Q: 3 clusters Score -136858.3 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -136929.109375 Penalty: 712.351501 Iteration 10Q: 3 clusters Score -136929.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -136980.000000 Penalty: 712.351501 Iteration 11Q: 3 clusters Score -136980 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -137012.593750 Penalty: 712.351501 Iteration 12Q: 3 clusters Score -137012.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -137029.890625 Penalty: 712.351501 Iteration 13Q: 3 clusters Score -137029.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 2331 members Entering Unmasked Estep Score: -137039.828125 Penalty: 712.351501 Iteration 14Q: 3 clusters Score -137039.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 2342 members Entering Unmasked Estep Score: -137048.921875 Penalty: 712.351501 Iteration 15Q: 3 clusters Score -137048.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -137053.234375 Penalty: 712.351501 Iteration 16Q: 3 clusters Score -137053.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 2352 members Entering Unmasked Estep Score: -137055.468750 Penalty: 712.351501 Iteration 17Q: 3 clusters Score -137055.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 2358 members Entering Unmasked Estep Score: -137057.609375 Penalty: 712.351501 Iteration 18Q: 3 clusters Score -137057.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 2360 members Entering Unmasked Estep Score: -137059.343750 Penalty: 712.351501 Iteration 19Q: 3 clusters Score -137059.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 2364 members Entering Unmasked Estep Score: -137063.156250 Penalty: 712.351501 Iteration 20F: 3 clusters Score -137063.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 2371 members Entering Unmasked Estep Score: -137069.828125 Penalty: 712.351501 Iteration 21Q: 3 clusters Score -137069.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -137073.015625 Penalty: 712.351501 Iteration 22Q: 3 clusters Score -137073 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 2377 members Entering Unmasked Estep Score: -137074.046875 Penalty: 712.351501 Iteration 23Q: 3 clusters Score -137074 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -137074.296875 Penalty: 712.351501 Iteration 24Q: 3 clusters Score -137074.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -137074.296875 Penalty: 712.351501 Iteration 25F: 3 clusters Score -137074.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (475 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Entering Unmasked Estep Score: -23372.585938 Penalty: 280.430817 Iteration 0F: 2 clusters Score -23372.59 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -22922.593750 Penalty: 560.861633 Iteration 0F: 3 clusters Score -22922.59 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -23051.654297 Penalty: 560.861633 Iteration 1F: 3 clusters Score -23051.65 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -23074.218750 Penalty: 560.861633 Iteration 2F: 3 clusters Score -23074.22 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -23099.775391 Penalty: 560.861633 Iteration 3F: 3 clusters Score -23099.78 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -23123.416016 Penalty: 560.861633 Iteration 4Q: 3 clusters Score -23123.42 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -23139.773438 Penalty: 560.861633 Iteration 5Q: 3 clusters Score -23139.77 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -23152.169922 Penalty: 560.861633 Iteration 6Q: 3 clusters Score -23152.17 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -23156.722656 Penalty: 560.861633 Iteration 7Q: 3 clusters Score -23156.72 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -23161.933594 Penalty: 560.861633 Iteration 8Q: 3 clusters Score -23161.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -23166.089844 Penalty: 560.861633 Iteration 9Q: 3 clusters Score -23166.09 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -23174.300781 Penalty: 560.861633 Iteration 10Q: 3 clusters Score -23174.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -23179.417969 Penalty: 560.861633 Iteration 11Q: 3 clusters Score -23179.42 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -23180.572266 Penalty: 560.861633 Iteration 12Q: 3 clusters Score -23180.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -23180.572266 Penalty: 560.861633 Iteration 13F: 3 clusters Score -23180.57 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (61 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Entering Unmasked Estep Score: -2868.441650 Penalty: 187.044754 Iteration 0F: 2 clusters Score -2868.442 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30 members Mstep: Class 2 contains 31 members Entering Unmasked Estep Score: -2709.431641 Penalty: 374.089508 Iteration 0F: 3 clusters Score -2709.432 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31 members Mstep: Class 2 contains 30 members Entering Unmasked Estep Score: -2733.496094 Penalty: 374.089508 Iteration 1F: 3 clusters Score -2733.496 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31 members Mstep: Class 2 contains 30 members Entering Unmasked Estep Score: -2742.374756 Penalty: 374.089508 Iteration 2Q: 3 clusters Score -2742.375 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31 members Mstep: Class 2 contains 30 members Entering Unmasked Estep Score: -2742.374756 Penalty: 374.089508 Iteration 3F: 3 clusters Score -2742.375 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (148 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Entering Unmasked Estep Score: -7193.808594 Penalty: 227.373169 Iteration 0F: 2 clusters Score -7193.809 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -6952.799805 Penalty: 454.746338 Iteration 0F: 3 clusters Score -6952.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -7004.128418 Penalty: 454.746338 Iteration 1F: 3 clusters Score -7004.128 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -7024.160645 Penalty: 454.746338 Iteration 2F: 3 clusters Score -7024.161 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -7051.929688 Penalty: 454.746338 Iteration 3Q: 3 clusters Score -7051.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -7063.464844 Penalty: 454.746338 Iteration 4Q: 3 clusters Score -7063.465 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -7067.448242 Penalty: 454.746338 Iteration 5Q: 3 clusters Score -7067.448 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -7068.039551 Penalty: 454.746338 Iteration 6Q: 3 clusters Score -7068.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -7068.825195 Penalty: 454.746338 Iteration 7Q: 3 clusters Score -7068.825 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -7071.981445 Penalty: 454.746338 Iteration 8Q: 3 clusters Score -7071.981 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -7074.235352 Penalty: 454.746338 Iteration 9Q: 3 clusters Score -7074.235 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -7074.235352 Penalty: 454.746338 Iteration 10F: 3 clusters Score -7074.235 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (14656 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14656 members Entering Unmasked Estep Score: -790997.687500 Penalty: 436.463501 Iteration 0F: 2 clusters Score -790997.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7287 members Mstep: Class 2 contains 7369 members Entering Unmasked Estep Score: -781374.125000 Penalty: 872.927002 Iteration 0F: 3 clusters Score -781374.1 nChanged 6833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6282 members Mstep: Class 2 contains 8374 members Entering Unmasked Estep Score: -785716.062500 Penalty: 872.927002 Iteration 1F: 3 clusters Score -785716.1 nChanged 918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5836 members Mstep: Class 2 contains 8820 members Entering Unmasked Estep Score: -786219.562500 Penalty: 872.927002 Iteration 2F: 3 clusters Score -786219.6 nChanged 974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5310 members Mstep: Class 2 contains 9346 members Entering Unmasked Estep Score: -786900.687500 Penalty: 872.927002 Iteration 3F: 3 clusters Score -786900.7 nChanged 909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4741 members Mstep: Class 2 contains 9915 members Entering Unmasked Estep Score: -787627.437500 Penalty: 872.927002 Iteration 4F: 3 clusters Score -787627.4 nChanged 756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4259 members Mstep: Class 2 contains 10397 members Entering Unmasked Estep Score: -788271.625000 Penalty: 872.927002 Iteration 5F: 3 clusters Score -788271.6 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3886 members Mstep: Class 2 contains 10770 members Entering Unmasked Estep Score: -788734.562500 Penalty: 872.927002 Iteration 6Q: 3 clusters Score -788734.6 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3577 members Mstep: Class 2 contains 11079 members Entering Unmasked Estep Score: -788972.125000 Penalty: 872.927002 Iteration 7Q: 3 clusters Score -788972.1 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3300 members Mstep: Class 2 contains 11356 members Entering Unmasked Estep Score: -789114.875000 Penalty: 872.927002 Iteration 8Q: 3 clusters Score -789114.9 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3034 members Mstep: Class 2 contains 11622 members Entering Unmasked Estep Score: -789233.500000 Penalty: 872.927002 Iteration 9Q: 3 clusters Score -789233.5 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2774 members Mstep: Class 2 contains 11882 members Entering Unmasked Estep Score: -789351.875000 Penalty: 872.927002 Iteration 10Q: 3 clusters Score -789351.9 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 12140 members Entering Unmasked Estep Score: -789471.875000 Penalty: 872.927002 Iteration 11Q: 3 clusters Score -789471.9 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 12381 members Entering Unmasked Estep Score: -789589.062500 Penalty: 872.927002 Iteration 12Q: 3 clusters Score -789589.1 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2020 members Mstep: Class 2 contains 12636 members Entering Unmasked Estep Score: -789718.125000 Penalty: 872.927002 Iteration 13Q: 3 clusters Score -789718.1 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 12894 members Entering Unmasked Estep Score: -789862.250000 Penalty: 872.927002 Iteration 14Q: 3 clusters Score -789862.2 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 13126 members Entering Unmasked Estep Score: -789986.375000 Penalty: 872.927002 Iteration 15Q: 3 clusters Score -789986.4 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 13332 members Entering Unmasked Estep Score: -790095.375000 Penalty: 872.927002 Iteration 16Q: 3 clusters Score -790095.4 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 13522 members Entering Unmasked Estep Score: -790200.437500 Penalty: 872.927002 Iteration 17Q: 3 clusters Score -790200.4 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 13687 members Entering Unmasked Estep Score: -790285.562500 Penalty: 872.927002 Iteration 18Q: 3 clusters Score -790285.6 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 13826 members Entering Unmasked Estep Score: -790371.750000 Penalty: 872.927002 Iteration 19Q: 3 clusters Score -790371.8 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 13939 members Entering Unmasked Estep Score: -790432.750000 Penalty: 872.927002 Iteration 20F: 3 clusters Score -790432.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 14026 members Entering Unmasked Estep Score: -790473.687500 Penalty: 872.927002 Iteration 21Q: 3 clusters Score -790473.7 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 14105 members Entering Unmasked Estep Score: -790517.875000 Penalty: 872.927002 Iteration 22Q: 3 clusters Score -790517.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 14170 members Entering Unmasked Estep Score: -790561.000000 Penalty: 872.927002 Iteration 23Q: 3 clusters Score -790561 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 14231 members Entering Unmasked Estep Score: -790598.937500 Penalty: 872.927002 Iteration 24Q: 3 clusters Score -790598.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 14279 members Entering Unmasked Estep Score: -790621.875000 Penalty: 872.927002 Iteration 25Q: 3 clusters Score -790621.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 14311 members Entering Unmasked Estep Score: -790634.500000 Penalty: 872.927002 Iteration 26Q: 3 clusters Score -790634.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 14331 members Entering Unmasked Estep Score: -790637.125000 Penalty: 872.927002 Iteration 27Q: 3 clusters Score -790637.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 14344 members Entering Unmasked Estep Score: -790645.062500 Penalty: 872.927002 Iteration 28Q: 3 clusters Score -790645.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 14354 members Entering Unmasked Estep Score: -790647.812500 Penalty: 872.927002 Iteration 29Q: 3 clusters Score -790647.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 14359 members Entering Unmasked Estep Score: -790648.437500 Penalty: 872.927002 Iteration 30Q: 3 clusters Score -790648.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 14365 members Entering Unmasked Estep Score: -790649.562500 Penalty: 872.927002 Iteration 31Q: 3 clusters Score -790649.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 14368 members Entering Unmasked Estep Score: -790654.625000 Penalty: 872.927002 Iteration 32Q: 3 clusters Score -790654.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 14375 members Entering Unmasked Estep Score: -790656.812500 Penalty: 872.927002 Iteration 33Q: 3 clusters Score -790656.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 14377 members Entering Unmasked Estep Score: -790658.062500 Penalty: 872.927002 Iteration 34Q: 3 clusters Score -790658.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 14378 members Entering Unmasked Estep Score: -790658.125000 Penalty: 872.927002 Iteration 35Q: 3 clusters Score -790658.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 14378 members Entering Unmasked Estep Score: -790658.125000 Penalty: 872.927002 Iteration 36F: 3 clusters Score -790658.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (725 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Entering Unmasked Estep Score: -43656.097656 Penalty: 299.670807 Iteration 0F: 2 clusters Score -43656.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -43011.246094 Penalty: 599.341614 Iteration 0F: 3 clusters Score -43011.25 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -43168.714844 Penalty: 599.341614 Iteration 1F: 3 clusters Score -43168.71 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -43197.773438 Penalty: 599.341614 Iteration 2F: 3 clusters Score -43197.77 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -43210.472656 Penalty: 599.341614 Iteration 3Q: 3 clusters Score -43210.47 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -43219.238281 Penalty: 599.341614 Iteration 4Q: 3 clusters Score -43219.24 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -43228.179688 Penalty: 599.341614 Iteration 5Q: 3 clusters Score -43228.18 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -43235.894531 Penalty: 599.341614 Iteration 6Q: 3 clusters Score -43235.89 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -43243.289062 Penalty: 599.341614 Iteration 7Q: 3 clusters Score -43243.29 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -43248.203125 Penalty: 599.341614 Iteration 8Q: 3 clusters Score -43248.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -43251.480469 Penalty: 599.341614 Iteration 9Q: 3 clusters Score -43251.48 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -43254.656250 Penalty: 599.341614 Iteration 10Q: 3 clusters Score -43254.66 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -43257.558594 Penalty: 599.341614 Iteration 11Q: 3 clusters Score -43257.56 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -43262.867188 Penalty: 599.341614 Iteration 12Q: 3 clusters Score -43262.87 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -43268.816406 Penalty: 599.341614 Iteration 13Q: 3 clusters Score -43268.82 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -43271.050781 Penalty: 599.341614 Iteration 14Q: 3 clusters Score -43271.05 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -43273.082031 Penalty: 599.341614 Iteration 15Q: 3 clusters Score -43273.08 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -43276.468750 Penalty: 599.341614 Iteration 16Q: 3 clusters Score -43276.47 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -43280.226562 Penalty: 599.341614 Iteration 17Q: 3 clusters Score -43280.23 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -43285.105469 Penalty: 599.341614 Iteration 18Q: 3 clusters Score -43285.11 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -43291.582031 Penalty: 599.341614 Iteration 19Q: 3 clusters Score -43291.58 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -43302.144531 Penalty: 599.341614 Iteration 20F: 3 clusters Score -43302.14 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -43310.886719 Penalty: 599.341614 Iteration 21Q: 3 clusters Score -43310.89 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -43317.269531 Penalty: 599.341614 Iteration 22Q: 3 clusters Score -43317.27 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -43320.554688 Penalty: 599.341614 Iteration 23Q: 3 clusters Score -43320.55 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -43327.214844 Penalty: 599.341614 Iteration 24Q: 3 clusters Score -43327.21 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -43335.152344 Penalty: 599.341614 Iteration 25Q: 3 clusters Score -43335.15 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -43347.035156 Penalty: 599.341614 Iteration 26Q: 3 clusters Score -43347.04 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -43355.246094 Penalty: 599.341614 Iteration 27Q: 3 clusters Score -43355.25 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -43360.843750 Penalty: 599.341614 Iteration 28Q: 3 clusters Score -43360.84 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -43365.113281 Penalty: 599.341614 Iteration 29Q: 3 clusters Score -43365.11 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -43367.218750 Penalty: 599.341614 Iteration 30Q: 3 clusters Score -43367.22 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -43369.285156 Penalty: 599.341614 Iteration 31Q: 3 clusters Score -43369.29 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -43372.531250 Penalty: 599.341614 Iteration 32Q: 3 clusters Score -43372.53 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -43373.757812 Penalty: 599.341614 Iteration 33Q: 3 clusters Score -43373.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -43375.203125 Penalty: 599.341614 Iteration 34Q: 3 clusters Score -43375.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -43377.187500 Penalty: 599.341614 Iteration 35Q: 3 clusters Score -43377.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -43378.328125 Penalty: 599.341614 Iteration 36Q: 3 clusters Score -43378.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -43379.906250 Penalty: 599.341614 Iteration 37Q: 3 clusters Score -43379.91 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -43381.492188 Penalty: 599.341614 Iteration 38Q: 3 clusters Score -43381.49 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -43382.464844 Penalty: 599.341614 Iteration 39Q: 3 clusters Score -43382.46 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -43385.171875 Penalty: 599.341614 Iteration 40F: 3 clusters Score -43385.17 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (802 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Entering Unmasked Estep Score: -29871.542969 Penalty: 304.263428 Iteration 0F: 2 clusters Score -29871.54 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 382 members Entering Unmasked Estep Score: -29275.056641 Penalty: 608.526855 Iteration 0F: 3 clusters Score -29275.06 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -29706.576172 Penalty: 608.526855 Iteration 1F: 3 clusters Score -29706.58 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -29990.916016 Penalty: 608.526855 Iteration 2F: 3 clusters Score -29990.92 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -30110.236328 Penalty: 608.526855 Iteration 3F: 3 clusters Score -30110.24 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -30171.095703 Penalty: 608.526855 Iteration 4Q: 3 clusters Score -30171.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -30208.708984 Penalty: 608.526855 Iteration 5Q: 3 clusters Score -30208.71 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -30296.498047 Penalty: 608.526855 Iteration 6Q: 3 clusters Score -30296.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -30321.640625 Penalty: 608.526855 Iteration 7Q: 3 clusters Score -30321.64 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -30339.630859 Penalty: 608.526855 Iteration 8Q: 3 clusters Score -30339.63 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -30358.630859 Penalty: 608.526855 Iteration 9Q: 3 clusters Score -30358.63 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -30396.951172 Penalty: 608.526855 Iteration 10Q: 3 clusters Score -30396.95 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -30423.568359 Penalty: 608.526855 Iteration 11Q: 3 clusters Score -30423.57 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -30439.625000 Penalty: 608.526855 Iteration 12Q: 3 clusters Score -30439.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -30441.216797 Penalty: 608.526855 Iteration 13Q: 3 clusters Score -30441.22 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -30442.636719 Penalty: 608.526855 Iteration 14Q: 3 clusters Score -30442.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -30442.636719 Penalty: 608.526855 Iteration 15F: 3 clusters Score -30442.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1123 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 136 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 864 members Mstep: Class 7 contains 191 members Mstep: Class 8 contains 107066 members Mstep: Class 9 contains 8437 members Mstep: Class 10 contains 2510 members Mstep: Class 11 contains 475 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 14656 members Mstep: Class 15 contains 725 members Mstep: Class 16 contains 389 members Mstep: Class 17 contains 531 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 262 members Mstep: Class 20 contains 75 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 1312 members Mstep: Class 23 contains 1614 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 817 members Mstep: Class 27 contains 413 members Entering Unmasked Estep Score: -7911840.500000 Penalty: 14598.144531 Splitting cluster 16 changes total score from -7911067.000000 to -7911840.500000 So it's getting split into cluster 27. Entering ConstructFrom: Trying to split cluster 17 (531 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Entering Unmasked Estep Score: -27211.091797 Penalty: 285.501678 Iteration 0F: 2 clusters Score -27211.09 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -26698.658203 Penalty: 571.003357 Iteration 0F: 3 clusters Score -26698.66 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -26800.574219 Penalty: 571.003357 Iteration 1F: 3 clusters Score -26800.57 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -26825.109375 Penalty: 571.003357 Iteration 2F: 3 clusters Score -26825.11 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -26839.816406 Penalty: 571.003357 Iteration 3Q: 3 clusters Score -26839.82 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -26858.869141 Penalty: 571.003357 Iteration 4Q: 3 clusters Score -26858.87 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -26874.494141 Penalty: 571.003357 Iteration 5Q: 3 clusters Score -26874.49 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -26890.966797 Penalty: 571.003357 Iteration 6Q: 3 clusters Score -26890.97 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -26910.242188 Penalty: 571.003357 Iteration 7Q: 3 clusters Score -26910.24 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -26923.912109 Penalty: 571.003357 Iteration 8Q: 3 clusters Score -26923.91 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -26932.386719 Penalty: 571.003357 Iteration 9Q: 3 clusters Score -26932.39 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -26936.398438 Penalty: 571.003357 Iteration 10Q: 3 clusters Score -26936.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -26941.191406 Penalty: 571.003357 Iteration 11Q: 3 clusters Score -26941.19 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -26944.523438 Penalty: 571.003357 Iteration 12Q: 3 clusters Score -26944.52 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -26947.054688 Penalty: 571.003357 Iteration 13Q: 3 clusters Score -26947.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -26948.339844 Penalty: 571.003357 Iteration 14Q: 3 clusters Score -26948.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -26948.339844 Penalty: 571.003357 Iteration 15F: 3 clusters Score -26948.34 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (65 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Entering Unmasked Estep Score: -3049.034912 Penalty: 189.934631 Iteration 0F: 2 clusters Score -3049.035 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33 members Mstep: Class 2 contains 32 members Entering Unmasked Estep Score: -2871.323730 Penalty: 379.869263 Iteration 0F: 3 clusters Score -2871.324 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34 members Mstep: Class 2 contains 31 members Entering Unmasked Estep Score: -2917.443848 Penalty: 379.869263 Iteration 1F: 3 clusters Score -2917.444 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32 members Mstep: Class 2 contains 33 members Entering Unmasked Estep Score: -2947.387451 Penalty: 379.869263 Iteration 2F: 3 clusters Score -2947.387 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30 members Mstep: Class 2 contains 35 members Entering Unmasked Estep Score: -2953.010986 Penalty: 379.869263 Iteration 3Q: 3 clusters Score -2953.011 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29 members Mstep: Class 2 contains 36 members Entering Unmasked Estep Score: -2955.722656 Penalty: 379.869263 Iteration 4Q: 3 clusters Score -2955.723 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -2958.422852 Penalty: 379.869263 Iteration 5Q: 3 clusters Score -2958.423 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -2961.589355 Penalty: 379.869263 Iteration 6Q: 3 clusters Score -2961.589 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -2961.589355 Penalty: 379.869263 Iteration 7F: 3 clusters Score -2961.589 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (75 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Entering Unmasked Estep Score: -2757.330322 Penalty: 196.445709 Iteration 0F: 2 clusters Score -2757.33 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -2616.603516 Penalty: 392.891418 Iteration 0F: 3 clusters Score -2616.604 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 32 members Entering Unmasked Estep Score: -2660.022705 Penalty: 392.891418 Iteration 1F: 3 clusters Score -2660.023 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 31 members Entering Unmasked Estep Score: -2685.733398 Penalty: 392.891418 Iteration 2F: 3 clusters Score -2685.733 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 32 members Entering Unmasked Estep Score: -2719.309082 Penalty: 392.891418 Iteration 3Q: 3 clusters Score -2719.309 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 32 members Entering Unmasked Estep Score: -2719.309082 Penalty: 392.891418 Iteration 4F: 3 clusters Score -2719.309 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (166 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Entering Unmasked Estep Score: -8507.945312 Penalty: 232.595428 Iteration 0F: 2 clusters Score -8507.945 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -8239.329102 Penalty: 465.190857 Iteration 0F: 3 clusters Score -8239.329 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -8283.619141 Penalty: 465.190857 Iteration 1F: 3 clusters Score -8283.619 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -8304.113281 Penalty: 465.190857 Iteration 2F: 3 clusters Score -8304.113 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -8325.453125 Penalty: 465.190857 Iteration 3Q: 3 clusters Score -8325.453 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -8339.074219 Penalty: 465.190857 Iteration 4Q: 3 clusters Score -8339.074 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -8346.082031 Penalty: 465.190857 Iteration 5Q: 3 clusters Score -8346.082 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -8351.003906 Penalty: 465.190857 Iteration 6Q: 3 clusters Score -8351.004 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -8354.778320 Penalty: 465.190857 Iteration 7Q: 3 clusters Score -8354.778 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -8357.917969 Penalty: 465.190857 Iteration 8Q: 3 clusters Score -8357.918 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -8358.729492 Penalty: 465.190857 Iteration 9Q: 3 clusters Score -8358.729 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -8358.729492 Penalty: 465.190857 Iteration 10F: 3 clusters Score -8358.729 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1312 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Entering Unmasked Estep Score: -79728.234375 Penalty: 326.658508 Iteration 0F: 2 clusters Score -79728.23 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -78743.148438 Penalty: 653.317017 Iteration 0F: 3 clusters Score -78743.15 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -79010.898438 Penalty: 653.317017 Iteration 1F: 3 clusters Score -79010.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -79052.492188 Penalty: 653.317017 Iteration 2F: 3 clusters Score -79052.49 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -79084.640625 Penalty: 653.317017 Iteration 3Q: 3 clusters Score -79084.64 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -79117.351562 Penalty: 653.317017 Iteration 4Q: 3 clusters Score -79117.35 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -79151.101562 Penalty: 653.317017 Iteration 5Q: 3 clusters Score -79151.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -79187.781250 Penalty: 653.317017 Iteration 6Q: 3 clusters Score -79187.78 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -79244.843750 Penalty: 653.317017 Iteration 7Q: 3 clusters Score -79244.84 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -79286.578125 Penalty: 653.317017 Iteration 8Q: 3 clusters Score -79286.58 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -79306.984375 Penalty: 653.317017 Iteration 9Q: 3 clusters Score -79306.98 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -79319.843750 Penalty: 653.317017 Iteration 10Q: 3 clusters Score -79319.84 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -79334.632812 Penalty: 653.317017 Iteration 11Q: 3 clusters Score -79334.63 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -79347.882812 Penalty: 653.317017 Iteration 12Q: 3 clusters Score -79347.88 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -79356.812500 Penalty: 653.317017 Iteration 13Q: 3 clusters Score -79356.81 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -79361.765625 Penalty: 653.317017 Iteration 14Q: 3 clusters Score -79361.77 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -79365.031250 Penalty: 653.317017 Iteration 15Q: 3 clusters Score -79365.03 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -79366.820312 Penalty: 653.317017 Iteration 16Q: 3 clusters Score -79366.82 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -79368.632812 Penalty: 653.317017 Iteration 17Q: 3 clusters Score -79368.63 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -79369.609375 Penalty: 653.317017 Iteration 18Q: 3 clusters Score -79369.61 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -79371.328125 Penalty: 653.317017 Iteration 19Q: 3 clusters Score -79371.33 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -79373.679688 Penalty: 653.317017 Iteration 20F: 3 clusters Score -79373.68 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -79376.406250 Penalty: 653.317017 Iteration 21Q: 3 clusters Score -79376.41 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -79377.250000 Penalty: 653.317017 Iteration 22Q: 3 clusters Score -79377.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -79377.546875 Penalty: 653.317017 Iteration 23Q: 3 clusters Score -79377.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -79377.921875 Penalty: 653.317017 Iteration 24Q: 3 clusters Score -79377.92 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -79377.921875 Penalty: 653.317017 Iteration 25F: 3 clusters Score -79377.92 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (1614 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Entering Unmasked Estep Score: -88034.562500 Penalty: 336.084412 Iteration 0F: 2 clusters Score -88034.56 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 797 members Entering Unmasked Estep Score: -86854.390625 Penalty: 672.168823 Iteration 0F: 3 clusters Score -86854.39 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -87236.476562 Penalty: 672.168823 Iteration 1F: 3 clusters Score -87236.48 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -87275.578125 Penalty: 672.168823 Iteration 2F: 3 clusters Score -87275.58 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -87300.125000 Penalty: 672.168823 Iteration 3Q: 3 clusters Score -87300.12 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -87316.437500 Penalty: 672.168823 Iteration 4Q: 3 clusters Score -87316.44 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -87332.507812 Penalty: 672.168823 Iteration 5Q: 3 clusters Score -87332.51 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -87340.718750 Penalty: 672.168823 Iteration 6Q: 3 clusters Score -87340.72 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -87347.539062 Penalty: 672.168823 Iteration 7Q: 3 clusters Score -87347.54 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -87355.437500 Penalty: 672.168823 Iteration 8Q: 3 clusters Score -87355.44 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -87362.710938 Penalty: 672.168823 Iteration 9Q: 3 clusters Score -87362.71 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -87369.515625 Penalty: 672.168823 Iteration 10Q: 3 clusters Score -87369.52 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -87374.617188 Penalty: 672.168823 Iteration 11Q: 3 clusters Score -87374.62 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -87380.210938 Penalty: 672.168823 Iteration 12Q: 3 clusters Score -87380.21 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -87386.000000 Penalty: 672.168823 Iteration 13Q: 3 clusters Score -87386 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -87391.750000 Penalty: 672.168823 Iteration 14Q: 3 clusters Score -87391.75 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -87400.312500 Penalty: 672.168823 Iteration 15Q: 3 clusters Score -87400.31 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -87409.953125 Penalty: 672.168823 Iteration 16Q: 3 clusters Score -87409.95 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -87422.679688 Penalty: 672.168823 Iteration 17Q: 3 clusters Score -87422.68 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -87442.023438 Penalty: 672.168823 Iteration 18Q: 3 clusters Score -87442.02 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -87467.687500 Penalty: 672.168823 Iteration 19Q: 3 clusters Score -87467.69 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -87505.242188 Penalty: 672.168823 Iteration 20F: 3 clusters Score -87505.24 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -87549.960938 Penalty: 672.168823 Iteration 21Q: 3 clusters Score -87549.96 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -87589.203125 Penalty: 672.168823 Iteration 22Q: 3 clusters Score -87589.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -87625.882812 Penalty: 672.168823 Iteration 23Q: 3 clusters Score -87625.88 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -87646.812500 Penalty: 672.168823 Iteration 24Q: 3 clusters Score -87646.81 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -87678.640625 Penalty: 672.168823 Iteration 25Q: 3 clusters Score -87678.64 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -87711.718750 Penalty: 672.168823 Iteration 26Q: 3 clusters Score -87711.72 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -87728.359375 Penalty: 672.168823 Iteration 27Q: 3 clusters Score -87728.36 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -87738.164062 Penalty: 672.168823 Iteration 28Q: 3 clusters Score -87738.16 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -87746.570312 Penalty: 672.168823 Iteration 29Q: 3 clusters Score -87746.57 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -87751.617188 Penalty: 672.168823 Iteration 30Q: 3 clusters Score -87751.62 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -87756.437500 Penalty: 672.168823 Iteration 31Q: 3 clusters Score -87756.44 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -87758.125000 Penalty: 672.168823 Iteration 32Q: 3 clusters Score -87758.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -87758.523438 Penalty: 672.168823 Iteration 33Q: 3 clusters Score -87758.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -87758.765625 Penalty: 672.168823 Iteration 34Q: 3 clusters Score -87758.77 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -87758.765625 Penalty: 672.168823 Iteration 35F: 3 clusters Score -87758.77 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (221 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Entering Unmasked Estep Score: -10186.916016 Penalty: 245.616409 Iteration 0F: 2 clusters Score -10186.92 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 102 members Entering Unmasked Estep Score: -9884.317383 Penalty: 491.232819 Iteration 0F: 3 clusters Score -9884.317 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -9954.535156 Penalty: 491.232819 Iteration 1F: 3 clusters Score -9954.535 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -9971.609375 Penalty: 491.232819 Iteration 2F: 3 clusters Score -9971.609 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -9986.438477 Penalty: 491.232819 Iteration 3F: 3 clusters Score -9986.438 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -9991.126953 Penalty: 491.232819 Iteration 4Q: 3 clusters Score -9991.127 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -9992.410156 Penalty: 491.232819 Iteration 5Q: 3 clusters Score -9992.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -9995.240234 Penalty: 491.232819 Iteration 6Q: 3 clusters Score -9995.24 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -9997.973633 Penalty: 491.232819 Iteration 7Q: 3 clusters Score -9997.974 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -9997.973633 Penalty: 491.232819 Iteration 8F: 3 clusters Score -9997.974 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (95 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Entering Unmasked Estep Score: -4666.035645 Penalty: 207.201401 Iteration 0F: 2 clusters Score -4666.036 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -4450.622559 Penalty: 414.402802 Iteration 0F: 3 clusters Score -4450.623 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -4475.704102 Penalty: 414.402802 Iteration 1F: 3 clusters Score -4475.704 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 42 members Entering Unmasked Estep Score: -4484.459961 Penalty: 414.402802 Iteration 2Q: 3 clusters Score -4484.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 42 members Entering Unmasked Estep Score: -4484.459961 Penalty: 414.402802 Iteration 3F: 3 clusters Score -4484.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1123 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 136 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 864 members Mstep: Class 7 contains 191 members Mstep: Class 8 contains 107066 members Mstep: Class 9 contains 8437 members Mstep: Class 10 contains 2510 members Mstep: Class 11 contains 475 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 14656 members Mstep: Class 15 contains 725 members Mstep: Class 16 contains 389 members Mstep: Class 17 contains 531 members Mstep: Class 18 contains 65 members Mstep: Class 20 contains 75 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 1312 members Mstep: Class 23 contains 1614 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Entering Unmasked Estep ConsiderDeletion Score: -7911874.000000 Penalty: 14598.144531 Iteration 79Q: 28 clusters Score -7911874 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 1122 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 136 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 626 members Mstep: Class 6 contains 864 members Mstep: Class 7 contains 201 members Mstep: Class 8 contains 106937 members Mstep: Class 9 contains 8620 members Mstep: Class 10 contains 2510 members Mstep: Class 11 contains 476 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 14581 members Mstep: Class 15 contains 731 members Mstep: Class 16 contains 380 members Mstep: Class 17 contains 531 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 262 members Mstep: Class 20 contains 75 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 1318 members Mstep: Class 23 contains 1614 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 817 members Mstep: Class 27 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -7912069.000000 Penalty: 14598.144531 Iteration 80F: 28 clusters Score -7912069 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 1121 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 136 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 635 members Mstep: Class 6 contains 864 members Mstep: Class 7 contains 212 members Mstep: Class 8 contains 106607 members Mstep: Class 9 contains 9002 members Mstep: Class 10 contains 2510 members Mstep: Class 11 contains 475 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 14512 members Mstep: Class 15 contains 734 members Mstep: Class 16 contains 369 members Mstep: Class 17 contains 531 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 262 members Mstep: Class 20 contains 76 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 1322 members Mstep: Class 23 contains 1614 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 819 members Mstep: Class 27 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -7912286.000000 Penalty: 14598.144531 Iteration 81Q: 28 clusters Score -7912286 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 136 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 645 members Mstep: Class 6 contains 865 members Mstep: Class 7 contains 222 members Mstep: Class 8 contains 106251 members Mstep: Class 9 contains 9393 members Mstep: Class 10 contains 2510 members Mstep: Class 11 contains 476 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 14451 members Mstep: Class 15 contains 740 members Mstep: Class 16 contains 359 members Mstep: Class 17 contains 531 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 262 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 1331 members Mstep: Class 23 contains 1614 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 818 members Mstep: Class 27 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -7912521.000000 Penalty: 14598.144531 Iteration 82Q: 28 clusters Score -7912521 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 136 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 654 members Mstep: Class 6 contains 865 members Mstep: Class 7 contains 230 members Mstep: Class 8 contains 105859 members Mstep: Class 9 contains 9817 members Mstep: Class 10 contains 2510 members Mstep: Class 11 contains 475 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 14398 members Mstep: Class 15 contains 742 members Mstep: Class 16 contains 351 members Mstep: Class 17 contains 532 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 262 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 1338 members Mstep: Class 23 contains 1614 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 821 members Mstep: Class 27 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -7912742.000000 Penalty: 14598.144531 Iteration 83Q: 28 clusters Score -7912742 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 136 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 673 members Mstep: Class 6 contains 865 members Mstep: Class 7 contains 233 members Mstep: Class 8 contains 105416 members Mstep: Class 9 contains 10278 members Mstep: Class 10 contains 2510 members Mstep: Class 11 contains 475 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 14337 members Mstep: Class 15 contains 754 members Mstep: Class 16 contains 348 members Mstep: Class 17 contains 532 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 262 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 1347 members Mstep: Class 23 contains 1614 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 824 members Mstep: Class 27 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -7912933.500000 Penalty: 14598.144531 Iteration 84Q: 28 clusters Score -7912934 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 136 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 701 members Mstep: Class 6 contains 865 members Mstep: Class 7 contains 235 members Mstep: Class 8 contains 104997 members Mstep: Class 9 contains 10702 members Mstep: Class 10 contains 2510 members Mstep: Class 11 contains 475 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 14274 members Mstep: Class 15 contains 770 members Mstep: Class 16 contains 346 members Mstep: Class 17 contains 532 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 262 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 1358 members Mstep: Class 23 contains 1614 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 827 members Mstep: Class 27 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -7913098.500000 Penalty: 14598.144531 Iteration 85Q: 28 clusters Score -7913098 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 136 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 725 members Mstep: Class 6 contains 865 members Mstep: Class 7 contains 238 members Mstep: Class 8 contains 104591 members Mstep: Class 9 contains 11123 members Mstep: Class 10 contains 2510 members Mstep: Class 11 contains 475 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 14203 members Mstep: Class 15 contains 781 members Mstep: Class 16 contains 343 members Mstep: Class 17 contains 532 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 262 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 1378 members Mstep: Class 23 contains 1614 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 828 members Mstep: Class 27 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -7913230.000000 Penalty: 14598.144531 Iteration 86Q: 28 clusters Score -7913230 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 136 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 741 members Mstep: Class 6 contains 865 members Mstep: Class 7 contains 243 members Mstep: Class 8 contains 104202 members Mstep: Class 9 contains 11526 members Mstep: Class 10 contains 2510 members Mstep: Class 11 contains 477 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 14140 members Mstep: Class 15 contains 792 members Mstep: Class 16 contains 339 members Mstep: Class 17 contains 533 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 262 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 1395 members Mstep: Class 23 contains 1614 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 830 members Mstep: Class 27 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -7913351.000000 Penalty: 14598.144531 Iteration 87Q: 28 clusters Score -7913351 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 136 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 764 members Mstep: Class 6 contains 866 members Mstep: Class 7 contains 245 members Mstep: Class 8 contains 103811 members Mstep: Class 9 contains 11916 members Mstep: Class 10 contains 2510 members Mstep: Class 11 contains 477 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 14081 members Mstep: Class 15 contains 797 members Mstep: Class 16 contains 338 members Mstep: Class 17 contains 535 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 262 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 1423 members Mstep: Class 23 contains 1614 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 831 members Mstep: Class 27 contains 411 members Entering Unmasked Estep ConsiderDeletion Score: -7913459.000000 Penalty: 14598.144531 Iteration 88Q: 28 clusters Score -7913459 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 135 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 781 members Mstep: Class 6 contains 867 members Mstep: Class 7 contains 246 members Mstep: Class 8 contains 103424 members Mstep: Class 9 contains 12286 members Mstep: Class 10 contains 2510 members Mstep: Class 11 contains 478 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 14042 members Mstep: Class 15 contains 803 members Mstep: Class 16 contains 340 members Mstep: Class 17 contains 535 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 262 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 1454 members Mstep: Class 23 contains 1614 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 832 members Mstep: Class 27 contains 408 members Entering Unmasked Estep ConsiderDeletion Score: -7913575.000000 Penalty: 14598.144531 Iteration 89Q: 28 clusters Score -7913575 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 135 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 796 members Mstep: Class 6 contains 870 members Mstep: Class 7 contains 247 members Mstep: Class 8 contains 103059 members Mstep: Class 9 contains 12641 members Mstep: Class 10 contains 2510 members Mstep: Class 11 contains 477 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 14003 members Mstep: Class 15 contains 807 members Mstep: Class 16 contains 345 members Mstep: Class 17 contains 535 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 262 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 1480 members Mstep: Class 23 contains 1614 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 834 members Mstep: Class 27 contains 402 members Entering Unmasked Estep ConsiderDeletion Score: -7913668.500000 Penalty: 14598.144531 Iteration 90Q: 28 clusters Score -7913668 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 135 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 812 members Mstep: Class 6 contains 871 members Mstep: Class 7 contains 247 members Mstep: Class 8 contains 102766 members Mstep: Class 9 contains 12939 members Mstep: Class 10 contains 2510 members Mstep: Class 11 contains 478 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 13943 members Mstep: Class 15 contains 812 members Mstep: Class 16 contains 352 members Mstep: Class 17 contains 536 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 262 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 1508 members Mstep: Class 23 contains 1615 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 836 members Mstep: Class 27 contains 395 members Entering Unmasked Estep ConsiderDeletion Score: -7913745.500000 Penalty: 14598.144531 Iteration 91Q: 28 clusters Score -7913746 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 135 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 832 members Mstep: Class 6 contains 871 members Mstep: Class 7 contains 247 members Mstep: Class 8 contains 102436 members Mstep: Class 9 contains 13249 members Mstep: Class 10 contains 2510 members Mstep: Class 11 contains 478 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 13897 members Mstep: Class 15 contains 815 members Mstep: Class 16 contains 358 members Mstep: Class 17 contains 539 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 262 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 1543 members Mstep: Class 23 contains 1614 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 841 members Mstep: Class 27 contains 389 members Entering Unmasked Estep ConsiderDeletion Score: -7913807.500000 Penalty: 14598.144531 Iteration 92Q: 28 clusters Score -7913808 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 135 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 851 members Mstep: Class 6 contains 873 members Mstep: Class 7 contains 247 members Mstep: Class 8 contains 102109 members Mstep: Class 9 contains 13543 members Mstep: Class 10 contains 2509 members Mstep: Class 11 contains 478 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 13850 members Mstep: Class 15 contains 824 members Mstep: Class 16 contains 364 members Mstep: Class 17 contains 541 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 262 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 1588 members Mstep: Class 23 contains 1612 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 846 members Mstep: Class 27 contains 383 members Entering Unmasked Estep ConsiderDeletion Score: -7913876.500000 Penalty: 14598.144531 Iteration 93Q: 28 clusters Score -7913876 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 135 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 869 members Mstep: Class 6 contains 874 members Mstep: Class 7 contains 247 members Mstep: Class 8 contains 101839 members Mstep: Class 9 contains 13782 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 477 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 13799 members Mstep: Class 15 contains 836 members Mstep: Class 16 contains 371 members Mstep: Class 17 contains 542 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 262 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 1636 members Mstep: Class 23 contains 1611 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 850 members Mstep: Class 27 contains 376 members Entering Unmasked Estep ConsiderDeletion Score: -7913930.000000 Penalty: 14598.144531 Iteration 94Q: 28 clusters Score -7913930 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 135 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 889 members Mstep: Class 6 contains 880 members Mstep: Class 7 contains 247 members Mstep: Class 8 contains 101612 members Mstep: Class 9 contains 13985 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 477 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 13733 members Mstep: Class 15 contains 843 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 542 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 262 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 1687 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 856 members Mstep: Class 27 contains 368 members Entering Unmasked Estep ConsiderDeletion Score: -7913963.000000 Penalty: 14598.144531 Iteration 95Q: 28 clusters Score -7913963 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 135 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 900 members Mstep: Class 6 contains 881 members Mstep: Class 7 contains 247 members Mstep: Class 8 contains 101421 members Mstep: Class 9 contains 14154 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 478 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 13679 members Mstep: Class 15 contains 852 members Mstep: Class 16 contains 384 members Mstep: Class 17 contains 543 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 262 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 1734 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 862 members Mstep: Class 27 contains 363 members Entering Unmasked Estep ConsiderDeletion Score: -7914022.000000 Penalty: 14598.144531 Iteration 96Q: 28 clusters Score -7914022 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 135 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 909 members Mstep: Class 6 contains 881 members Mstep: Class 7 contains 247 members Mstep: Class 8 contains 101242 members Mstep: Class 9 contains 14305 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 479 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 13642 members Mstep: Class 15 contains 858 members Mstep: Class 16 contains 388 members Mstep: Class 17 contains 543 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 262 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 1774 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 871 members Mstep: Class 27 contains 359 members Entering Unmasked Estep ConsiderDeletion Score: -7914066.000000 Penalty: 14598.144531 Iteration 97Q: 28 clusters Score -7914066 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 135 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 917 members Mstep: Class 6 contains 881 members Mstep: Class 7 contains 247 members Mstep: Class 8 contains 101079 members Mstep: Class 9 contains 14433 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 480 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 13602 members Mstep: Class 15 contains 862 members Mstep: Class 16 contains 390 members Mstep: Class 17 contains 543 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 262 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 1827 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 880 members Mstep: Class 27 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -7914103.000000 Penalty: 14598.144531 Iteration 98Q: 28 clusters Score -7914103 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 136 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 921 members Mstep: Class 6 contains 884 members Mstep: Class 7 contains 247 members Mstep: Class 8 contains 100922 members Mstep: Class 9 contains 14563 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 480 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 13552 members Mstep: Class 15 contains 864 members Mstep: Class 16 contains 393 members Mstep: Class 17 contains 543 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 262 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 1885 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 889 members Mstep: Class 27 contains 354 members Entering Unmasked Estep ConsiderDeletion Score: -7914129.000000 Penalty: 14598.144531 Iteration 99Q: 28 clusters Score -7914129 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 136 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 929 members Mstep: Class 6 contains 887 members Mstep: Class 7 contains 247 members Mstep: Class 8 contains 100787 members Mstep: Class 9 contains 14654 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 480 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 13506 members Mstep: Class 15 contains 865 members Mstep: Class 16 contains 397 members Mstep: Class 17 contains 543 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 262 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 1954 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 898 members Mstep: Class 27 contains 350 members Entering Unmasked Estep ConsiderDeletion Score: -7914224.500000 Penalty: 14598.144531 Iteration 100F: 28 clusters Score -7914224 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 136 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 932 members Mstep: Class 6 contains 889 members Mstep: Class 7 contains 250 members Mstep: Class 8 contains 100587 members Mstep: Class 9 contains 14808 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 481 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 13468 members Mstep: Class 15 contains 865 members Mstep: Class 16 contains 399 members Mstep: Class 17 contains 543 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 262 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 2023 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 907 members Mstep: Class 27 contains 345 members Entering Unmasked Estep ConsiderDeletion Score: -7914323.500000 Penalty: 14598.144531 Iteration 101Q: 28 clusters Score -7914324 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 136 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 937 members Mstep: Class 6 contains 891 members Mstep: Class 7 contains 251 members Mstep: Class 8 contains 100402 members Mstep: Class 9 contains 14947 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 481 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 13424 members Mstep: Class 15 contains 865 members Mstep: Class 16 contains 402 members Mstep: Class 17 contains 543 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 262 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 2101 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 912 members Mstep: Class 27 contains 341 members Entering Unmasked Estep ConsiderDeletion Score: -7914369.500000 Penalty: 14598.144531 Iteration 102Q: 28 clusters Score -7914370 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 136 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 944 members Mstep: Class 6 contains 893 members Mstep: Class 7 contains 256 members Mstep: Class 8 contains 100220 members Mstep: Class 9 contains 15085 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 481 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 13370 members Mstep: Class 15 contains 866 members Mstep: Class 16 contains 401 members Mstep: Class 17 contains 543 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 262 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 2184 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 917 members Mstep: Class 27 contains 337 members Entering Unmasked Estep ConsiderDeletion Score: -7914428.500000 Penalty: 14598.144531 Iteration 103Q: 28 clusters Score -7914428 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 136 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 947 members Mstep: Class 6 contains 896 members Mstep: Class 7 contains 257 members Mstep: Class 8 contains 100030 members Mstep: Class 9 contains 15222 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 481 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 13316 members Mstep: Class 15 contains 868 members Mstep: Class 16 contains 404 members Mstep: Class 17 contains 543 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 262 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 2274 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 926 members Mstep: Class 27 contains 333 members Entering Unmasked Estep ConsiderDeletion Score: -7914495.500000 Penalty: 14598.144531 Iteration 104Q: 28 clusters Score -7914496 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 136 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 950 members Mstep: Class 6 contains 899 members Mstep: Class 7 contains 257 members Mstep: Class 8 contains 99834 members Mstep: Class 9 contains 15351 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 481 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 13258 members Mstep: Class 15 contains 871 members Mstep: Class 16 contains 406 members Mstep: Class 17 contains 543 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 262 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 2386 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 930 members Mstep: Class 27 contains 331 members Entering Unmasked Estep ConsiderDeletion Score: -7914586.500000 Penalty: 14598.144531 Iteration 105Q: 28 clusters Score -7914586 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 136 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 954 members Mstep: Class 6 contains 901 members Mstep: Class 7 contains 257 members Mstep: Class 8 contains 99620 members Mstep: Class 9 contains 15464 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 480 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 13197 members Mstep: Class 15 contains 877 members Mstep: Class 16 contains 407 members Mstep: Class 17 contains 543 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 262 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 2525 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 942 members Mstep: Class 27 contains 330 members Entering Unmasked Estep ConsiderDeletion Score: -7914645.000000 Penalty: 14598.144531 Iteration 106Q: 28 clusters Score -7914645 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 136 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 956 members Mstep: Class 6 contains 903 members Mstep: Class 7 contains 257 members Mstep: Class 8 contains 99400 members Mstep: Class 9 contains 15561 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 480 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 13129 members Mstep: Class 15 contains 885 members Mstep: Class 16 contains 408 members Mstep: Class 17 contains 543 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 262 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 2693 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 953 members Mstep: Class 27 contains 329 members Entering Unmasked Estep ConsiderDeletion Score: -7914760.000000 Penalty: 14598.144531 Iteration 107Q: 28 clusters Score -7914760 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 136 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 957 members Mstep: Class 6 contains 906 members Mstep: Class 7 contains 257 members Mstep: Class 8 contains 99155 members Mstep: Class 9 contains 15668 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 480 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 13057 members Mstep: Class 15 contains 890 members Mstep: Class 16 contains 408 members Mstep: Class 17 contains 543 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 262 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 2881 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 966 members Mstep: Class 27 contains 329 members Entering Unmasked Estep ConsiderDeletion Score: -7914868.500000 Penalty: 14598.144531 Iteration 108Q: 28 clusters Score -7914868 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 136 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 958 members Mstep: Class 6 contains 905 members Mstep: Class 7 contains 257 members Mstep: Class 8 contains 98951 members Mstep: Class 9 contains 15750 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 480 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 12978 members Mstep: Class 15 contains 900 members Mstep: Class 16 contains 408 members Mstep: Class 17 contains 543 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 262 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 3061 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 977 members Mstep: Class 27 contains 329 members Entering Unmasked Estep ConsiderDeletion Score: -7914961.500000 Penalty: 14598.144531 Iteration 109Q: 28 clusters Score -7914962 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 136 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 957 members Mstep: Class 6 contains 905 members Mstep: Class 7 contains 257 members Mstep: Class 8 contains 98775 members Mstep: Class 9 contains 15841 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 480 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 12899 members Mstep: Class 15 contains 907 members Mstep: Class 16 contains 408 members Mstep: Class 17 contains 543 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 262 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 3212 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 984 members Mstep: Class 27 contains 329 members Entering Unmasked Estep ConsiderDeletion Score: -7915015.500000 Penalty: 14598.144531 Iteration 110Q: 28 clusters Score -7915016 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 136 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 956 members Mstep: Class 6 contains 906 members Mstep: Class 7 contains 257 members Mstep: Class 8 contains 98655 members Mstep: Class 9 contains 15924 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 480 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 12806 members Mstep: Class 15 contains 918 members Mstep: Class 16 contains 408 members Mstep: Class 17 contains 543 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 262 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 3329 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 986 members Mstep: Class 27 contains 329 members Entering Unmasked Estep ConsiderDeletion Score: -7915030.000000 Penalty: 14598.144531 Iteration 111Q: 28 clusters Score -7915030 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 137 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 955 members Mstep: Class 6 contains 906 members Mstep: Class 7 contains 257 members Mstep: Class 8 contains 98536 members Mstep: Class 9 contains 16006 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 480 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 12718 members Mstep: Class 15 contains 935 members Mstep: Class 16 contains 408 members Mstep: Class 17 contains 543 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 262 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 3433 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 990 members Mstep: Class 27 contains 329 members Entering Unmasked Estep ConsiderDeletion Score: -7915072.000000 Penalty: 14598.144531 Iteration 112Q: 28 clusters Score -7915072 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 137 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 955 members Mstep: Class 6 contains 906 members Mstep: Class 7 contains 257 members Mstep: Class 8 contains 98451 members Mstep: Class 9 contains 16076 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 480 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 12633 members Mstep: Class 15 contains 941 members Mstep: Class 16 contains 408 members Mstep: Class 17 contains 543 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 262 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 3518 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 999 members Mstep: Class 27 contains 329 members Entering Unmasked Estep ConsiderDeletion Score: -7915053.500000 Penalty: 14598.144531 Iteration 113Q: 28 clusters Score -7915054 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 137 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 955 members Mstep: Class 6 contains 906 members Mstep: Class 7 contains 257 members Mstep: Class 8 contains 98345 members Mstep: Class 9 contains 16149 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 480 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 12566 members Mstep: Class 15 contains 954 members Mstep: Class 16 contains 408 members Mstep: Class 17 contains 543 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 262 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 3591 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1013 members Mstep: Class 27 contains 329 members Entering Unmasked Estep ConsiderDeletion Score: -7915084.500000 Penalty: 14598.144531 Iteration 114Q: 28 clusters Score -7915084 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 137 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 954 members Mstep: Class 6 contains 905 members Mstep: Class 7 contains 257 members Mstep: Class 8 contains 98254 members Mstep: Class 9 contains 16217 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 481 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 12501 members Mstep: Class 15 contains 967 members Mstep: Class 16 contains 408 members Mstep: Class 17 contains 543 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 262 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 3652 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1028 members Mstep: Class 27 contains 329 members Entering Unmasked Estep ConsiderDeletion Score: -7915102.000000 Penalty: 14598.144531 Iteration 115Q: 28 clusters Score -7915102 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 137 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 955 members Mstep: Class 6 contains 904 members Mstep: Class 7 contains 257 members Mstep: Class 8 contains 98157 members Mstep: Class 9 contains 16290 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 481 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 12440 members Mstep: Class 15 contains 981 members Mstep: Class 16 contains 408 members Mstep: Class 17 contains 543 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 262 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 3715 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1036 members Mstep: Class 27 contains 329 members Entering Unmasked Estep ConsiderDeletion Score: -7915135.000000 Penalty: 14598.144531 Iteration 116Q: 28 clusters Score -7915135 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 137 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 954 members Mstep: Class 6 contains 904 members Mstep: Class 7 contains 257 members Mstep: Class 8 contains 98067 members Mstep: Class 9 contains 16367 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 481 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 12382 members Mstep: Class 15 contains 996 members Mstep: Class 16 contains 408 members Mstep: Class 17 contains 543 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 262 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 3768 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1040 members Mstep: Class 27 contains 329 members Entering Unmasked Estep ConsiderDeletion Score: -7915150.000000 Penalty: 14598.144531 Iteration 117Q: 28 clusters Score -7915150 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 137 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 953 members Mstep: Class 6 contains 904 members Mstep: Class 7 contains 257 members Mstep: Class 8 contains 97990 members Mstep: Class 9 contains 16433 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 481 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 12331 members Mstep: Class 15 contains 1015 members Mstep: Class 16 contains 408 members Mstep: Class 17 contains 543 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 262 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 3809 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1043 members Mstep: Class 27 contains 329 members Entering Unmasked Estep ConsiderDeletion Score: -7915160.500000 Penalty: 14598.144531 Iteration 118Q: 28 clusters Score -7915160 nChanged 159 Entering ConstructFrom: Score: -7915160.500000 Penalty: 14598.144531 Entering ConstructFrom: Trying to split cluster 1 (1158 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Entering Unmasked Estep Score: -63113.253906 Penalty: 320.977448 Iteration 0F: 2 clusters Score -63113.25 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -62167.941406 Penalty: 641.954895 Iteration 0F: 3 clusters Score -62167.94 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -62587.457031 Penalty: 641.954895 Iteration 1F: 3 clusters Score -62587.46 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -62746.441406 Penalty: 641.954895 Iteration 2F: 3 clusters Score -62746.44 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -62844.121094 Penalty: 641.954895 Iteration 3F: 3 clusters Score -62844.12 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -62922.097656 Penalty: 641.954895 Iteration 4F: 3 clusters Score -62922.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -62984.527344 Penalty: 641.954895 Iteration 5F: 3 clusters Score -62984.53 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -63029.976562 Penalty: 641.954895 Iteration 6Q: 3 clusters Score -63029.98 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -63064.128906 Penalty: 641.954895 Iteration 7Q: 3 clusters Score -63064.13 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -63089.164062 Penalty: 641.954895 Iteration 8Q: 3 clusters Score -63089.16 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -63098.437500 Penalty: 641.954895 Iteration 9Q: 3 clusters Score -63098.44 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -63102.164062 Penalty: 641.954895 Iteration 10Q: 3 clusters Score -63102.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -63106.050781 Penalty: 641.954895 Iteration 11Q: 3 clusters Score -63106.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -63107.308594 Penalty: 641.954895 Iteration 12Q: 3 clusters Score -63107.31 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -63107.308594 Penalty: 641.954895 Iteration 13F: 3 clusters Score -63107.31 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (219 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Entering Unmasked Estep Score: -11029.743164 Penalty: 245.202774 Iteration 0F: 2 clusters Score -11029.74 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 109 members Entering Unmasked Estep Score: -10721.101562 Penalty: 490.405548 Iteration 0F: 3 clusters Score -10721.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -10766.562500 Penalty: 490.405548 Iteration 1F: 3 clusters Score -10766.56 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -10789.411133 Penalty: 490.405548 Iteration 2F: 3 clusters Score -10789.41 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -10809.612305 Penalty: 490.405548 Iteration 3Q: 3 clusters Score -10809.61 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -10834.414062 Penalty: 490.405548 Iteration 4Q: 3 clusters Score -10834.41 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -10863.186523 Penalty: 490.405548 Iteration 5Q: 3 clusters Score -10863.19 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -10920.572266 Penalty: 490.405548 Iteration 6Q: 3 clusters Score -10920.57 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -10966.893555 Penalty: 490.405548 Iteration 7Q: 3 clusters Score -10966.89 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -10999.420898 Penalty: 490.405548 Iteration 8Q: 3 clusters Score -10999.42 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -11022.015625 Penalty: 490.405548 Iteration 9Q: 3 clusters Score -11022.02 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -11049.439453 Penalty: 490.405548 Iteration 10Q: 3 clusters Score -11049.44 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -11065.379883 Penalty: 490.405548 Iteration 11Q: 3 clusters Score -11065.38 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -11073.118164 Penalty: 490.405548 Iteration 12Q: 3 clusters Score -11073.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -11074.636719 Penalty: 490.405548 Iteration 13Q: 3 clusters Score -11074.64 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -11076.553711 Penalty: 490.405548 Iteration 14Q: 3 clusters Score -11076.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -11085.904297 Penalty: 490.405548 Iteration 15Q: 3 clusters Score -11085.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -11100.096680 Penalty: 490.405548 Iteration 16Q: 3 clusters Score -11100.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -11108.677734 Penalty: 490.405548 Iteration 17Q: 3 clusters Score -11108.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -11109.666016 Penalty: 490.405548 Iteration 18Q: 3 clusters Score -11109.67 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -11109.666016 Penalty: 490.405548 Iteration 19F: 3 clusters Score -11109.67 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 116 members Mstep: Class 3 contains 137 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 954 members Mstep: Class 6 contains 903 members Mstep: Class 7 contains 257 members Mstep: Class 8 contains 97930 members Mstep: Class 9 contains 16485 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 482 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 12289 members Mstep: Class 15 contains 1031 members Mstep: Class 16 contains 408 members Mstep: Class 17 contains 543 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 262 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 3836 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1049 members Mstep: Class 27 contains 329 members Mstep: Class 28 contains 103 members Entering Unmasked Estep Score: -7914952.500000 Penalty: 15138.816406 Splitting cluster 2 changes total score from -7915160.500000 to -7914952.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (137 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Entering Unmasked Estep Score: -6173.774414 Penalty: 223.859131 Iteration 0F: 2 clusters Score -6173.774 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -5941.056641 Penalty: 447.718262 Iteration 0F: 3 clusters Score -5941.057 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -6061.097168 Penalty: 447.718262 Iteration 1F: 3 clusters Score -6061.097 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -6094.039062 Penalty: 447.718262 Iteration 2F: 3 clusters Score -6094.039 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -6132.465332 Penalty: 447.718262 Iteration 3Q: 3 clusters Score -6132.465 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -6140.232422 Penalty: 447.718262 Iteration 4Q: 3 clusters Score -6140.232 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -6140.232422 Penalty: 447.718262 Iteration 5F: 3 clusters Score -6140.232 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (428 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Entering Unmasked Estep Score: -22601.269531 Penalty: 275.690094 Iteration 0F: 2 clusters Score -22601.27 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -22151.652344 Penalty: 551.380188 Iteration 0F: 3 clusters Score -22151.65 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -22239.433594 Penalty: 551.380188 Iteration 1F: 3 clusters Score -22239.43 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -22270.910156 Penalty: 551.380188 Iteration 2F: 3 clusters Score -22270.91 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -22293.414062 Penalty: 551.380188 Iteration 3F: 3 clusters Score -22293.41 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -22313.968750 Penalty: 551.380188 Iteration 4Q: 3 clusters Score -22313.97 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -22336.845703 Penalty: 551.380188 Iteration 5Q: 3 clusters Score -22336.85 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -22369.132812 Penalty: 551.380188 Iteration 6Q: 3 clusters Score -22369.13 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -22417.835938 Penalty: 551.380188 Iteration 7F: 3 clusters Score -22417.84 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -22460.738281 Penalty: 551.380188 Iteration 8F: 3 clusters Score -22460.74 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -22488.554688 Penalty: 551.380188 Iteration 9Q: 3 clusters Score -22488.55 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -22536.705078 Penalty: 551.380188 Iteration 10Q: 3 clusters Score -22536.71 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -22579.619141 Penalty: 551.380188 Iteration 11Q: 3 clusters Score -22579.62 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -22628.095703 Penalty: 551.380188 Iteration 12Q: 3 clusters Score -22628.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -22691.474609 Penalty: 551.380188 Iteration 13Q: 3 clusters Score -22691.47 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -22728.328125 Penalty: 551.380188 Iteration 14Q: 3 clusters Score -22728.33 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -22748.095703 Penalty: 551.380188 Iteration 15Q: 3 clusters Score -22748.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -22759.681641 Penalty: 551.380188 Iteration 16Q: 3 clusters Score -22759.68 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -22784.748047 Penalty: 551.380188 Iteration 17Q: 3 clusters Score -22784.75 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -22808.957031 Penalty: 551.380188 Iteration 18Q: 3 clusters Score -22808.96 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -22822.880859 Penalty: 551.380188 Iteration 19Q: 3 clusters Score -22822.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -22822.880859 Penalty: 551.380188 Iteration 20F: 3 clusters Score -22822.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 137 members Mstep: Class 4 contains 188 members Mstep: Class 5 contains 954 members Mstep: Class 6 contains 903 members Mstep: Class 7 contains 257 members Mstep: Class 8 contains 97930 members Mstep: Class 9 contains 16485 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 482 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 12289 members Mstep: Class 15 contains 1031 members Mstep: Class 16 contains 408 members Mstep: Class 17 contains 543 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 262 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 3836 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1049 members Mstep: Class 27 contains 329 members Mstep: Class 28 contains 240 members Entering Unmasked Estep Score: -7915120.500000 Penalty: 15138.816406 Splitting cluster 4 changes total score from -7915160.500000 to -7915120.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 5 (954 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Entering Unmasked Estep Score: -56215.390625 Penalty: 312.160217 Iteration 0F: 2 clusters Score -56215.39 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -55418.308594 Penalty: 624.320435 Iteration 0F: 3 clusters Score -55418.31 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -55655.335938 Penalty: 624.320435 Iteration 1F: 3 clusters Score -55655.34 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -55689.570312 Penalty: 624.320435 Iteration 2F: 3 clusters Score -55689.57 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -55722.714844 Penalty: 624.320435 Iteration 3Q: 3 clusters Score -55722.71 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -55749.046875 Penalty: 624.320435 Iteration 4Q: 3 clusters Score -55749.05 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -55785.011719 Penalty: 624.320435 Iteration 5Q: 3 clusters Score -55785.01 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -55815.089844 Penalty: 624.320435 Iteration 6Q: 3 clusters Score -55815.09 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -55848.097656 Penalty: 624.320435 Iteration 7Q: 3 clusters Score -55848.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -55893.875000 Penalty: 624.320435 Iteration 8F: 3 clusters Score -55893.88 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -55941.628906 Penalty: 624.320435 Iteration 9Q: 3 clusters Score -55941.63 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -55979.546875 Penalty: 624.320435 Iteration 10Q: 3 clusters Score -55979.55 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -56006.824219 Penalty: 624.320435 Iteration 11Q: 3 clusters Score -56006.82 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -56016.066406 Penalty: 624.320435 Iteration 12Q: 3 clusters Score -56016.07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -56019.878906 Penalty: 624.320435 Iteration 13Q: 3 clusters Score -56019.88 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -56023.281250 Penalty: 624.320435 Iteration 14Q: 3 clusters Score -56023.28 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -56024.796875 Penalty: 624.320435 Iteration 15Q: 3 clusters Score -56024.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -56027.281250 Penalty: 624.320435 Iteration 16Q: 3 clusters Score -56027.28 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -56030.167969 Penalty: 624.320435 Iteration 17Q: 3 clusters Score -56030.17 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -56030.167969 Penalty: 624.320435 Iteration 18F: 3 clusters Score -56030.17 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (903 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Entering Unmasked Estep Score: -46610.289062 Penalty: 309.660370 Iteration 0F: 2 clusters Score -46610.29 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -45877.937500 Penalty: 619.320740 Iteration 0F: 3 clusters Score -45877.94 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -46142.164062 Penalty: 619.320740 Iteration 1F: 3 clusters Score -46142.16 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -46220.195312 Penalty: 619.320740 Iteration 2F: 3 clusters Score -46220.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -46275.570312 Penalty: 619.320740 Iteration 3F: 3 clusters Score -46275.57 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -46307.500000 Penalty: 619.320740 Iteration 4F: 3 clusters Score -46307.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -46338.605469 Penalty: 619.320740 Iteration 5Q: 3 clusters Score -46338.61 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -46378.531250 Penalty: 619.320740 Iteration 6Q: 3 clusters Score -46378.53 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -46402.210938 Penalty: 619.320740 Iteration 7Q: 3 clusters Score -46402.21 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -46419.109375 Penalty: 619.320740 Iteration 8Q: 3 clusters Score -46419.11 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -46428.277344 Penalty: 619.320740 Iteration 9Q: 3 clusters Score -46428.28 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -46433.597656 Penalty: 619.320740 Iteration 10Q: 3 clusters Score -46433.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -46437.207031 Penalty: 619.320740 Iteration 11Q: 3 clusters Score -46437.21 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -46439.507812 Penalty: 619.320740 Iteration 12Q: 3 clusters Score -46439.51 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -46442.175781 Penalty: 619.320740 Iteration 13Q: 3 clusters Score -46442.18 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -46445.863281 Penalty: 619.320740 Iteration 14Q: 3 clusters Score -46445.86 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -46448.136719 Penalty: 619.320740 Iteration 15Q: 3 clusters Score -46448.14 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -46450.640625 Penalty: 619.320740 Iteration 16Q: 3 clusters Score -46450.64 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -46455.976562 Penalty: 619.320740 Iteration 17Q: 3 clusters Score -46455.98 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -46458.746094 Penalty: 619.320740 Iteration 18Q: 3 clusters Score -46458.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -46458.898438 Penalty: 619.320740 Iteration 19Q: 3 clusters Score -46458.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -46459.363281 Penalty: 619.320740 Iteration 20F: 3 clusters Score -46459.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -46460.238281 Penalty: 619.320740 Iteration 21Q: 3 clusters Score -46460.24 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -46462.269531 Penalty: 619.320740 Iteration 22Q: 3 clusters Score -46462.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -46462.867188 Penalty: 619.320740 Iteration 23Q: 3 clusters Score -46462.87 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -46462.867188 Penalty: 619.320740 Iteration 24F: 3 clusters Score -46462.87 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (257 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Entering Unmasked Estep Score: -10580.082031 Penalty: 252.482956 Iteration 0F: 2 clusters Score -10580.08 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -10263.948242 Penalty: 504.965912 Iteration 0F: 3 clusters Score -10263.95 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -10455.522461 Penalty: 504.965912 Iteration 1F: 3 clusters Score -10455.52 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -10588.182617 Penalty: 504.965912 Iteration 2F: 3 clusters Score -10588.18 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -10677.847656 Penalty: 504.965912 Iteration 3F: 3 clusters Score -10677.85 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -10710.047852 Penalty: 504.965912 Iteration 4Q: 3 clusters Score -10710.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -10710.885742 Penalty: 504.965912 Iteration 5Q: 3 clusters Score -10710.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -10711.988281 Penalty: 504.965912 Iteration 6Q: 3 clusters Score -10711.99 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -10711.988281 Penalty: 504.965912 Iteration 7F: 3 clusters Score -10711.99 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 137 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 954 members Mstep: Class 6 contains 903 members Mstep: Class 7 contains 134 members Mstep: Class 8 contains 97930 members Mstep: Class 9 contains 16485 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 482 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 12289 members Mstep: Class 15 contains 1031 members Mstep: Class 16 contains 408 members Mstep: Class 17 contains 543 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 262 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 3836 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1049 members Mstep: Class 27 contains 329 members Mstep: Class 28 contains 123 members Entering Unmasked Estep Score: -7915014.500000 Penalty: 15138.816406 Splitting cluster 7 changes total score from -7915160.500000 to -7915014.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (97930 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97930 members Entering Unmasked Estep Score: -5524896.000000 Penalty: 522.886353 Iteration 0F: 2 clusters Score -5524896 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49073 members Mstep: Class 2 contains 48857 members Entering Unmasked Estep Score: -5458896.000000 Penalty: 1045.772705 Iteration 0F: 3 clusters Score -5458896 nChanged 47877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55682 members Mstep: Class 2 contains 42248 members Entering Unmasked Estep Score: -5490385.500000 Penalty: 1045.772705 Iteration 1F: 3 clusters Score -5490386 nChanged 6195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59031 members Mstep: Class 2 contains 38899 members Entering Unmasked Estep Score: -5493730.500000 Penalty: 1045.772705 Iteration 2F: 3 clusters Score -5493730 nChanged 6644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62997 members Mstep: Class 2 contains 34933 members Entering Unmasked Estep Score: -5498254.500000 Penalty: 1045.772705 Iteration 3F: 3 clusters Score -5498254 nChanged 6629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67190 members Mstep: Class 2 contains 30740 members Entering Unmasked Estep Score: -5503561.500000 Penalty: 1045.772705 Iteration 4F: 3 clusters Score -5503562 nChanged 5807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70745 members Mstep: Class 2 contains 27185 members Entering Unmasked Estep Score: -5508825.000000 Penalty: 1045.772705 Iteration 5F: 3 clusters Score -5508825 nChanged 4603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73288 members Mstep: Class 2 contains 24642 members Entering Unmasked Estep Score: -5512517.500000 Penalty: 1045.772705 Iteration 6Q: 3 clusters Score -5512518 nChanged 3160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75186 members Mstep: Class 2 contains 22744 members Entering Unmasked Estep Score: -5514342.000000 Penalty: 1045.772705 Iteration 7Q: 3 clusters Score -5514342 nChanged 2116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77052 members Mstep: Class 2 contains 20878 members Entering Unmasked Estep Score: -5515378.500000 Penalty: 1045.772705 Iteration 8Q: 3 clusters Score -5515378 nChanged 1740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78780 members Mstep: Class 2 contains 19150 members Entering Unmasked Estep Score: -5516054.000000 Penalty: 1045.772705 Iteration 9Q: 3 clusters Score -5516054 nChanged 1660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80440 members Mstep: Class 2 contains 17490 members Entering Unmasked Estep Score: -5516734.500000 Penalty: 1045.772705 Iteration 10Q: 3 clusters Score -5516734 nChanged 1623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82063 members Mstep: Class 2 contains 15867 members Entering Unmasked Estep Score: -5517415.000000 Penalty: 1045.772705 Iteration 11Q: 3 clusters Score -5517415 nChanged 1604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83667 members Mstep: Class 2 contains 14263 members Entering Unmasked Estep Score: -5518042.000000 Penalty: 1045.772705 Iteration 12Q: 3 clusters Score -5518042 nChanged 1441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85108 members Mstep: Class 2 contains 12822 members Entering Unmasked Estep Score: -5518652.500000 Penalty: 1045.772705 Iteration 13Q: 3 clusters Score -5518652 nChanged 1445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86553 members Mstep: Class 2 contains 11377 members Entering Unmasked Estep Score: -5519288.000000 Penalty: 1045.772705 Iteration 14Q: 3 clusters Score -5519288 nChanged 1374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87925 members Mstep: Class 2 contains 10005 members Entering Unmasked Estep Score: -5519939.000000 Penalty: 1045.772705 Iteration 15Q: 3 clusters Score -5519939 nChanged 1219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89144 members Mstep: Class 2 contains 8786 members Entering Unmasked Estep Score: -5520498.000000 Penalty: 1045.772705 Iteration 16Q: 3 clusters Score -5520498 nChanged 1099 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90243 members Mstep: Class 2 contains 7687 members Entering Unmasked Estep Score: -5521008.500000 Penalty: 1045.772705 Iteration 17Q: 3 clusters Score -5521008 nChanged 983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91224 members Mstep: Class 2 contains 6706 members Entering Unmasked Estep Score: -5521458.000000 Penalty: 1045.772705 Iteration 18Q: 3 clusters Score -5521458 nChanged 839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92061 members Mstep: Class 2 contains 5869 members Entering Unmasked Estep Score: -5521859.500000 Penalty: 1045.772705 Iteration 19Q: 3 clusters Score -5521860 nChanged 794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92855 members Mstep: Class 2 contains 5075 members Entering Unmasked Estep Score: -5522268.000000 Penalty: 1045.772705 Iteration 20F: 3 clusters Score -5522268 nChanged 732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93585 members Mstep: Class 2 contains 4345 members Entering Unmasked Estep Score: -5522608.000000 Penalty: 1045.772705 Iteration 21Q: 3 clusters Score -5522608 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94241 members Mstep: Class 2 contains 3689 members Entering Unmasked Estep Score: -5522937.500000 Penalty: 1045.772705 Iteration 22Q: 3 clusters Score -5522938 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94780 members Mstep: Class 2 contains 3150 members Entering Unmasked Estep Score: -5523186.000000 Penalty: 1045.772705 Iteration 23Q: 3 clusters Score -5523186 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95262 members Mstep: Class 2 contains 2668 members Entering Unmasked Estep Score: -5523434.000000 Penalty: 1045.772705 Iteration 24Q: 3 clusters Score -5523434 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95690 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -5523641.000000 Penalty: 1045.772705 Iteration 25Q: 3 clusters Score -5523641 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96061 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -5523822.000000 Penalty: 1045.772705 Iteration 26Q: 3 clusters Score -5523822 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96374 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -5523971.500000 Penalty: 1045.772705 Iteration 27Q: 3 clusters Score -5523972 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96621 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -5524078.500000 Penalty: 1045.772705 Iteration 28Q: 3 clusters Score -5524078 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96818 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -5524176.000000 Penalty: 1045.772705 Iteration 29Q: 3 clusters Score -5524176 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96975 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -5524259.500000 Penalty: 1045.772705 Iteration 30Q: 3 clusters Score -5524260 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97105 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -5524315.500000 Penalty: 1045.772705 Iteration 31Q: 3 clusters Score -5524316 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97207 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -5524354.500000 Penalty: 1045.772705 Iteration 32Q: 3 clusters Score -5524354 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97295 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -5524396.500000 Penalty: 1045.772705 Iteration 33Q: 3 clusters Score -5524396 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97353 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -5524405.500000 Penalty: 1045.772705 Iteration 34Q: 3 clusters Score -5524406 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97404 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -5524429.500000 Penalty: 1045.772705 Iteration 35Q: 3 clusters Score -5524430 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97442 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -5524441.000000 Penalty: 1045.772705 Iteration 36Q: 3 clusters Score -5524441 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97470 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -5524449.000000 Penalty: 1045.772705 Iteration 37Q: 3 clusters Score -5524449 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97484 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -5524452.000000 Penalty: 1045.772705 Iteration 38Q: 3 clusters Score -5524452 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97499 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -5524452.500000 Penalty: 1045.772705 Iteration 39Q: 3 clusters Score -5524452 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97509 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -5524452.500000 Penalty: 1045.772705 Iteration 40F: 3 clusters Score -5524452 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97517 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -5524449.500000 Penalty: 1045.772705 Iteration 41Q: 3 clusters Score -5524450 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97530 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -5524450.500000 Penalty: 1045.772705 Iteration 42Q: 3 clusters Score -5524450 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97542 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -5524459.500000 Penalty: 1045.772705 Iteration 43Q: 3 clusters Score -5524460 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97556 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -5524454.500000 Penalty: 1045.772705 Iteration 44Q: 3 clusters Score -5524454 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97561 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -5524452.500000 Penalty: 1045.772705 Iteration 45Q: 3 clusters Score -5524452 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97563 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -5524449.000000 Penalty: 1045.772705 Iteration 46Q: 3 clusters Score -5524449 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97567 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -5524453.500000 Penalty: 1045.772705 Iteration 47Q: 3 clusters Score -5524454 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97569 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -5524457.500000 Penalty: 1045.772705 Iteration 48Q: 3 clusters Score -5524458 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97570 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -5524455.500000 Penalty: 1045.772705 Iteration 49Q: 3 clusters Score -5524456 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97570 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -5524456.500000 Penalty: 1045.772705 Iteration 50Q: 3 clusters Score -5524456 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97571 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -5524459.500000 Penalty: 1045.772705 Iteration 51Q: 3 clusters Score -5524460 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97570 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -5524458.000000 Penalty: 1045.772705 Iteration 52Q: 3 clusters Score -5524458 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97570 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -5524458.000000 Penalty: 1045.772705 Iteration 53F: 3 clusters Score -5524458 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (16485 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16485 members Entering Unmasked Estep Score: -992662.937500 Penalty: 441.814362 Iteration 0F: 2 clusters Score -992662.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8205 members Mstep: Class 2 contains 8280 members Entering Unmasked Estep Score: -981649.187500 Penalty: 883.628723 Iteration 0F: 3 clusters Score -981649.2 nChanged 7795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7844 members Mstep: Class 2 contains 8641 members Entering Unmasked Estep Score: -986086.000000 Penalty: 883.628723 Iteration 1F: 3 clusters Score -986086 nChanged 754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7678 members Mstep: Class 2 contains 8807 members Entering Unmasked Estep Score: -986334.625000 Penalty: 883.628723 Iteration 2Q: 3 clusters Score -986334.6 nChanged 705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7435 members Mstep: Class 2 contains 9050 members Entering Unmasked Estep Score: -986618.000000 Penalty: 883.628723 Iteration 3Q: 3 clusters Score -986618 nChanged 759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7162 members Mstep: Class 2 contains 9323 members Entering Unmasked Estep Score: -986993.562500 Penalty: 883.628723 Iteration 4Q: 3 clusters Score -986993.6 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6826 members Mstep: Class 2 contains 9659 members Entering Unmasked Estep Score: -987496.312500 Penalty: 883.628723 Iteration 5Q: 3 clusters Score -987496.3 nChanged 863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6425 members Mstep: Class 2 contains 10060 members Entering Unmasked Estep Score: -988122.812500 Penalty: 883.628723 Iteration 6F: 3 clusters Score -988122.8 nChanged 903 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6012 members Mstep: Class 2 contains 10473 members Entering Unmasked Estep Score: -988805.250000 Penalty: 883.628723 Iteration 7F: 3 clusters Score -988805.2 nChanged 876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5622 members Mstep: Class 2 contains 10863 members Entering Unmasked Estep Score: -989427.187500 Penalty: 883.628723 Iteration 8F: 3 clusters Score -989427.2 nChanged 800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5350 members Mstep: Class 2 contains 11135 members Entering Unmasked Estep Score: -989938.625000 Penalty: 883.628723 Iteration 9Q: 3 clusters Score -989938.6 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5167 members Mstep: Class 2 contains 11318 members Entering Unmasked Estep Score: -990260.750000 Penalty: 883.628723 Iteration 10Q: 3 clusters Score -990260.8 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5030 members Mstep: Class 2 contains 11455 members Entering Unmasked Estep Score: -990433.750000 Penalty: 883.628723 Iteration 11Q: 3 clusters Score -990433.8 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4922 members Mstep: Class 2 contains 11563 members Entering Unmasked Estep Score: -990518.562500 Penalty: 883.628723 Iteration 12Q: 3 clusters Score -990518.6 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4805 members Mstep: Class 2 contains 11680 members Entering Unmasked Estep Score: -990574.437500 Penalty: 883.628723 Iteration 13Q: 3 clusters Score -990574.4 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4686 members Mstep: Class 2 contains 11799 members Entering Unmasked Estep Score: -990614.750000 Penalty: 883.628723 Iteration 14Q: 3 clusters Score -990614.8 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4577 members Mstep: Class 2 contains 11908 members Entering Unmasked Estep Score: -990662.312500 Penalty: 883.628723 Iteration 15Q: 3 clusters Score -990662.3 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4452 members Mstep: Class 2 contains 12033 members Entering Unmasked Estep Score: -990700.250000 Penalty: 883.628723 Iteration 16Q: 3 clusters Score -990700.2 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4315 members Mstep: Class 2 contains 12170 members Entering Unmasked Estep Score: -990734.875000 Penalty: 883.628723 Iteration 17Q: 3 clusters Score -990734.9 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4180 members Mstep: Class 2 contains 12305 members Entering Unmasked Estep Score: -990769.562500 Penalty: 883.628723 Iteration 18Q: 3 clusters Score -990769.6 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4051 members Mstep: Class 2 contains 12434 members Entering Unmasked Estep Score: -990809.187500 Penalty: 883.628723 Iteration 19Q: 3 clusters Score -990809.2 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3912 members Mstep: Class 2 contains 12573 members Entering Unmasked Estep Score: -990850.812500 Penalty: 883.628723 Iteration 20F: 3 clusters Score -990850.8 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3758 members Mstep: Class 2 contains 12727 members Entering Unmasked Estep Score: -990893.375000 Penalty: 883.628723 Iteration 21Q: 3 clusters Score -990893.4 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3598 members Mstep: Class 2 contains 12887 members Entering Unmasked Estep Score: -990945.250000 Penalty: 883.628723 Iteration 22Q: 3 clusters Score -990945.2 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3420 members Mstep: Class 2 contains 13065 members Entering Unmasked Estep Score: -990995.687500 Penalty: 883.628723 Iteration 23Q: 3 clusters Score -990995.7 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3247 members Mstep: Class 2 contains 13238 members Entering Unmasked Estep Score: -991048.937500 Penalty: 883.628723 Iteration 24Q: 3 clusters Score -991048.9 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3096 members Mstep: Class 2 contains 13389 members Entering Unmasked Estep Score: -991086.812500 Penalty: 883.628723 Iteration 25Q: 3 clusters Score -991086.8 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2929 members Mstep: Class 2 contains 13556 members Entering Unmasked Estep Score: -991140.000000 Penalty: 883.628723 Iteration 26Q: 3 clusters Score -991140 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2760 members Mstep: Class 2 contains 13725 members Entering Unmasked Estep Score: -991195.125000 Penalty: 883.628723 Iteration 27Q: 3 clusters Score -991195.1 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2596 members Mstep: Class 2 contains 13889 members Entering Unmasked Estep Score: -991247.000000 Penalty: 883.628723 Iteration 28Q: 3 clusters Score -991247 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 14032 members Entering Unmasked Estep Score: -991289.437500 Penalty: 883.628723 Iteration 29Q: 3 clusters Score -991289.4 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 14183 members Entering Unmasked Estep Score: -991331.187500 Penalty: 883.628723 Iteration 30Q: 3 clusters Score -991331.2 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2143 members Mstep: Class 2 contains 14342 members Entering Unmasked Estep Score: -991382.625000 Penalty: 883.628723 Iteration 31Q: 3 clusters Score -991382.6 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 14502 members Entering Unmasked Estep Score: -991435.187500 Penalty: 883.628723 Iteration 32Q: 3 clusters Score -991435.2 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 14661 members Entering Unmasked Estep Score: -991492.062500 Penalty: 883.628723 Iteration 33Q: 3 clusters Score -991492.1 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 14825 members Entering Unmasked Estep Score: -991548.437500 Penalty: 883.628723 Iteration 34Q: 3 clusters Score -991548.4 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 14981 members Entering Unmasked Estep Score: -991607.875000 Penalty: 883.628723 Iteration 35Q: 3 clusters Score -991607.9 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 15134 members Entering Unmasked Estep Score: -991671.937500 Penalty: 883.628723 Iteration 36Q: 3 clusters Score -991671.9 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 15302 members Entering Unmasked Estep Score: -991744.875000 Penalty: 883.628723 Iteration 37Q: 3 clusters Score -991744.9 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 15467 members Entering Unmasked Estep Score: -991829.250000 Penalty: 883.628723 Iteration 38Q: 3 clusters Score -991829.2 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 15623 members Entering Unmasked Estep Score: -991901.562500 Penalty: 883.628723 Iteration 39Q: 3 clusters Score -991901.6 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 15760 members Entering Unmasked Estep Score: -991957.500000 Penalty: 883.628723 Iteration 40F: 3 clusters Score -991957.5 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 15872 members Entering Unmasked Estep Score: -992014.312500 Penalty: 883.628723 Iteration 41Q: 3 clusters Score -992014.3 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 15971 members Entering Unmasked Estep Score: -992065.312500 Penalty: 883.628723 Iteration 42Q: 3 clusters Score -992065.3 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 16050 members Entering Unmasked Estep Score: -992107.312500 Penalty: 883.628723 Iteration 43Q: 3 clusters Score -992107.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 16109 members Entering Unmasked Estep Score: -992144.437500 Penalty: 883.628723 Iteration 44Q: 3 clusters Score -992144.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 16159 members Entering Unmasked Estep Score: -992170.937500 Penalty: 883.628723 Iteration 45Q: 3 clusters Score -992170.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 16194 members Entering Unmasked Estep Score: -992190.437500 Penalty: 883.628723 Iteration 46Q: 3 clusters Score -992190.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 16223 members Entering Unmasked Estep Score: -992206.062500 Penalty: 883.628723 Iteration 47Q: 3 clusters Score -992206.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 16243 members Entering Unmasked Estep Score: -992216.375000 Penalty: 883.628723 Iteration 48Q: 3 clusters Score -992216.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 16260 members Entering Unmasked Estep Score: -992226.187500 Penalty: 883.628723 Iteration 49Q: 3 clusters Score -992226.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 16276 members Entering Unmasked Estep Score: -992240.562500 Penalty: 883.628723 Iteration 50Q: 3 clusters Score -992240.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 16295 members Entering Unmasked Estep Score: -992250.312500 Penalty: 883.628723 Iteration 51Q: 3 clusters Score -992250.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 16305 members Entering Unmasked Estep Score: -992256.187500 Penalty: 883.628723 Iteration 52Q: 3 clusters Score -992256.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 16314 members Entering Unmasked Estep Score: -992260.875000 Penalty: 883.628723 Iteration 53Q: 3 clusters Score -992260.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 16317 members Entering Unmasked Estep Score: -992262.750000 Penalty: 883.628723 Iteration 54Q: 3 clusters Score -992262.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 16319 members Entering Unmasked Estep Score: -992263.625000 Penalty: 883.628723 Iteration 55Q: 3 clusters Score -992263.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 16320 members Entering Unmasked Estep Score: -992267.187500 Penalty: 883.628723 Iteration 56Q: 3 clusters Score -992267.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 16325 members Entering Unmasked Estep Score: -992271.875000 Penalty: 883.628723 Iteration 57Q: 3 clusters Score -992271.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 16333 members Entering Unmasked Estep Score: -992277.937500 Penalty: 883.628723 Iteration 58Q: 3 clusters Score -992277.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 16339 members Entering Unmasked Estep Score: -992281.750000 Penalty: 883.628723 Iteration 59Q: 3 clusters Score -992281.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 16342 members Entering Unmasked Estep Score: -992283.937500 Penalty: 883.628723 Iteration 60F: 3 clusters Score -992283.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 16345 members Entering Unmasked Estep Score: -992286.875000 Penalty: 883.628723 Iteration 61Q: 3 clusters Score -992286.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 16349 members Entering Unmasked Estep Score: -992290.750000 Penalty: 883.628723 Iteration 62Q: 3 clusters Score -992290.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 16354 members Entering Unmasked Estep Score: -992293.062500 Penalty: 883.628723 Iteration 63Q: 3 clusters Score -992293.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 16356 members Entering Unmasked Estep Score: -992295.562500 Penalty: 883.628723 Iteration 64Q: 3 clusters Score -992295.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 16360 members Entering Unmasked Estep Score: -992299.375000 Penalty: 883.628723 Iteration 65Q: 3 clusters Score -992299.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 16364 members Entering Unmasked Estep Score: -992303.687500 Penalty: 883.628723 Iteration 66Q: 3 clusters Score -992303.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 16367 members Entering Unmasked Estep Score: -992305.062500 Penalty: 883.628723 Iteration 67Q: 3 clusters Score -992305.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 16369 members Entering Unmasked Estep Score: -992306.437500 Penalty: 883.628723 Iteration 68Q: 3 clusters Score -992306.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 16369 members Entering Unmasked Estep Score: -992306.437500 Penalty: 883.628723 Iteration 69F: 3 clusters Score -992306.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (2508 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Entering Unmasked Estep Score: -137250.875000 Penalty: 356.139465 Iteration 0F: 2 clusters Score -137250.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -135517.265625 Penalty: 712.278931 Iteration 0F: 3 clusters Score -135517.3 nChanged 1055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -136157.656250 Penalty: 712.278931 Iteration 1F: 3 clusters Score -136157.7 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -136248.093750 Penalty: 712.278931 Iteration 2F: 3 clusters Score -136248.1 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -136325.437500 Penalty: 712.278931 Iteration 3F: 3 clusters Score -136325.4 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -136401.000000 Penalty: 712.278931 Iteration 4Q: 3 clusters Score -136401 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -136469.218750 Penalty: 712.278931 Iteration 5Q: 3 clusters Score -136469.2 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -136533.953125 Penalty: 712.278931 Iteration 6Q: 3 clusters Score -136534 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -136593.671875 Penalty: 712.278931 Iteration 7Q: 3 clusters Score -136593.7 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -136659.265625 Penalty: 712.278931 Iteration 8Q: 3 clusters Score -136659.3 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -136704.375000 Penalty: 712.278931 Iteration 9Q: 3 clusters Score -136704.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -136724.578125 Penalty: 712.278931 Iteration 10Q: 3 clusters Score -136724.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -136747.859375 Penalty: 712.278931 Iteration 11Q: 3 clusters Score -136747.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -136767.843750 Penalty: 712.278931 Iteration 12Q: 3 clusters Score -136767.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -136785.921875 Penalty: 712.278931 Iteration 13Q: 3 clusters Score -136785.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -136797.812500 Penalty: 712.278931 Iteration 14Q: 3 clusters Score -136797.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -136813.125000 Penalty: 712.278931 Iteration 15Q: 3 clusters Score -136813.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -136825.109375 Penalty: 712.278931 Iteration 16Q: 3 clusters Score -136825.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -136835.328125 Penalty: 712.278931 Iteration 17Q: 3 clusters Score -136835.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -136842.421875 Penalty: 712.278931 Iteration 18Q: 3 clusters Score -136842.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2285 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -136851.656250 Penalty: 712.278931 Iteration 19Q: 3 clusters Score -136851.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -136856.890625 Penalty: 712.278931 Iteration 20F: 3 clusters Score -136856.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2311 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -136869.906250 Penalty: 712.278931 Iteration 21Q: 3 clusters Score -136869.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2326 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -136886.828125 Penalty: 712.278931 Iteration 22Q: 3 clusters Score -136886.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -136895.671875 Penalty: 712.278931 Iteration 23Q: 3 clusters Score -136895.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -136901.015625 Penalty: 712.278931 Iteration 24Q: 3 clusters Score -136901 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -136907.812500 Penalty: 712.278931 Iteration 25Q: 3 clusters Score -136907.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2367 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -136914.593750 Penalty: 712.278931 Iteration 26Q: 3 clusters Score -136914.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -136922.984375 Penalty: 712.278931 Iteration 27Q: 3 clusters Score -136923 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -136934.437500 Penalty: 712.278931 Iteration 28Q: 3 clusters Score -136934.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2397 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -136940.312500 Penalty: 712.278931 Iteration 29Q: 3 clusters Score -136940.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2405 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -136945.406250 Penalty: 712.278931 Iteration 30Q: 3 clusters Score -136945.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -136951.406250 Penalty: 712.278931 Iteration 31Q: 3 clusters Score -136951.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -136956.062500 Penalty: 712.278931 Iteration 32Q: 3 clusters Score -136956.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -136957.125000 Penalty: 712.278931 Iteration 33Q: 3 clusters Score -136957.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2417 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -136957.890625 Penalty: 712.278931 Iteration 34Q: 3 clusters Score -136957.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2417 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -136957.890625 Penalty: 712.278931 Iteration 35F: 3 clusters Score -136957.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (482 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Entering Unmasked Estep Score: -23737.429688 Penalty: 281.096466 Iteration 0F: 2 clusters Score -23737.43 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 250 members Entering Unmasked Estep Score: -23275.570312 Penalty: 562.192932 Iteration 0F: 3 clusters Score -23275.57 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -23422.736328 Penalty: 562.192932 Iteration 1F: 3 clusters Score -23422.74 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -23478.580078 Penalty: 562.192932 Iteration 2F: 3 clusters Score -23478.58 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -23516.333984 Penalty: 562.192932 Iteration 3F: 3 clusters Score -23516.33 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -23540.810547 Penalty: 562.192932 Iteration 4F: 3 clusters Score -23540.81 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -23560.390625 Penalty: 562.192932 Iteration 5Q: 3 clusters Score -23560.39 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -23576.093750 Penalty: 562.192932 Iteration 6Q: 3 clusters Score -23576.09 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -23589.847656 Penalty: 562.192932 Iteration 7Q: 3 clusters Score -23589.85 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -23599.482422 Penalty: 562.192932 Iteration 8Q: 3 clusters Score -23599.48 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -23623.296875 Penalty: 562.192932 Iteration 9Q: 3 clusters Score -23623.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -23647.607422 Penalty: 562.192932 Iteration 10Q: 3 clusters Score -23647.61 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -23654.982422 Penalty: 562.192932 Iteration 11Q: 3 clusters Score -23654.98 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -23668.402344 Penalty: 562.192932 Iteration 12Q: 3 clusters Score -23668.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -23675.382812 Penalty: 562.192932 Iteration 13Q: 3 clusters Score -23675.38 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -23678.074219 Penalty: 562.192932 Iteration 14Q: 3 clusters Score -23678.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -23678.271484 Penalty: 562.192932 Iteration 15Q: 3 clusters Score -23678.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -23678.271484 Penalty: 562.192932 Iteration 16F: 3 clusters Score -23678.27 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (61 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Entering Unmasked Estep Score: -2868.441650 Penalty: 187.044754 Iteration 0F: 2 clusters Score -2868.442 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34 members Mstep: Class 2 contains 27 members Entering Unmasked Estep Score: -2709.665039 Penalty: 374.089508 Iteration 0F: 3 clusters Score -2709.665 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32 members Mstep: Class 2 contains 29 members Entering Unmasked Estep Score: -2740.454346 Penalty: 374.089508 Iteration 1F: 3 clusters Score -2740.454 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32 members Mstep: Class 2 contains 29 members Entering Unmasked Estep Score: -2745.592041 Penalty: 374.089508 Iteration 2Q: 3 clusters Score -2745.592 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32 members Mstep: Class 2 contains 29 members Entering Unmasked Estep Score: -2745.592041 Penalty: 374.089508 Iteration 3F: 3 clusters Score -2745.592 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (148 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Entering Unmasked Estep Score: -7193.808594 Penalty: 227.373169 Iteration 0F: 2 clusters Score -7193.809 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -6974.586426 Penalty: 454.746338 Iteration 0F: 3 clusters Score -6974.586 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -7016.702637 Penalty: 454.746338 Iteration 1F: 3 clusters Score -7016.703 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -7029.810547 Penalty: 454.746338 Iteration 2Q: 3 clusters Score -7029.811 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -7034.834961 Penalty: 454.746338 Iteration 3Q: 3 clusters Score -7034.835 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -7036.939941 Penalty: 454.746338 Iteration 4Q: 3 clusters Score -7036.94 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -7039.418457 Penalty: 454.746338 Iteration 5Q: 3 clusters Score -7039.418 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -7041.662598 Penalty: 454.746338 Iteration 6Q: 3 clusters Score -7041.663 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -7043.001953 Penalty: 454.746338 Iteration 7Q: 3 clusters Score -7043.002 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -7043.001953 Penalty: 454.746338 Iteration 8F: 3 clusters Score -7043.002 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (12289 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12289 members Entering Unmasked Estep Score: -663225.625000 Penalty: 428.448944 Iteration 0F: 2 clusters Score -663225.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6138 members Mstep: Class 2 contains 6151 members Entering Unmasked Estep Score: -655015.812500 Penalty: 856.897888 Iteration 0F: 3 clusters Score -655015.8 nChanged 5824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6248 members Mstep: Class 2 contains 6041 members Entering Unmasked Estep Score: -658325.937500 Penalty: 856.897888 Iteration 1F: 3 clusters Score -658325.9 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6408 members Mstep: Class 2 contains 5881 members Entering Unmasked Estep Score: -658568.687500 Penalty: 856.897888 Iteration 2Q: 3 clusters Score -658568.7 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6609 members Mstep: Class 2 contains 5680 members Entering Unmasked Estep Score: -658833.687500 Penalty: 856.897888 Iteration 3F: 3 clusters Score -658833.7 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6831 members Mstep: Class 2 contains 5458 members Entering Unmasked Estep Score: -659109.000000 Penalty: 856.897888 Iteration 4F: 3 clusters Score -659109 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7112 members Mstep: Class 2 contains 5177 members Entering Unmasked Estep Score: -659390.625000 Penalty: 856.897888 Iteration 5F: 3 clusters Score -659390.6 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7385 members Mstep: Class 2 contains 4904 members Entering Unmasked Estep Score: -659665.625000 Penalty: 856.897888 Iteration 6Q: 3 clusters Score -659665.6 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7687 members Mstep: Class 2 contains 4602 members Entering Unmasked Estep Score: -659905.437500 Penalty: 856.897888 Iteration 7Q: 3 clusters Score -659905.4 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7976 members Mstep: Class 2 contains 4313 members Entering Unmasked Estep Score: -660104.750000 Penalty: 856.897888 Iteration 8Q: 3 clusters Score -660104.8 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8299 members Mstep: Class 2 contains 3990 members Entering Unmasked Estep Score: -660285.125000 Penalty: 856.897888 Iteration 9Q: 3 clusters Score -660285.1 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8635 members Mstep: Class 2 contains 3654 members Entering Unmasked Estep Score: -660456.125000 Penalty: 856.897888 Iteration 10Q: 3 clusters Score -660456.1 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8986 members Mstep: Class 2 contains 3303 members Entering Unmasked Estep Score: -660634.687500 Penalty: 856.897888 Iteration 11Q: 3 clusters Score -660634.7 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9337 members Mstep: Class 2 contains 2952 members Entering Unmasked Estep Score: -660815.875000 Penalty: 856.897888 Iteration 12Q: 3 clusters Score -660815.9 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9706 members Mstep: Class 2 contains 2583 members Entering Unmasked Estep Score: -661021.437500 Penalty: 856.897888 Iteration 13Q: 3 clusters Score -661021.4 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10094 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -661242.125000 Penalty: 856.897888 Iteration 14Q: 3 clusters Score -661242.1 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10497 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -661487.687500 Penalty: 856.897888 Iteration 15Q: 3 clusters Score -661487.7 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10930 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -661788.750000 Penalty: 856.897888 Iteration 16Q: 3 clusters Score -661788.8 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11322 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -662076.062500 Penalty: 856.897888 Iteration 17Q: 3 clusters Score -662076.1 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11634 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -662321.375000 Penalty: 856.897888 Iteration 18Q: 3 clusters Score -662321.4 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11877 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -662532.437500 Penalty: 856.897888 Iteration 19Q: 3 clusters Score -662532.4 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12025 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -662679.375000 Penalty: 856.897888 Iteration 20F: 3 clusters Score -662679.4 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12130 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -662786.437500 Penalty: 856.897888 Iteration 21Q: 3 clusters Score -662786.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12174 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -662838.750000 Penalty: 856.897888 Iteration 22Q: 3 clusters Score -662838.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12184 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -662855.312500 Penalty: 856.897888 Iteration 23Q: 3 clusters Score -662855.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12193 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -662866.062500 Penalty: 856.897888 Iteration 24Q: 3 clusters Score -662866.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12198 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -662873.375000 Penalty: 856.897888 Iteration 25Q: 3 clusters Score -662873.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12206 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -662886.250000 Penalty: 856.897888 Iteration 26Q: 3 clusters Score -662886.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12212 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -662895.187500 Penalty: 856.897888 Iteration 27Q: 3 clusters Score -662895.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12211 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -662895.250000 Penalty: 856.897888 Iteration 28Q: 3 clusters Score -662895.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12212 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -662895.062500 Penalty: 856.897888 Iteration 29Q: 3 clusters Score -662895.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12212 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -662895.062500 Penalty: 856.897888 Iteration 30F: 3 clusters Score -662895.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (1031 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Entering Unmasked Estep Score: -62172.898438 Penalty: 315.691925 Iteration 0F: 2 clusters Score -62172.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -61339.074219 Penalty: 631.383850 Iteration 0F: 3 clusters Score -61339.07 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -61603.160156 Penalty: 631.383850 Iteration 1F: 3 clusters Score -61603.16 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -61641.796875 Penalty: 631.383850 Iteration 2F: 3 clusters Score -61641.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -61665.375000 Penalty: 631.383850 Iteration 3Q: 3 clusters Score -61665.38 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -61687.488281 Penalty: 631.383850 Iteration 4Q: 3 clusters Score -61687.49 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -61713.316406 Penalty: 631.383850 Iteration 5Q: 3 clusters Score -61713.32 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -61738.656250 Penalty: 631.383850 Iteration 6Q: 3 clusters Score -61738.66 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -61763.675781 Penalty: 631.383850 Iteration 7Q: 3 clusters Score -61763.68 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -61795.609375 Penalty: 631.383850 Iteration 8Q: 3 clusters Score -61795.61 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -61825.859375 Penalty: 631.383850 Iteration 9Q: 3 clusters Score -61825.86 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -61852.820312 Penalty: 631.383850 Iteration 10Q: 3 clusters Score -61852.82 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -61869.988281 Penalty: 631.383850 Iteration 11Q: 3 clusters Score -61869.99 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -61891.394531 Penalty: 631.383850 Iteration 12Q: 3 clusters Score -61891.39 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -61898.511719 Penalty: 631.383850 Iteration 13Q: 3 clusters Score -61898.51 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -61902.863281 Penalty: 631.383850 Iteration 14Q: 3 clusters Score -61902.86 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -61905.273438 Penalty: 631.383850 Iteration 15Q: 3 clusters Score -61905.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -61906.187500 Penalty: 631.383850 Iteration 16Q: 3 clusters Score -61906.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -61907.019531 Penalty: 631.383850 Iteration 17Q: 3 clusters Score -61907.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -61907.019531 Penalty: 631.383850 Iteration 18F: 3 clusters Score -61907.02 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (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: -14726.731445 Penalty: 273.512665 Iteration 0F: 2 clusters Score -14726.73 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 189 members Entering Unmasked Estep Score: -14364.960938 Penalty: 547.025330 Iteration 0F: 3 clusters Score -14364.96 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -14694.900391 Penalty: 547.025330 Iteration 1F: 3 clusters Score -14694.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -14777.803711 Penalty: 547.025330 Iteration 2F: 3 clusters Score -14777.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -14883.330078 Penalty: 547.025330 Iteration 3F: 3 clusters Score -14883.33 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -14939.135742 Penalty: 547.025330 Iteration 4Q: 3 clusters Score -14939.14 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -14949.745117 Penalty: 547.025330 Iteration 5Q: 3 clusters Score -14949.75 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -14960.372070 Penalty: 547.025330 Iteration 6Q: 3 clusters Score -14960.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -14964.667969 Penalty: 547.025330 Iteration 7Q: 3 clusters Score -14964.67 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -14973.509766 Penalty: 547.025330 Iteration 8Q: 3 clusters Score -14973.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -14979.435547 Penalty: 547.025330 Iteration 9Q: 3 clusters Score -14979.44 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -14979.435547 Penalty: 547.025330 Iteration 10F: 3 clusters Score -14979.44 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 137 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 954 members Mstep: Class 6 contains 903 members Mstep: Class 7 contains 257 members Mstep: Class 8 contains 97930 members Mstep: Class 9 contains 16485 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 482 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 12289 members Mstep: Class 15 contains 1031 members Mstep: Class 16 contains 203 members Mstep: Class 17 contains 543 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 262 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 3836 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1049 members Mstep: Class 27 contains 329 members Mstep: Class 28 contains 205 members Entering Unmasked Estep Score: -7915154.500000 Penalty: 15138.816406 Splitting cluster 16 changes total score from -7915160.500000 to -7915154.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 17 (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: -27834.080078 Penalty: 286.518463 Iteration 0F: 2 clusters Score -27834.08 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 257 members Entering Unmasked Estep Score: -27310.662109 Penalty: 573.036926 Iteration 0F: 3 clusters Score -27310.66 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -27428.037109 Penalty: 573.036926 Iteration 1F: 3 clusters Score -27428.04 nChanged 45 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: -27486.287109 Penalty: 573.036926 Iteration 2F: 3 clusters Score -27486.29 nChanged 30 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: -27509.564453 Penalty: 573.036926 Iteration 3F: 3 clusters Score -27509.56 nChanged 19 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: -27523.876953 Penalty: 573.036926 Iteration 4Q: 3 clusters Score -27523.88 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -27540.361328 Penalty: 573.036926 Iteration 5Q: 3 clusters Score -27540.36 nChanged 10 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: -27546.542969 Penalty: 573.036926 Iteration 6Q: 3 clusters Score -27546.54 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -27552.302734 Penalty: 573.036926 Iteration 7Q: 3 clusters Score -27552.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -27559.882812 Penalty: 573.036926 Iteration 8Q: 3 clusters Score -27559.88 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -27569.503906 Penalty: 573.036926 Iteration 9Q: 3 clusters Score -27569.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -27580.945312 Penalty: 573.036926 Iteration 10Q: 3 clusters Score -27580.95 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -27598.652344 Penalty: 573.036926 Iteration 11Q: 3 clusters Score -27598.65 nChanged 10 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: -27611.589844 Penalty: 573.036926 Iteration 12Q: 3 clusters Score -27611.59 nChanged 11 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: -27627.902344 Penalty: 573.036926 Iteration 13Q: 3 clusters Score -27627.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -27647.537109 Penalty: 573.036926 Iteration 14Q: 3 clusters Score -27647.54 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -27657.023438 Penalty: 573.036926 Iteration 15Q: 3 clusters Score -27657.02 nChanged 8 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: -27660.757812 Penalty: 573.036926 Iteration 16Q: 3 clusters Score -27660.76 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -27669.958984 Penalty: 573.036926 Iteration 17Q: 3 clusters Score -27669.96 nChanged 10 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: -27675.787109 Penalty: 573.036926 Iteration 18Q: 3 clusters Score -27675.79 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -27680.240234 Penalty: 573.036926 Iteration 19Q: 3 clusters Score -27680.24 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -27684.542969 Penalty: 573.036926 Iteration 20F: 3 clusters Score -27684.54 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -27690.630859 Penalty: 573.036926 Iteration 21Q: 3 clusters Score -27690.63 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -27696.097656 Penalty: 573.036926 Iteration 22Q: 3 clusters Score -27696.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -27700.732422 Penalty: 573.036926 Iteration 23Q: 3 clusters Score -27700.73 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -27706.708984 Penalty: 573.036926 Iteration 24Q: 3 clusters Score -27706.71 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -27708.953125 Penalty: 573.036926 Iteration 25Q: 3 clusters Score -27708.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -27709.054688 Penalty: 573.036926 Iteration 26Q: 3 clusters Score -27709.05 nChanged 1 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: -27709.406250 Penalty: 573.036926 Iteration 27Q: 3 clusters Score -27709.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -27709.533203 Penalty: 573.036926 Iteration 28Q: 3 clusters Score -27709.53 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -27709.533203 Penalty: 573.036926 Iteration 29F: 3 clusters Score -27709.53 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (65 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Entering Unmasked Estep Score: -3049.034912 Penalty: 189.934631 Iteration 0F: 2 clusters Score -3049.035 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36 members Mstep: Class 2 contains 29 members Entering Unmasked Estep Score: -2889.026855 Penalty: 379.869263 Iteration 0F: 3 clusters Score -2889.027 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36 members Mstep: Class 2 contains 29 members Entering Unmasked Estep Score: -2902.750000 Penalty: 379.869263 Iteration 1F: 3 clusters Score -2902.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37 members Mstep: Class 2 contains 28 members Entering Unmasked Estep Score: -2904.339355 Penalty: 379.869263 Iteration 2Q: 3 clusters Score -2904.339 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37 members Mstep: Class 2 contains 28 members Entering Unmasked Estep Score: -2904.339355 Penalty: 379.869263 Iteration 3F: 3 clusters Score -2904.339 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (262 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Entering Unmasked Estep Score: -11565.525391 Penalty: 253.359680 Iteration 0F: 2 clusters Score -11565.53 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 128 members Entering Unmasked Estep Score: -11224.238281 Penalty: 506.719360 Iteration 0F: 3 clusters Score -11224.24 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -11346.550781 Penalty: 506.719360 Iteration 1F: 3 clusters Score -11346.55 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -11406.241211 Penalty: 506.719360 Iteration 2F: 3 clusters Score -11406.24 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -11450.041016 Penalty: 506.719360 Iteration 3F: 3 clusters Score -11450.04 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -11466.328125 Penalty: 506.719360 Iteration 4Q: 3 clusters Score -11466.33 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -11474.691406 Penalty: 506.719360 Iteration 5Q: 3 clusters Score -11474.69 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -11482.075195 Penalty: 506.719360 Iteration 6Q: 3 clusters Score -11482.08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -11490.950195 Penalty: 506.719360 Iteration 7Q: 3 clusters Score -11490.95 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -11509.340820 Penalty: 506.719360 Iteration 8Q: 3 clusters Score -11509.34 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -11596.364258 Penalty: 506.719360 Iteration 9Q: 3 clusters Score -11596.36 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -11744.550781 Penalty: 506.719360 Iteration 10Q: 3 clusters Score -11744.55 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -11891.302734 Penalty: 506.719360 Iteration 11Q: 3 clusters Score -11891.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -11919.541016 Penalty: 506.719360 Iteration 12Q: 3 clusters Score -11919.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -11928.927734 Penalty: 506.719360 Iteration 13Q: 3 clusters Score -11928.93 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -11928.927734 Penalty: 506.719360 Iteration 14F: 3 clusters Score -11928.93 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 137 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 954 members Mstep: Class 6 contains 903 members Mstep: Class 7 contains 257 members Mstep: Class 8 contains 97930 members Mstep: Class 9 contains 16485 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 482 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 12289 members Mstep: Class 15 contains 1031 members Mstep: Class 16 contains 408 members Mstep: Class 17 contains 543 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 180 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 3836 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1049 members Mstep: Class 27 contains 329 members Mstep: Class 28 contains 82 members Entering Unmasked Estep Score: -7915250.000000 Penalty: 15138.816406 Splitting cluster 19 changes total score from -7915160.500000 to -7915250.000000 So it's getting split into cluster 28. Entering ConstructFrom: Trying to split cluster 20 (77 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Entering Unmasked Estep Score: -2793.388184 Penalty: 197.643143 Iteration 0F: 2 clusters Score -2793.388 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -2622.593506 Penalty: 395.286285 Iteration 0F: 3 clusters Score -2622.594 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -2663.273682 Penalty: 395.286285 Iteration 1F: 3 clusters Score -2663.274 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -2686.496338 Penalty: 395.286285 Iteration 2F: 3 clusters Score -2686.496 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -2687.417236 Penalty: 395.286285 Iteration 3Q: 3 clusters Score -2687.417 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -2691.523926 Penalty: 395.286285 Iteration 4Q: 3 clusters Score -2691.524 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -2691.523926 Penalty: 395.286285 Iteration 5F: 3 clusters Score -2691.524 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (166 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Entering Unmasked Estep Score: -8507.945312 Penalty: 232.595428 Iteration 0F: 2 clusters Score -8507.945 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -8221.452148 Penalty: 465.190857 Iteration 0F: 3 clusters Score -8221.452 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -8262.193359 Penalty: 465.190857 Iteration 1F: 3 clusters Score -8262.193 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -8300.555664 Penalty: 465.190857 Iteration 2F: 3 clusters Score -8300.556 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -8324.199219 Penalty: 465.190857 Iteration 3Q: 3 clusters Score -8324.199 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -8340.143555 Penalty: 465.190857 Iteration 4Q: 3 clusters Score -8340.144 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -8346.541992 Penalty: 465.190857 Iteration 5Q: 3 clusters Score -8346.542 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -8354.790039 Penalty: 465.190857 Iteration 6Q: 3 clusters Score -8354.79 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -8361.794922 Penalty: 465.190857 Iteration 7Q: 3 clusters Score -8361.795 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -8364.221680 Penalty: 465.190857 Iteration 8Q: 3 clusters Score -8364.222 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -8364.221680 Penalty: 465.190857 Iteration 9F: 3 clusters Score -8364.222 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (3836 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3836 members Entering Unmasked Estep Score: -233255.484375 Penalty: 375.474457 Iteration 0F: 2 clusters Score -233255.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -230583.390625 Penalty: 750.948914 Iteration 0F: 3 clusters Score -230583.4 nChanged 1695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -231569.562500 Penalty: 750.948914 Iteration 1F: 3 clusters Score -231569.6 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 2346 members Entering Unmasked Estep Score: -231698.453125 Penalty: 750.948914 Iteration 2F: 3 clusters Score -231698.5 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -231822.515625 Penalty: 750.948914 Iteration 3F: 3 clusters Score -231822.5 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -231977.859375 Penalty: 750.948914 Iteration 4F: 3 clusters Score -231977.9 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 2962 members Entering Unmasked Estep Score: -232168.421875 Penalty: 750.948914 Iteration 5F: 3 clusters Score -232168.4 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 3193 members Entering Unmasked Estep Score: -232373.015625 Penalty: 750.948914 Iteration 6F: 3 clusters Score -232373 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 3390 members Entering Unmasked Estep Score: -232570.968750 Penalty: 750.948914 Iteration 7F: 3 clusters Score -232571 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 3543 members Entering Unmasked Estep Score: -232723.593750 Penalty: 750.948914 Iteration 8Q: 3 clusters Score -232723.6 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 3633 members Entering Unmasked Estep Score: -232808.671875 Penalty: 750.948914 Iteration 9Q: 3 clusters Score -232808.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 3676 members Entering Unmasked Estep Score: -232841.828125 Penalty: 750.948914 Iteration 10Q: 3 clusters Score -232841.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 3706 members Entering Unmasked Estep Score: -232865.437500 Penalty: 750.948914 Iteration 11Q: 3 clusters Score -232865.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 3722 members Entering Unmasked Estep Score: -232879.765625 Penalty: 750.948914 Iteration 12Q: 3 clusters Score -232879.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 3742 members Entering Unmasked Estep Score: -232905.281250 Penalty: 750.948914 Iteration 13Q: 3 clusters Score -232905.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 3755 members Entering Unmasked Estep Score: -232920.765625 Penalty: 750.948914 Iteration 14Q: 3 clusters Score -232920.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 3757 members Entering Unmasked Estep Score: -232929.093750 Penalty: 750.948914 Iteration 15Q: 3 clusters Score -232929.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 3760 members Entering Unmasked Estep Score: -232936.125000 Penalty: 750.948914 Iteration 16Q: 3 clusters Score -232936.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 3764 members Entering Unmasked Estep Score: -232942.250000 Penalty: 750.948914 Iteration 17Q: 3 clusters Score -232942.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 3768 members Entering Unmasked Estep Score: -232947.640625 Penalty: 750.948914 Iteration 18Q: 3 clusters Score -232947.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 3769 members Entering Unmasked Estep Score: -232949.968750 Penalty: 750.948914 Iteration 19Q: 3 clusters Score -232950 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 3771 members Entering Unmasked Estep Score: -232951.984375 Penalty: 750.948914 Iteration 20F: 3 clusters Score -232952 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 3773 members Entering Unmasked Estep Score: -232960.625000 Penalty: 750.948914 Iteration 21Q: 3 clusters Score -232960.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 3774 members Entering Unmasked Estep Score: -232964.343750 Penalty: 750.948914 Iteration 22Q: 3 clusters Score -232964.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 3775 members Entering Unmasked Estep Score: -232965.328125 Penalty: 750.948914 Iteration 23Q: 3 clusters Score -232965.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 3776 members Entering Unmasked Estep Score: -232966.296875 Penalty: 750.948914 Iteration 24Q: 3 clusters Score -232966.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 3776 members Entering Unmasked Estep Score: -232966.296875 Penalty: 750.948914 Iteration 25F: 3 clusters Score -232966.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (1609 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Entering Unmasked Estep Score: -87774.156250 Penalty: 335.943237 Iteration 0F: 2 clusters Score -87774.16 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -86566.773438 Penalty: 671.886475 Iteration 0F: 3 clusters Score -86566.77 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -87002.765625 Penalty: 671.886475 Iteration 1F: 3 clusters Score -87002.77 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -87110.312500 Penalty: 671.886475 Iteration 2F: 3 clusters Score -87110.31 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -87165.539062 Penalty: 671.886475 Iteration 3F: 3 clusters Score -87165.54 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -87204.445312 Penalty: 671.886475 Iteration 4Q: 3 clusters Score -87204.45 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -87254.648438 Penalty: 671.886475 Iteration 5Q: 3 clusters Score -87254.65 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -87317.984375 Penalty: 671.886475 Iteration 6Q: 3 clusters Score -87317.98 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -87392.328125 Penalty: 671.886475 Iteration 7Q: 3 clusters Score -87392.33 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -87487.015625 Penalty: 671.886475 Iteration 8Q: 3 clusters Score -87487.02 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -87613.414062 Penalty: 671.886475 Iteration 9Q: 3 clusters Score -87613.41 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -87688.492188 Penalty: 671.886475 Iteration 10Q: 3 clusters Score -87688.49 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -87719.625000 Penalty: 671.886475 Iteration 11Q: 3 clusters Score -87719.62 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -87734.187500 Penalty: 671.886475 Iteration 12Q: 3 clusters Score -87734.19 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -87738.687500 Penalty: 671.886475 Iteration 13Q: 3 clusters Score -87738.69 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -87742.234375 Penalty: 671.886475 Iteration 14Q: 3 clusters Score -87742.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -87745.492188 Penalty: 671.886475 Iteration 15Q: 3 clusters Score -87745.49 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -87750.882812 Penalty: 671.886475 Iteration 16Q: 3 clusters Score -87750.88 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -87752.312500 Penalty: 671.886475 Iteration 17Q: 3 clusters Score -87752.31 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -87752.679688 Penalty: 671.886475 Iteration 18Q: 3 clusters Score -87752.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -87753.085938 Penalty: 671.886475 Iteration 19Q: 3 clusters Score -87753.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -87753.164062 Penalty: 671.886475 Iteration 20F: 3 clusters Score -87753.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -87753.578125 Penalty: 671.886475 Iteration 21Q: 3 clusters Score -87753.58 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -87753.578125 Penalty: 671.886475 Iteration 22F: 3 clusters Score -87753.58 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (221 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Entering Unmasked Estep Score: -10193.384766 Penalty: 245.616409 Iteration 0F: 2 clusters Score -10193.38 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 111 members Entering Unmasked Estep Score: -9884.250000 Penalty: 491.232819 Iteration 0F: 3 clusters Score -9884.25 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -9982.300781 Penalty: 491.232819 Iteration 1F: 3 clusters Score -9982.301 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -10023.189453 Penalty: 491.232819 Iteration 2F: 3 clusters Score -10023.19 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -10061.174805 Penalty: 491.232819 Iteration 3F: 3 clusters Score -10061.17 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -10076.941406 Penalty: 491.232819 Iteration 4Q: 3 clusters Score -10076.94 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -10080.640625 Penalty: 491.232819 Iteration 5Q: 3 clusters Score -10080.64 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -10083.607422 Penalty: 491.232819 Iteration 6Q: 3 clusters Score -10083.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -10085.009766 Penalty: 491.232819 Iteration 7Q: 3 clusters Score -10085.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -10087.759766 Penalty: 491.232819 Iteration 8Q: 3 clusters Score -10087.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -10090.044922 Penalty: 491.232819 Iteration 9Q: 3 clusters Score -10090.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -10091.703125 Penalty: 491.232819 Iteration 10Q: 3 clusters Score -10091.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -10091.703125 Penalty: 491.232819 Iteration 11F: 3 clusters Score -10091.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (95 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Entering Unmasked Estep Score: -4666.035645 Penalty: 207.201401 Iteration 0F: 2 clusters Score -4666.036 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -4471.901367 Penalty: 414.402802 Iteration 0F: 3 clusters Score -4471.901 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -4494.132812 Penalty: 414.402802 Iteration 1F: 3 clusters Score -4494.133 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -4498.423828 Penalty: 414.402802 Iteration 2Q: 3 clusters Score -4498.424 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -4501.839844 Penalty: 414.402802 Iteration 3Q: 3 clusters Score -4501.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -4501.839844 Penalty: 414.402802 Iteration 4F: 3 clusters Score -4501.84 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (1049 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Entering Unmasked Estep Score: -63759.695312 Penalty: 316.479462 Iteration 0F: 2 clusters Score -63759.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -62925.507812 Penalty: 632.958923 Iteration 0F: 3 clusters Score -62925.51 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -63167.636719 Penalty: 632.958923 Iteration 1F: 3 clusters Score -63167.64 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -63208.257812 Penalty: 632.958923 Iteration 2F: 3 clusters Score -63208.26 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -63235.449219 Penalty: 632.958923 Iteration 3Q: 3 clusters Score -63235.45 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -63257.566406 Penalty: 632.958923 Iteration 4Q: 3 clusters Score -63257.57 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -63275.945312 Penalty: 632.958923 Iteration 5Q: 3 clusters Score -63275.95 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -63294.285156 Penalty: 632.958923 Iteration 6Q: 3 clusters Score -63294.29 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -63308.480469 Penalty: 632.958923 Iteration 7Q: 3 clusters Score -63308.48 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -63331.527344 Penalty: 632.958923 Iteration 8Q: 3 clusters Score -63331.53 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -63367.148438 Penalty: 632.958923 Iteration 9Q: 3 clusters Score -63367.15 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -63397.769531 Penalty: 632.958923 Iteration 10Q: 3 clusters Score -63397.77 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -63417.585938 Penalty: 632.958923 Iteration 11Q: 3 clusters Score -63417.59 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -63438.414062 Penalty: 632.958923 Iteration 12Q: 3 clusters Score -63438.41 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -63454.804688 Penalty: 632.958923 Iteration 13Q: 3 clusters Score -63454.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -63462.679688 Penalty: 632.958923 Iteration 14Q: 3 clusters Score -63462.68 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -63465.410156 Penalty: 632.958923 Iteration 15Q: 3 clusters Score -63465.41 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -63468.156250 Penalty: 632.958923 Iteration 16Q: 3 clusters Score -63468.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -63468.839844 Penalty: 632.958923 Iteration 17Q: 3 clusters Score -63468.84 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -63470.093750 Penalty: 632.958923 Iteration 18Q: 3 clusters Score -63470.09 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -63472.363281 Penalty: 632.958923 Iteration 19Q: 3 clusters Score -63472.36 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -63476.453125 Penalty: 632.958923 Iteration 20F: 3 clusters Score -63476.45 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -63484.156250 Penalty: 632.958923 Iteration 21Q: 3 clusters Score -63484.16 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -63494.167969 Penalty: 632.958923 Iteration 22Q: 3 clusters Score -63494.17 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -63497.945312 Penalty: 632.958923 Iteration 23Q: 3 clusters Score -63497.95 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -63504.472656 Penalty: 632.958923 Iteration 24Q: 3 clusters Score -63504.47 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -63511.160156 Penalty: 632.958923 Iteration 25Q: 3 clusters Score -63511.16 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -63520.082031 Penalty: 632.958923 Iteration 26Q: 3 clusters Score -63520.08 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -63526.257812 Penalty: 632.958923 Iteration 27Q: 3 clusters Score -63526.26 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -63528.011719 Penalty: 632.958923 Iteration 28Q: 3 clusters Score -63528.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -63528.234375 Penalty: 632.958923 Iteration 29Q: 3 clusters Score -63528.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -63528.507812 Penalty: 632.958923 Iteration 30Q: 3 clusters Score -63528.51 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -63528.507812 Penalty: 632.958923 Iteration 31F: 3 clusters Score -63528.51 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (329 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Entering Unmasked Estep Score: -13972.208984 Penalty: 263.720612 Iteration 0F: 2 clusters Score -13972.21 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -13591.334961 Penalty: 527.441223 Iteration 0F: 3 clusters Score -13591.33 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -13727.836914 Penalty: 527.441223 Iteration 1F: 3 clusters Score -13727.84 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -13784.018555 Penalty: 527.441223 Iteration 2F: 3 clusters Score -13784.02 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -13853.078125 Penalty: 527.441223 Iteration 3F: 3 clusters Score -13853.08 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -13919.013672 Penalty: 527.441223 Iteration 4F: 3 clusters Score -13919.01 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -13989.923828 Penalty: 527.441223 Iteration 5F: 3 clusters Score -13989.92 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -14066.841797 Penalty: 527.441223 Iteration 6F: 3 clusters Score -14066.84 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -14107.543945 Penalty: 527.441223 Iteration 7Q: 3 clusters Score -14107.54 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -14123.606445 Penalty: 527.441223 Iteration 8Q: 3 clusters Score -14123.61 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -14129.638672 Penalty: 527.441223 Iteration 9Q: 3 clusters Score -14129.64 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -14135.028320 Penalty: 527.441223 Iteration 10Q: 3 clusters Score -14135.03 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -14135.028320 Penalty: 527.441223 Iteration 11F: 3 clusters Score -14135.03 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 137 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 954 members Mstep: Class 6 contains 903 members Mstep: Class 7 contains 257 members Mstep: Class 8 contains 97930 members Mstep: Class 9 contains 16485 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 482 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 12289 members Mstep: Class 15 contains 1031 members Mstep: Class 16 contains 408 members Mstep: Class 17 contains 543 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 180 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 3836 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1049 members Mstep: Class 27 contains 182 members Mstep: Class 28 contains 82 members Mstep: Class 29 contains 147 members Entering Unmasked Estep Score: -7915137.000000 Penalty: 15679.488281 Splitting cluster 27 changes total score from -7915160.500000 to -7915137.000000 So it's not getting split. Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 137 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 954 members Mstep: Class 6 contains 903 members Mstep: Class 7 contains 257 members Mstep: Class 8 contains 97930 members Mstep: Class 9 contains 16485 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 482 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 12289 members Mstep: Class 15 contains 1031 members Mstep: Class 16 contains 408 members Mstep: Class 17 contains 543 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 180 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 3836 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1049 members Mstep: Class 27 contains 329 members Entering Unmasked Estep ConsiderDeletion Score: -7915253.500000 Penalty: 15138.816406 Iteration 119Q: 29 clusters Score -7915254 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 137 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 953 members Mstep: Class 6 contains 903 members Mstep: Class 7 contains 257 members Mstep: Class 8 contains 97862 members Mstep: Class 9 contains 16532 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 485 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 12257 members Mstep: Class 15 contains 1057 members Mstep: Class 16 contains 408 members Mstep: Class 17 contains 544 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 180 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 3858 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1051 members Mstep: Class 27 contains 329 members Mstep: Class 28 contains 82 members Entering Unmasked Estep ConsiderDeletion Score: -7915404.500000 Penalty: 15138.816406 Iteration 120F: 29 clusters Score -7915404 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 137 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 953 members Mstep: Class 6 contains 903 members Mstep: Class 7 contains 251 members Mstep: Class 8 contains 97645 members Mstep: Class 9 contains 16571 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 486 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 12234 members Mstep: Class 15 contains 1077 members Mstep: Class 16 contains 408 members Mstep: Class 17 contains 544 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 180 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 4039 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1050 members Mstep: Class 27 contains 329 members Mstep: Class 28 contains 88 members Entering Unmasked Estep ConsiderDeletion Score: -7915482.500000 Penalty: 15138.816406 Iteration 121Q: 29 clusters Score -7915482 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 137 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 953 members Mstep: Class 6 contains 903 members Mstep: Class 7 contains 250 members Mstep: Class 8 contains 97449 members Mstep: Class 9 contains 16606 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 487 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 12200 members Mstep: Class 15 contains 1098 members Mstep: Class 16 contains 408 members Mstep: Class 17 contains 544 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 180 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 4213 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1049 members Mstep: Class 27 contains 329 members Mstep: Class 28 contains 89 members Entering Unmasked Estep ConsiderDeletion Score: -7915547.000000 Penalty: 15138.816406 Iteration 122Q: 29 clusters Score -7915547 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 137 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 953 members Mstep: Class 6 contains 903 members Mstep: Class 7 contains 244 members Mstep: Class 8 contains 97288 members Mstep: Class 9 contains 16632 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 488 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 12149 members Mstep: Class 15 contains 1118 members Mstep: Class 16 contains 408 members Mstep: Class 17 contains 544 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 180 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 4377 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1050 members Mstep: Class 27 contains 329 members Mstep: Class 28 contains 95 members Entering Unmasked Estep ConsiderDeletion Score: -7915623.000000 Penalty: 15138.816406 Iteration 123Q: 29 clusters Score -7915623 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 137 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 953 members Mstep: Class 6 contains 903 members Mstep: Class 7 contains 244 members Mstep: Class 8 contains 97134 members Mstep: Class 9 contains 16667 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 489 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 12094 members Mstep: Class 15 contains 1140 members Mstep: Class 16 contains 407 members Mstep: Class 17 contains 544 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 180 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 4524 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1054 members Mstep: Class 27 contains 329 members Mstep: Class 28 contains 96 members Entering Unmasked Estep ConsiderDeletion Score: -7915677.500000 Penalty: 15138.816406 Iteration 124Q: 29 clusters Score -7915678 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 137 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 953 members Mstep: Class 6 contains 903 members Mstep: Class 7 contains 244 members Mstep: Class 8 contains 96975 members Mstep: Class 9 contains 16704 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 12042 members Mstep: Class 15 contains 1156 members Mstep: Class 16 contains 407 members Mstep: Class 17 contains 544 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 180 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 4672 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1063 members Mstep: Class 27 contains 329 members Mstep: Class 28 contains 96 members Entering Unmasked Estep ConsiderDeletion Score: -7915709.000000 Penalty: 15138.816406 Iteration 125Q: 29 clusters Score -7915709 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 137 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 954 members Mstep: Class 6 contains 903 members Mstep: Class 7 contains 244 members Mstep: Class 8 contains 96825 members Mstep: Class 9 contains 16744 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 12000 members Mstep: Class 15 contains 1173 members Mstep: Class 16 contains 407 members Mstep: Class 17 contains 544 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 180 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 4802 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1067 members Mstep: Class 27 contains 329 members Mstep: Class 28 contains 96 members Entering Unmasked Estep ConsiderDeletion Score: -7915754.000000 Penalty: 15138.816406 Iteration 126Q: 29 clusters Score -7915754 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 137 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 952 members Mstep: Class 6 contains 903 members Mstep: Class 7 contains 244 members Mstep: Class 8 contains 96684 members Mstep: Class 9 contains 16781 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 491 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 11967 members Mstep: Class 15 contains 1196 members Mstep: Class 16 contains 407 members Mstep: Class 17 contains 544 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 180 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 4919 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1065 members Mstep: Class 27 contains 329 members Mstep: Class 28 contains 96 members Entering Unmasked Estep ConsiderDeletion Score: -7915787.000000 Penalty: 15138.816406 Iteration 127Q: 29 clusters Score -7915787 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 137 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 951 members Mstep: Class 6 contains 904 members Mstep: Class 7 contains 244 members Mstep: Class 8 contains 96556 members Mstep: Class 9 contains 16820 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 491 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 11933 members Mstep: Class 15 contains 1211 members Mstep: Class 16 contains 407 members Mstep: Class 17 contains 544 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 180 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 5022 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1070 members Mstep: Class 27 contains 329 members Mstep: Class 28 contains 96 members Entering Unmasked Estep ConsiderDeletion Score: -7915833.000000 Penalty: 15138.816406 Iteration 128Q: 29 clusters Score -7915833 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 138 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 949 members Mstep: Class 6 contains 904 members Mstep: Class 7 contains 244 members Mstep: Class 8 contains 96424 members Mstep: Class 9 contains 16856 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 491 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 11900 members Mstep: Class 15 contains 1226 members Mstep: Class 16 contains 407 members Mstep: Class 17 contains 544 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 180 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 5132 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1075 members Mstep: Class 27 contains 329 members Mstep: Class 28 contains 96 members Entering Unmasked Estep ConsiderDeletion Score: -7915877.000000 Penalty: 15138.816406 Iteration 129Q: 29 clusters Score -7915877 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 138 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 946 members Mstep: Class 6 contains 904 members Mstep: Class 7 contains 244 members Mstep: Class 8 contains 96302 members Mstep: Class 9 contains 16883 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 491 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 11871 members Mstep: Class 15 contains 1249 members Mstep: Class 16 contains 407 members Mstep: Class 17 contains 544 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 180 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 5228 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1083 members Mstep: Class 27 contains 329 members Mstep: Class 28 contains 96 members Entering Unmasked Estep ConsiderDeletion Score: -7915882.500000 Penalty: 15138.816406 Iteration 130Q: 29 clusters Score -7915882 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 138 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 941 members Mstep: Class 6 contains 904 members Mstep: Class 7 contains 244 members Mstep: Class 8 contains 96217 members Mstep: Class 9 contains 16908 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 11840 members Mstep: Class 15 contains 1272 members Mstep: Class 16 contains 407 members Mstep: Class 17 contains 544 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 180 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 5296 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1089 members Mstep: Class 27 contains 329 members Mstep: Class 28 contains 96 members Entering Unmasked Estep ConsiderDeletion Score: -7915879.000000 Penalty: 15138.816406 Iteration 131Q: 29 clusters Score -7915879 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 138 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 941 members Mstep: Class 6 contains 904 members Mstep: Class 7 contains 244 members Mstep: Class 8 contains 96118 members Mstep: Class 9 contains 16935 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 489 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 11810 members Mstep: Class 15 contains 1298 members Mstep: Class 16 contains 407 members Mstep: Class 17 contains 544 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 180 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 5369 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1093 members Mstep: Class 27 contains 329 members Mstep: Class 28 contains 96 members Entering Unmasked Estep ConsiderDeletion Score: -7915886.500000 Penalty: 15138.816406 Iteration 132Q: 29 clusters Score -7915886 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 138 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 939 members Mstep: Class 6 contains 904 members Mstep: Class 7 contains 244 members Mstep: Class 8 contains 96010 members Mstep: Class 9 contains 16963 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 489 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 11788 members Mstep: Class 15 contains 1324 members Mstep: Class 16 contains 407 members Mstep: Class 17 contains 544 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 180 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 5443 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1097 members Mstep: Class 27 contains 329 members Mstep: Class 28 contains 96 members Entering Unmasked Estep ConsiderDeletion Score: -7915904.500000 Penalty: 15138.816406 Iteration 133Q: 29 clusters Score -7915904 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 138 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 938 members Mstep: Class 6 contains 904 members Mstep: Class 7 contains 244 members Mstep: Class 8 contains 95921 members Mstep: Class 9 contains 16990 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 489 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 11761 members Mstep: Class 15 contains 1363 members Mstep: Class 16 contains 407 members Mstep: Class 17 contains 544 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 180 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 5492 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1099 members Mstep: Class 27 contains 329 members Mstep: Class 28 contains 96 members Entering Unmasked Estep ConsiderDeletion Score: -7915920.000000 Penalty: 15138.816406 Iteration 134Q: 29 clusters Score -7915920 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 138 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 937 members Mstep: Class 6 contains 904 members Mstep: Class 7 contains 244 members Mstep: Class 8 contains 95846 members Mstep: Class 9 contains 17018 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 489 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 11737 members Mstep: Class 15 contains 1391 members Mstep: Class 16 contains 407 members Mstep: Class 17 contains 544 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 180 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 5534 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1101 members Mstep: Class 27 contains 329 members Mstep: Class 28 contains 96 members Entering Unmasked Estep ConsiderDeletion Score: -7915928.500000 Penalty: 15138.816406 Iteration 135Q: 29 clusters Score -7915928 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 138 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 936 members Mstep: Class 6 contains 904 members Mstep: Class 7 contains 244 members Mstep: Class 8 contains 95778 members Mstep: Class 9 contains 17041 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 489 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 11711 members Mstep: Class 15 contains 1420 members Mstep: Class 16 contains 407 members Mstep: Class 17 contains 544 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 180 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 5572 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1106 members Mstep: Class 27 contains 329 members Mstep: Class 28 contains 96 members Entering Unmasked Estep ConsiderDeletion Score: -7915953.500000 Penalty: 15138.816406 Iteration 136Q: 29 clusters Score -7915954 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 138 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 935 members Mstep: Class 6 contains 904 members Mstep: Class 7 contains 244 members Mstep: Class 8 contains 95726 members Mstep: Class 9 contains 17055 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 489 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 11693 members Mstep: Class 15 contains 1446 members Mstep: Class 16 contains 407 members Mstep: Class 17 contains 544 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 180 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 5602 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1107 members Mstep: Class 27 contains 329 members Mstep: Class 28 contains 96 members Entering Unmasked Estep ConsiderDeletion Score: -7915961.000000 Penalty: 15138.816406 Iteration 137Q: 29 clusters Score -7915961 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 138 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 932 members Mstep: Class 6 contains 904 members Mstep: Class 7 contains 244 members Mstep: Class 8 contains 95679 members Mstep: Class 9 contains 17074 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 489 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 11678 members Mstep: Class 15 contains 1462 members Mstep: Class 16 contains 407 members Mstep: Class 17 contains 544 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 180 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 5626 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1113 members Mstep: Class 27 contains 329 members Mstep: Class 28 contains 96 members Entering Unmasked Estep ConsiderDeletion Score: -7915958.500000 Penalty: 15138.816406 Iteration 138Q: 29 clusters Score -7915958 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 138 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 932 members Mstep: Class 6 contains 904 members Mstep: Class 7 contains 244 members Mstep: Class 8 contains 95630 members Mstep: Class 9 contains 17093 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 489 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 11669 members Mstep: Class 15 contains 1480 members Mstep: Class 16 contains 407 members Mstep: Class 17 contains 544 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 180 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 5645 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1115 members Mstep: Class 27 contains 329 members Mstep: Class 28 contains 96 members Entering Unmasked Estep ConsiderDeletion Score: -7915966.000000 Penalty: 15138.816406 Iteration 139Q: 29 clusters Score -7915966 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 138 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 932 members Mstep: Class 6 contains 904 members Mstep: Class 7 contains 244 members Mstep: Class 8 contains 95597 members Mstep: Class 9 contains 17108 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 489 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 11661 members Mstep: Class 15 contains 1492 members Mstep: Class 16 contains 407 members Mstep: Class 17 contains 544 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 180 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 5659 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1115 members Mstep: Class 27 contains 329 members Mstep: Class 28 contains 96 members Entering Unmasked Estep ConsiderDeletion Score: -7915964.000000 Penalty: 15138.816406 Iteration 140F: 29 clusters Score -7915964 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 138 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 932 members Mstep: Class 6 contains 904 members Mstep: Class 7 contains 244 members Mstep: Class 8 contains 95578 members Mstep: Class 9 contains 17112 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 489 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 11650 members Mstep: Class 15 contains 1505 members Mstep: Class 16 contains 407 members Mstep: Class 17 contains 544 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 180 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 5669 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1118 members Mstep: Class 27 contains 329 members Mstep: Class 28 contains 96 members Entering Unmasked Estep ConsiderDeletion Score: -7915976.000000 Penalty: 15138.816406 Iteration 141Q: 29 clusters Score -7915976 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 138 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 932 members Mstep: Class 6 contains 904 members Mstep: Class 7 contains 244 members Mstep: Class 8 contains 95550 members Mstep: Class 9 contains 17119 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 489 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 11637 members Mstep: Class 15 contains 1526 members Mstep: Class 16 contains 407 members Mstep: Class 17 contains 544 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 180 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 5679 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1121 members Mstep: Class 27 contains 329 members Mstep: Class 28 contains 96 members Entering Unmasked Estep ConsiderDeletion Score: -7915968.000000 Penalty: 15138.816406 Iteration 142Q: 29 clusters Score -7915968 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 138 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 932 members Mstep: Class 6 contains 904 members Mstep: Class 7 contains 244 members Mstep: Class 8 contains 95527 members Mstep: Class 9 contains 17125 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 489 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 11624 members Mstep: Class 15 contains 1542 members Mstep: Class 16 contains 407 members Mstep: Class 17 contains 544 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 180 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 5692 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1122 members Mstep: Class 27 contains 329 members Mstep: Class 28 contains 96 members Entering Unmasked Estep ConsiderDeletion Score: -7915985.500000 Penalty: 15138.816406 Iteration 143Q: 29 clusters Score -7915986 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 138 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 932 members Mstep: Class 6 contains 902 members Mstep: Class 7 contains 244 members Mstep: Class 8 contains 95506 members Mstep: Class 9 contains 17135 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 489 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 11614 members Mstep: Class 15 contains 1549 members Mstep: Class 16 contains 407 members Mstep: Class 17 contains 544 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 180 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 5708 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1122 members Mstep: Class 27 contains 329 members Mstep: Class 28 contains 96 members Entering Unmasked Estep ConsiderDeletion Score: -7915996.000000 Penalty: 15138.816406 Iteration 144Q: 29 clusters Score -7915996 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 138 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 932 members Mstep: Class 6 contains 900 members Mstep: Class 7 contains 244 members Mstep: Class 8 contains 95490 members Mstep: Class 9 contains 17143 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 489 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 11604 members Mstep: Class 15 contains 1561 members Mstep: Class 16 contains 407 members Mstep: Class 17 contains 544 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 180 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 5716 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1122 members Mstep: Class 27 contains 329 members Mstep: Class 28 contains 96 members Entering Unmasked Estep ConsiderDeletion Score: -7915997.500000 Penalty: 15138.816406 Iteration 145Q: 29 clusters Score -7915998 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 138 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 933 members Mstep: Class 6 contains 899 members Mstep: Class 7 contains 244 members Mstep: Class 8 contains 95465 members Mstep: Class 9 contains 17152 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 489 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 11594 members Mstep: Class 15 contains 1577 members Mstep: Class 16 contains 407 members Mstep: Class 17 contains 544 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 180 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 5726 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1122 members Mstep: Class 27 contains 329 members Mstep: Class 28 contains 96 members Entering Unmasked Estep ConsiderDeletion Score: -7915992.000000 Penalty: 15138.816406 Iteration 146Q: 29 clusters Score -7915992 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 138 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 933 members Mstep: Class 6 contains 897 members Mstep: Class 7 contains 244 members Mstep: Class 8 contains 95455 members Mstep: Class 9 contains 17157 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 489 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 11581 members Mstep: Class 15 contains 1590 members Mstep: Class 16 contains 407 members Mstep: Class 17 contains 544 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 180 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 5732 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1123 members Mstep: Class 27 contains 329 members Mstep: Class 28 contains 96 members Entering Unmasked Estep ConsiderDeletion Score: -7915989.000000 Penalty: 15138.816406 Iteration 147Q: 29 clusters Score -7915989 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 138 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 933 members Mstep: Class 6 contains 895 members Mstep: Class 7 contains 244 members Mstep: Class 8 contains 95444 members Mstep: Class 9 contains 17158 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 489 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 11570 members Mstep: Class 15 contains 1605 members Mstep: Class 16 contains 407 members Mstep: Class 17 contains 544 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 180 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 5738 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1125 members Mstep: Class 27 contains 329 members Mstep: Class 28 contains 96 members Entering Unmasked Estep ConsiderDeletion Score: -7915985.500000 Penalty: 15138.816406 Iteration 148Q: 29 clusters Score -7915986 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 138 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 933 members Mstep: Class 6 contains 893 members Mstep: Class 7 contains 244 members Mstep: Class 8 contains 95438 members Mstep: Class 9 contains 17158 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 489 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 11564 members Mstep: Class 15 contains 1614 members Mstep: Class 16 contains 407 members Mstep: Class 17 contains 544 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 180 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 5743 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1125 members Mstep: Class 27 contains 329 members Mstep: Class 28 contains 96 members Entering Unmasked Estep ConsiderDeletion Score: -7915990.500000 Penalty: 15138.816406 Iteration 149Q: 29 clusters Score -7915990 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 138 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 933 members Mstep: Class 6 contains 889 members Mstep: Class 7 contains 244 members Mstep: Class 8 contains 95437 members Mstep: Class 9 contains 17159 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 489 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 11560 members Mstep: Class 15 contains 1621 members Mstep: Class 16 contains 407 members Mstep: Class 17 contains 544 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 180 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 5744 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1125 members Mstep: Class 27 contains 329 members Mstep: Class 28 contains 96 members Entering Unmasked Estep ConsiderDeletion Score: -7916004.500000 Penalty: 15138.816406 Iteration 150Q: 29 clusters Score -7916004 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 138 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 933 members Mstep: Class 6 contains 887 members Mstep: Class 7 contains 244 members Mstep: Class 8 contains 95434 members Mstep: Class 9 contains 17165 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 489 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 11551 members Mstep: Class 15 contains 1628 members Mstep: Class 16 contains 407 members Mstep: Class 17 contains 544 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 180 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 5745 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1125 members Mstep: Class 27 contains 329 members Mstep: Class 28 contains 96 members Entering Unmasked Estep ConsiderDeletion Score: -7916007.000000 Penalty: 15138.816406 Iteration 151Q: 29 clusters Score -7916007 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 138 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 933 members Mstep: Class 6 contains 886 members Mstep: Class 7 contains 244 members Mstep: Class 8 contains 95429 members Mstep: Class 9 contains 17166 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 489 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 11546 members Mstep: Class 15 contains 1635 members Mstep: Class 16 contains 407 members Mstep: Class 17 contains 544 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 180 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 5748 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1125 members Mstep: Class 27 contains 329 members Mstep: Class 28 contains 96 members Entering Unmasked Estep ConsiderDeletion Score: -7916010.000000 Penalty: 15138.816406 Iteration 152Q: 29 clusters Score -7916010 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 138 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 933 members Mstep: Class 6 contains 886 members Mstep: Class 7 contains 244 members Mstep: Class 8 contains 95419 members Mstep: Class 9 contains 17169 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 489 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 11544 members Mstep: Class 15 contains 1643 members Mstep: Class 16 contains 407 members Mstep: Class 17 contains 544 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 180 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 5749 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1125 members Mstep: Class 27 contains 329 members Mstep: Class 28 contains 96 members Entering Unmasked Estep ConsiderDeletion Score: -7916008.500000 Penalty: 15138.816406 Iteration 153Q: 29 clusters Score -7916008 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 138 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 933 members Mstep: Class 6 contains 885 members Mstep: Class 7 contains 244 members Mstep: Class 8 contains 95410 members Mstep: Class 9 contains 17177 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 489 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 11540 members Mstep: Class 15 contains 1648 members Mstep: Class 16 contains 407 members Mstep: Class 17 contains 544 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 180 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 5750 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1125 members Mstep: Class 27 contains 329 members Mstep: Class 28 contains 96 members Entering Unmasked Estep ConsiderDeletion Score: -7916008.500000 Penalty: 15138.816406 Iteration 154Q: 29 clusters Score -7916008 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 138 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 933 members Mstep: Class 6 contains 884 members Mstep: Class 7 contains 244 members Mstep: Class 8 contains 95406 members Mstep: Class 9 contains 17183 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 489 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 11536 members Mstep: Class 15 contains 1649 members Mstep: Class 16 contains 407 members Mstep: Class 17 contains 544 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 180 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 5752 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1125 members Mstep: Class 27 contains 329 members Mstep: Class 28 contains 96 members Entering Unmasked Estep ConsiderDeletion Score: -7916005.000000 Penalty: 15138.816406 Iteration 155Q: 29 clusters Score -7916005 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 138 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 933 members Mstep: Class 6 contains 884 members Mstep: Class 7 contains 244 members Mstep: Class 8 contains 95407 members Mstep: Class 9 contains 17184 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 489 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 11531 members Mstep: Class 15 contains 1650 members Mstep: Class 16 contains 407 members Mstep: Class 17 contains 544 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 180 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 5754 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1125 members Mstep: Class 27 contains 329 members Mstep: Class 28 contains 96 members Entering Unmasked Estep ConsiderDeletion Score: -7916006.000000 Penalty: 15138.816406 Iteration 156Q: 29 clusters Score -7916006 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 138 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 933 members Mstep: Class 6 contains 884 members Mstep: Class 7 contains 244 members Mstep: Class 8 contains 95409 members Mstep: Class 9 contains 17185 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 489 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 11527 members Mstep: Class 15 contains 1650 members Mstep: Class 16 contains 407 members Mstep: Class 17 contains 544 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 180 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 5755 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1125 members Mstep: Class 27 contains 329 members Mstep: Class 28 contains 96 members Entering Unmasked Estep ConsiderDeletion Score: -7916005.500000 Penalty: 15138.816406 Iteration 157Q: 29 clusters Score -7916006 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 138 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 933 members Mstep: Class 6 contains 884 members Mstep: Class 7 contains 244 members Mstep: Class 8 contains 95409 members Mstep: Class 9 contains 17190 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 489 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 11522 members Mstep: Class 15 contains 1650 members Mstep: Class 16 contains 407 members Mstep: Class 17 contains 544 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 180 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 5755 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1125 members Mstep: Class 27 contains 329 members Mstep: Class 28 contains 96 members Entering Unmasked Estep ConsiderDeletion Score: -7915996.500000 Penalty: 15138.816406 Iteration 158Q: 29 clusters Score -7915996 nChanged 8 Entering ConstructFrom: Score: -7915996.500000 Penalty: 15138.816406 Entering ConstructFrom: Trying to split cluster 1 (1158 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Entering Unmasked Estep Score: -63113.253906 Penalty: 320.977448 Iteration 0F: 2 clusters Score -63113.25 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -62206.039062 Penalty: 641.954895 Iteration 0F: 3 clusters Score -62206.04 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -62628.613281 Penalty: 641.954895 Iteration 1F: 3 clusters Score -62628.61 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -62769.691406 Penalty: 641.954895 Iteration 2F: 3 clusters Score -62769.69 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -62867.484375 Penalty: 641.954895 Iteration 3F: 3 clusters Score -62867.48 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -62943.300781 Penalty: 641.954895 Iteration 4F: 3 clusters Score -62943.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -63016.191406 Penalty: 641.954895 Iteration 5F: 3 clusters Score -63016.19 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -63046.832031 Penalty: 641.954895 Iteration 6Q: 3 clusters Score -63046.83 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -63070.683594 Penalty: 641.954895 Iteration 7Q: 3 clusters Score -63070.68 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -63098.171875 Penalty: 641.954895 Iteration 8Q: 3 clusters Score -63098.17 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -63114.144531 Penalty: 641.954895 Iteration 9Q: 3 clusters Score -63114.14 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -63119.371094 Penalty: 641.954895 Iteration 10Q: 3 clusters Score -63119.37 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -63123.964844 Penalty: 641.954895 Iteration 11Q: 3 clusters Score -63123.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -63125.171875 Penalty: 641.954895 Iteration 12Q: 3 clusters Score -63125.17 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -63126.628906 Penalty: 641.954895 Iteration 13Q: 3 clusters Score -63126.63 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -63126.628906 Penalty: 641.954895 Iteration 14F: 3 clusters Score -63126.63 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 138 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 933 members Mstep: Class 6 contains 884 members Mstep: Class 7 contains 244 members Mstep: Class 8 contains 95408 members Mstep: Class 9 contains 17194 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 489 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 11519 members Mstep: Class 15 contains 1650 members Mstep: Class 16 contains 407 members Mstep: Class 17 contains 544 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 180 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 5755 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1125 members Mstep: Class 27 contains 329 members Mstep: Class 28 contains 96 members Mstep: Class 29 contains 1057 members Entering Unmasked Estep Score: -7915782.500000 Penalty: 15679.488281 Splitting cluster 1 changes total score from -7915996.500000 to -7915782.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 2 (219 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Entering Unmasked Estep Score: -11029.743164 Penalty: 245.202774 Iteration 0F: 2 clusters Score -11029.74 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 117 members Entering Unmasked Estep Score: -10729.772461 Penalty: 490.405548 Iteration 0F: 3 clusters Score -10729.77 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -10791.144531 Penalty: 490.405548 Iteration 1F: 3 clusters Score -10791.14 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -10807.740234 Penalty: 490.405548 Iteration 2F: 3 clusters Score -10807.74 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -10815.337891 Penalty: 490.405548 Iteration 3Q: 3 clusters Score -10815.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -10817.703125 Penalty: 490.405548 Iteration 4Q: 3 clusters Score -10817.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -10820.498047 Penalty: 490.405548 Iteration 5Q: 3 clusters Score -10820.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -10820.498047 Penalty: 490.405548 Iteration 6F: 3 clusters Score -10820.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (138 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Entering Unmasked Estep Score: -6224.126953 Penalty: 224.190048 Iteration 0F: 2 clusters Score -6224.127 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -6028.861816 Penalty: 448.380096 Iteration 0F: 3 clusters Score -6028.862 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -6119.067383 Penalty: 448.380096 Iteration 1F: 3 clusters Score -6119.067 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 43 members Entering Unmasked Estep Score: -6141.907227 Penalty: 448.380096 Iteration 2F: 3 clusters Score -6141.907 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 36 members Entering Unmasked Estep Score: -6157.183594 Penalty: 448.380096 Iteration 3F: 3 clusters Score -6157.184 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 33 members Entering Unmasked Estep Score: -6162.996582 Penalty: 448.380096 Iteration 4Q: 3 clusters Score -6162.997 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 33 members Entering Unmasked Estep Score: -6162.996582 Penalty: 448.380096 Iteration 5F: 3 clusters Score -6162.997 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (428 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Entering Unmasked Estep Score: -22601.269531 Penalty: 275.690094 Iteration 0F: 2 clusters Score -22601.27 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -22144.521484 Penalty: 551.380188 Iteration 0F: 3 clusters Score -22144.52 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -22258.308594 Penalty: 551.380188 Iteration 1F: 3 clusters Score -22258.31 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -22287.023438 Penalty: 551.380188 Iteration 2F: 3 clusters Score -22287.02 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -22317.283203 Penalty: 551.380188 Iteration 3F: 3 clusters Score -22317.28 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -22341.648438 Penalty: 551.380188 Iteration 4Q: 3 clusters Score -22341.65 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -22369.888672 Penalty: 551.380188 Iteration 5F: 3 clusters Score -22369.89 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -22388.281250 Penalty: 551.380188 Iteration 6Q: 3 clusters Score -22388.28 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -22415.689453 Penalty: 551.380188 Iteration 7Q: 3 clusters Score -22415.69 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -22438.251953 Penalty: 551.380188 Iteration 8Q: 3 clusters Score -22438.25 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -22463.857422 Penalty: 551.380188 Iteration 9Q: 3 clusters Score -22463.86 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -22487.427734 Penalty: 551.380188 Iteration 10Q: 3 clusters Score -22487.43 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -22529.513672 Penalty: 551.380188 Iteration 11Q: 3 clusters Score -22529.51 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -22548.232422 Penalty: 551.380188 Iteration 12Q: 3 clusters Score -22548.23 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -22558.521484 Penalty: 551.380188 Iteration 13Q: 3 clusters Score -22558.52 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -22570.259766 Penalty: 551.380188 Iteration 14Q: 3 clusters Score -22570.26 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -22579.878906 Penalty: 551.380188 Iteration 15Q: 3 clusters Score -22579.88 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -22589.939453 Penalty: 551.380188 Iteration 16Q: 3 clusters Score -22589.94 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -22606.298828 Penalty: 551.380188 Iteration 17Q: 3 clusters Score -22606.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -22620.097656 Penalty: 551.380188 Iteration 18Q: 3 clusters Score -22620.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -22655.107422 Penalty: 551.380188 Iteration 19Q: 3 clusters Score -22655.11 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -22719.660156 Penalty: 551.380188 Iteration 20F: 3 clusters Score -22719.66 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -22800.083984 Penalty: 551.380188 Iteration 21Q: 3 clusters Score -22800.08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -22822.310547 Penalty: 551.380188 Iteration 22Q: 3 clusters Score -22822.31 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -22824.326172 Penalty: 551.380188 Iteration 23Q: 3 clusters Score -22824.33 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -22824.326172 Penalty: 551.380188 Iteration 24F: 3 clusters Score -22824.33 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 138 members Mstep: Class 4 contains 245 members Mstep: Class 5 contains 933 members Mstep: Class 6 contains 884 members Mstep: Class 7 contains 244 members Mstep: Class 8 contains 95408 members Mstep: Class 9 contains 17194 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 489 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 11519 members Mstep: Class 15 contains 1650 members Mstep: Class 16 contains 407 members Mstep: Class 17 contains 544 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 180 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 5755 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1125 members Mstep: Class 27 contains 329 members Mstep: Class 28 contains 96 members Mstep: Class 29 contains 183 members Entering Unmasked Estep Score: -7915945.000000 Penalty: 15679.488281 Splitting cluster 4 changes total score from -7915996.500000 to -7915945.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 5 (933 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Entering Unmasked Estep Score: -54977.863281 Penalty: 311.147430 Iteration 0F: 2 clusters Score -54977.86 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -54207.304688 Penalty: 622.294861 Iteration 0F: 3 clusters Score -54207.3 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -54415.367188 Penalty: 622.294861 Iteration 1F: 3 clusters Score -54415.37 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -54480.062500 Penalty: 622.294861 Iteration 2F: 3 clusters Score -54480.06 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -54520.390625 Penalty: 622.294861 Iteration 3F: 3 clusters Score -54520.39 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -54544.460938 Penalty: 622.294861 Iteration 4Q: 3 clusters Score -54544.46 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -54564.632812 Penalty: 622.294861 Iteration 5Q: 3 clusters Score -54564.63 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -54578.820312 Penalty: 622.294861 Iteration 6Q: 3 clusters Score -54578.82 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -54591.875000 Penalty: 622.294861 Iteration 7Q: 3 clusters Score -54591.88 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -54601.996094 Penalty: 622.294861 Iteration 8Q: 3 clusters Score -54602 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -54610.660156 Penalty: 622.294861 Iteration 9Q: 3 clusters Score -54610.66 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -54616.230469 Penalty: 622.294861 Iteration 10Q: 3 clusters Score -54616.23 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -54619.582031 Penalty: 622.294861 Iteration 11Q: 3 clusters Score -54619.58 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -54623.238281 Penalty: 622.294861 Iteration 12Q: 3 clusters Score -54623.24 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -54625.562500 Penalty: 622.294861 Iteration 13Q: 3 clusters Score -54625.56 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -54627.328125 Penalty: 622.294861 Iteration 14Q: 3 clusters Score -54627.33 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -54629.128906 Penalty: 622.294861 Iteration 15Q: 3 clusters Score -54629.13 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -54630.148438 Penalty: 622.294861 Iteration 16Q: 3 clusters Score -54630.15 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -54631.402344 Penalty: 622.294861 Iteration 17Q: 3 clusters Score -54631.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -54632.144531 Penalty: 622.294861 Iteration 18Q: 3 clusters Score -54632.14 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -54632.144531 Penalty: 622.294861 Iteration 19F: 3 clusters Score -54632.14 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (884 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Entering Unmasked Estep Score: -45624.832031 Penalty: 308.692810 Iteration 0F: 2 clusters Score -45624.83 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -44929.656250 Penalty: 617.385620 Iteration 0F: 3 clusters Score -44929.66 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -45189.515625 Penalty: 617.385620 Iteration 1F: 3 clusters Score -45189.52 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -45258.312500 Penalty: 617.385620 Iteration 2F: 3 clusters Score -45258.31 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -45328.097656 Penalty: 617.385620 Iteration 3F: 3 clusters Score -45328.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -45395.000000 Penalty: 617.385620 Iteration 4F: 3 clusters Score -45395 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -45435.035156 Penalty: 617.385620 Iteration 5Q: 3 clusters Score -45435.04 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -45458.437500 Penalty: 617.385620 Iteration 6Q: 3 clusters Score -45458.44 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -45473.726562 Penalty: 617.385620 Iteration 7Q: 3 clusters Score -45473.73 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -45480.312500 Penalty: 617.385620 Iteration 8Q: 3 clusters Score -45480.31 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -45481.109375 Penalty: 617.385620 Iteration 9Q: 3 clusters Score -45481.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -45481.847656 Penalty: 617.385620 Iteration 10Q: 3 clusters Score -45481.85 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -45481.847656 Penalty: 617.385620 Iteration 11F: 3 clusters Score -45481.85 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (244 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Entering Unmasked Estep Score: -10088.352539 Penalty: 250.121140 Iteration 0F: 2 clusters Score -10088.35 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 133 members Entering Unmasked Estep Score: -9765.545898 Penalty: 500.242279 Iteration 0F: 3 clusters Score -9765.546 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -9853.077148 Penalty: 500.242279 Iteration 1F: 3 clusters Score -9853.077 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -9879.040039 Penalty: 500.242279 Iteration 2F: 3 clusters Score -9879.04 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -9890.977539 Penalty: 500.242279 Iteration 3Q: 3 clusters Score -9890.978 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -9905.369141 Penalty: 500.242279 Iteration 4Q: 3 clusters Score -9905.369 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -9914.675781 Penalty: 500.242279 Iteration 5Q: 3 clusters Score -9914.676 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -9918.025391 Penalty: 500.242279 Iteration 6Q: 3 clusters Score -9918.025 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -9921.531250 Penalty: 500.242279 Iteration 7Q: 3 clusters Score -9921.531 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -9927.942383 Penalty: 500.242279 Iteration 8Q: 3 clusters Score -9927.942 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -9930.900391 Penalty: 500.242279 Iteration 9Q: 3 clusters Score -9930.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -9933.850586 Penalty: 500.242279 Iteration 10Q: 3 clusters Score -9933.851 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -9935.771484 Penalty: 500.242279 Iteration 11Q: 3 clusters Score -9935.771 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -9939.220703 Penalty: 500.242279 Iteration 12Q: 3 clusters Score -9939.221 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -9941.033203 Penalty: 500.242279 Iteration 13Q: 3 clusters Score -9941.033 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -9941.922852 Penalty: 500.242279 Iteration 14Q: 3 clusters Score -9941.923 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -9941.922852 Penalty: 500.242279 Iteration 15F: 3 clusters Score -9941.923 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (95408 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95408 members Entering Unmasked Estep Score: -5378866.000000 Penalty: 521.699280 Iteration 0F: 2 clusters Score -5378866 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47680 members Mstep: Class 2 contains 47728 members Entering Unmasked Estep Score: -5314513.000000 Penalty: 1043.398560 Iteration 0F: 3 clusters Score -5314513 nChanged 46516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48560 members Mstep: Class 2 contains 46848 members Entering Unmasked Estep Score: -5344376.000000 Penalty: 1043.398560 Iteration 1F: 3 clusters Score -5344376 nChanged 4834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48608 members Mstep: Class 2 contains 46800 members Entering Unmasked Estep Score: -5346584.500000 Penalty: 1043.398560 Iteration 2F: 3 clusters Score -5346584 nChanged 5343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48805 members Mstep: Class 2 contains 46603 members Entering Unmasked Estep Score: -5349649.000000 Penalty: 1043.398560 Iteration 3F: 3 clusters Score -5349649 nChanged 5875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49052 members Mstep: Class 2 contains 46356 members Entering Unmasked Estep Score: -5353943.000000 Penalty: 1043.398560 Iteration 4F: 3 clusters Score -5353943 nChanged 5969 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49153 members Mstep: Class 2 contains 46255 members Entering Unmasked Estep Score: -5358113.500000 Penalty: 1043.398560 Iteration 5F: 3 clusters Score -5358114 nChanged 5061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49270 members Mstep: Class 2 contains 46138 members Entering Unmasked Estep Score: -5360733.000000 Penalty: 1043.398560 Iteration 6F: 3 clusters Score -5360733 nChanged 3343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49453 members Mstep: Class 2 contains 45955 members Entering Unmasked Estep Score: -5361821.000000 Penalty: 1043.398560 Iteration 7Q: 3 clusters Score -5361821 nChanged 2024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49739 members Mstep: Class 2 contains 45669 members Entering Unmasked Estep Score: -5362267.000000 Penalty: 1043.398560 Iteration 8Q: 3 clusters Score -5362267 nChanged 1322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50043 members Mstep: Class 2 contains 45365 members Entering Unmasked Estep Score: -5362501.000000 Penalty: 1043.398560 Iteration 9Q: 3 clusters Score -5362501 nChanged 1210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50355 members Mstep: Class 2 contains 45053 members Entering Unmasked Estep Score: -5362719.500000 Penalty: 1043.398560 Iteration 10Q: 3 clusters Score -5362720 nChanged 1211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50660 members Mstep: Class 2 contains 44748 members Entering Unmasked Estep Score: -5363006.000000 Penalty: 1043.398560 Iteration 11Q: 3 clusters Score -5363006 nChanged 1247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50969 members Mstep: Class 2 contains 44439 members Entering Unmasked Estep Score: -5363368.000000 Penalty: 1043.398560 Iteration 12Q: 3 clusters Score -5363368 nChanged 1308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51307 members Mstep: Class 2 contains 44101 members Entering Unmasked Estep Score: -5363660.500000 Penalty: 1043.398560 Iteration 13Q: 3 clusters Score -5363660 nChanged 1338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51677 members Mstep: Class 2 contains 43731 members Entering Unmasked Estep Score: -5364013.000000 Penalty: 1043.398560 Iteration 14Q: 3 clusters Score -5364013 nChanged 1324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52003 members Mstep: Class 2 contains 43405 members Entering Unmasked Estep Score: -5364369.500000 Penalty: 1043.398560 Iteration 15Q: 3 clusters Score -5364370 nChanged 1369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52318 members Mstep: Class 2 contains 43090 members Entering Unmasked Estep Score: -5364764.500000 Penalty: 1043.398560 Iteration 16Q: 3 clusters Score -5364764 nChanged 1391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52601 members Mstep: Class 2 contains 42807 members Entering Unmasked Estep Score: -5365136.500000 Penalty: 1043.398560 Iteration 17Q: 3 clusters Score -5365136 nChanged 1359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52810 members Mstep: Class 2 contains 42598 members Entering Unmasked Estep Score: -5365501.000000 Penalty: 1043.398560 Iteration 18Q: 3 clusters Score -5365501 nChanged 1326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52912 members Mstep: Class 2 contains 42496 members Entering Unmasked Estep Score: -5365899.000000 Penalty: 1043.398560 Iteration 19Q: 3 clusters Score -5365899 nChanged 1388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52966 members Mstep: Class 2 contains 42442 members Entering Unmasked Estep Score: -5366311.000000 Penalty: 1043.398560 Iteration 20F: 3 clusters Score -5366311 nChanged 1362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52972 members Mstep: Class 2 contains 42436 members Entering Unmasked Estep Score: -5366654.500000 Penalty: 1043.398560 Iteration 21Q: 3 clusters Score -5366654 nChanged 1312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52870 members Mstep: Class 2 contains 42538 members Entering Unmasked Estep Score: -5367016.500000 Penalty: 1043.398560 Iteration 22Q: 3 clusters Score -5367016 nChanged 1242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52740 members Mstep: Class 2 contains 42668 members Entering Unmasked Estep Score: -5367389.500000 Penalty: 1043.398560 Iteration 23Q: 3 clusters Score -5367390 nChanged 1194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52564 members Mstep: Class 2 contains 42844 members Entering Unmasked Estep Score: -5367731.000000 Penalty: 1043.398560 Iteration 24Q: 3 clusters Score -5367731 nChanged 1136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52340 members Mstep: Class 2 contains 43068 members Entering Unmasked Estep Score: -5367987.500000 Penalty: 1043.398560 Iteration 25Q: 3 clusters Score -5367988 nChanged 1145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52061 members Mstep: Class 2 contains 43347 members Entering Unmasked Estep Score: -5368275.000000 Penalty: 1043.398560 Iteration 26Q: 3 clusters Score -5368275 nChanged 1063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51652 members Mstep: Class 2 contains 43756 members Entering Unmasked Estep Score: -5368603.000000 Penalty: 1043.398560 Iteration 27Q: 3 clusters Score -5368603 nChanged 1044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51222 members Mstep: Class 2 contains 44186 members Entering Unmasked Estep Score: -5368873.000000 Penalty: 1043.398560 Iteration 28Q: 3 clusters Score -5368873 nChanged 1051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50699 members Mstep: Class 2 contains 44709 members Entering Unmasked Estep Score: -5369146.500000 Penalty: 1043.398560 Iteration 29Q: 3 clusters Score -5369146 nChanged 965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50200 members Mstep: Class 2 contains 45208 members Entering Unmasked Estep Score: -5369408.500000 Penalty: 1043.398560 Iteration 30Q: 3 clusters Score -5369408 nChanged 892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49658 members Mstep: Class 2 contains 45750 members Entering Unmasked Estep Score: -5369566.000000 Penalty: 1043.398560 Iteration 31Q: 3 clusters Score -5369566 nChanged 812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49076 members Mstep: Class 2 contains 46332 members Entering Unmasked Estep Score: -5369763.500000 Penalty: 1043.398560 Iteration 32Q: 3 clusters Score -5369764 nChanged 809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48473 members Mstep: Class 2 contains 46935 members Entering Unmasked Estep Score: -5369972.500000 Penalty: 1043.398560 Iteration 33Q: 3 clusters Score -5369972 nChanged 725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47902 members Mstep: Class 2 contains 47506 members Entering Unmasked Estep Score: -5370117.500000 Penalty: 1043.398560 Iteration 34Q: 3 clusters Score -5370118 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47356 members Mstep: Class 2 contains 48052 members Entering Unmasked Estep Score: -5370228.000000 Penalty: 1043.398560 Iteration 35Q: 3 clusters Score -5370228 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46838 members Mstep: Class 2 contains 48570 members Entering Unmasked Estep Score: -5370323.500000 Penalty: 1043.398560 Iteration 36Q: 3 clusters Score -5370324 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46342 members Mstep: Class 2 contains 49066 members Entering Unmasked Estep Score: -5370392.500000 Penalty: 1043.398560 Iteration 37Q: 3 clusters Score -5370392 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45900 members Mstep: Class 2 contains 49508 members Entering Unmasked Estep Score: -5370446.500000 Penalty: 1043.398560 Iteration 38Q: 3 clusters Score -5370446 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45512 members Mstep: Class 2 contains 49896 members Entering Unmasked Estep Score: -5370480.000000 Penalty: 1043.398560 Iteration 39Q: 3 clusters Score -5370480 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45156 members Mstep: Class 2 contains 50252 members Entering Unmasked Estep Score: -5370541.500000 Penalty: 1043.398560 Iteration 40F: 3 clusters Score -5370542 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44803 members Mstep: Class 2 contains 50605 members Entering Unmasked Estep Score: -5370591.500000 Penalty: 1043.398560 Iteration 41Q: 3 clusters Score -5370592 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44484 members Mstep: Class 2 contains 50924 members Entering Unmasked Estep Score: -5370608.000000 Penalty: 1043.398560 Iteration 42Q: 3 clusters Score -5370608 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44160 members Mstep: Class 2 contains 51248 members Entering Unmasked Estep Score: -5370645.000000 Penalty: 1043.398560 Iteration 43Q: 3 clusters Score -5370645 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43874 members Mstep: Class 2 contains 51534 members Entering Unmasked Estep Score: -5370680.500000 Penalty: 1043.398560 Iteration 44Q: 3 clusters Score -5370680 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43627 members Mstep: Class 2 contains 51781 members Entering Unmasked Estep Score: -5370704.000000 Penalty: 1043.398560 Iteration 45Q: 3 clusters Score -5370704 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43396 members Mstep: Class 2 contains 52012 members Entering Unmasked Estep Score: -5370698.500000 Penalty: 1043.398560 Iteration 46Q: 3 clusters Score -5370698 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43155 members Mstep: Class 2 contains 52253 members Entering Unmasked Estep Score: -5370698.000000 Penalty: 1043.398560 Iteration 47Q: 3 clusters Score -5370698 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42918 members Mstep: Class 2 contains 52490 members Entering Unmasked Estep Score: -5370692.000000 Penalty: 1043.398560 Iteration 48Q: 3 clusters Score -5370692 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42692 members Mstep: Class 2 contains 52716 members Entering Unmasked Estep Score: -5370713.500000 Penalty: 1043.398560 Iteration 49Q: 3 clusters Score -5370714 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42478 members Mstep: Class 2 contains 52930 members Entering Unmasked Estep Score: -5370727.000000 Penalty: 1043.398560 Iteration 50Q: 3 clusters Score -5370727 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42286 members Mstep: Class 2 contains 53122 members Entering Unmasked Estep Score: -5370744.500000 Penalty: 1043.398560 Iteration 51Q: 3 clusters Score -5370744 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42079 members Mstep: Class 2 contains 53329 members Entering Unmasked Estep Score: -5370744.000000 Penalty: 1043.398560 Iteration 52Q: 3 clusters Score -5370744 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41868 members Mstep: Class 2 contains 53540 members Entering Unmasked Estep Score: -5370766.500000 Penalty: 1043.398560 Iteration 53Q: 3 clusters Score -5370766 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41662 members Mstep: Class 2 contains 53746 members Entering Unmasked Estep Score: -5370775.500000 Penalty: 1043.398560 Iteration 54Q: 3 clusters Score -5370776 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41476 members Mstep: Class 2 contains 53932 members Entering Unmasked Estep Score: -5370796.000000 Penalty: 1043.398560 Iteration 55Q: 3 clusters Score -5370796 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41316 members Mstep: Class 2 contains 54092 members Entering Unmasked Estep Score: -5370791.500000 Penalty: 1043.398560 Iteration 56Q: 3 clusters Score -5370792 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41147 members Mstep: Class 2 contains 54261 members Entering Unmasked Estep Score: -5370803.500000 Penalty: 1043.398560 Iteration 57Q: 3 clusters Score -5370804 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41004 members Mstep: Class 2 contains 54404 members Entering Unmasked Estep Score: -5370814.000000 Penalty: 1043.398560 Iteration 58Q: 3 clusters Score -5370814 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40871 members Mstep: Class 2 contains 54537 members Entering Unmasked Estep Score: -5370819.000000 Penalty: 1043.398560 Iteration 59Q: 3 clusters Score -5370819 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40732 members Mstep: Class 2 contains 54676 members Entering Unmasked Estep Score: -5370835.000000 Penalty: 1043.398560 Iteration 60F: 3 clusters Score -5370835 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40594 members Mstep: Class 2 contains 54814 members Entering Unmasked Estep Score: -5370846.000000 Penalty: 1043.398560 Iteration 61Q: 3 clusters Score -5370846 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40485 members Mstep: Class 2 contains 54923 members Entering Unmasked Estep Score: -5370847.500000 Penalty: 1043.398560 Iteration 62Q: 3 clusters Score -5370848 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40384 members Mstep: Class 2 contains 55024 members Entering Unmasked Estep Score: -5370837.500000 Penalty: 1043.398560 Iteration 63Q: 3 clusters Score -5370838 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40301 members Mstep: Class 2 contains 55107 members Entering Unmasked Estep Score: -5370856.000000 Penalty: 1043.398560 Iteration 64Q: 3 clusters Score -5370856 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40216 members Mstep: Class 2 contains 55192 members Entering Unmasked Estep Score: -5370849.000000 Penalty: 1043.398560 Iteration 65Q: 3 clusters Score -5370849 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40131 members Mstep: Class 2 contains 55277 members Entering Unmasked Estep Score: -5370855.000000 Penalty: 1043.398560 Iteration 66Q: 3 clusters Score -5370855 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40060 members Mstep: Class 2 contains 55348 members Entering Unmasked Estep Score: -5370862.000000 Penalty: 1043.398560 Iteration 67Q: 3 clusters Score -5370862 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40008 members Mstep: Class 2 contains 55400 members Entering Unmasked Estep Score: -5370880.500000 Penalty: 1043.398560 Iteration 68Q: 3 clusters Score -5370880 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39963 members Mstep: Class 2 contains 55445 members Entering Unmasked Estep Score: -5370880.500000 Penalty: 1043.398560 Iteration 69Q: 3 clusters Score -5370880 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39925 members Mstep: Class 2 contains 55483 members Entering Unmasked Estep Score: -5370882.000000 Penalty: 1043.398560 Iteration 70Q: 3 clusters Score -5370882 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39893 members Mstep: Class 2 contains 55515 members Entering Unmasked Estep Score: -5370872.000000 Penalty: 1043.398560 Iteration 71Q: 3 clusters Score -5370872 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39857 members Mstep: Class 2 contains 55551 members Entering Unmasked Estep Score: -5370869.000000 Penalty: 1043.398560 Iteration 72Q: 3 clusters Score -5370869 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39808 members Mstep: Class 2 contains 55600 members Entering Unmasked Estep Score: -5370854.500000 Penalty: 1043.398560 Iteration 73Q: 3 clusters Score -5370854 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39767 members Mstep: Class 2 contains 55641 members Entering Unmasked Estep Score: -5370864.000000 Penalty: 1043.398560 Iteration 74Q: 3 clusters Score -5370864 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39718 members Mstep: Class 2 contains 55690 members Entering Unmasked Estep Score: -5370863.500000 Penalty: 1043.398560 Iteration 75Q: 3 clusters Score -5370864 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39671 members Mstep: Class 2 contains 55737 members Entering Unmasked Estep Score: -5370864.000000 Penalty: 1043.398560 Iteration 76Q: 3 clusters Score -5370864 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39617 members Mstep: Class 2 contains 55791 members Entering Unmasked Estep Score: -5370862.500000 Penalty: 1043.398560 Iteration 77Q: 3 clusters Score -5370862 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39568 members Mstep: Class 2 contains 55840 members Entering Unmasked Estep Score: -5370873.000000 Penalty: 1043.398560 Iteration 78Q: 3 clusters Score -5370873 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39523 members Mstep: Class 2 contains 55885 members Entering Unmasked Estep Score: -5370881.500000 Penalty: 1043.398560 Iteration 79Q: 3 clusters Score -5370882 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39486 members Mstep: Class 2 contains 55922 members Entering Unmasked Estep Score: -5370879.000000 Penalty: 1043.398560 Iteration 80F: 3 clusters Score -5370879 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39444 members Mstep: Class 2 contains 55964 members Entering Unmasked Estep Score: -5370889.000000 Penalty: 1043.398560 Iteration 81Q: 3 clusters Score -5370889 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39404 members Mstep: Class 2 contains 56004 members Entering Unmasked Estep Score: -5370886.500000 Penalty: 1043.398560 Iteration 82Q: 3 clusters Score -5370886 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39360 members Mstep: Class 2 contains 56048 members Entering Unmasked Estep Score: -5370887.500000 Penalty: 1043.398560 Iteration 83Q: 3 clusters Score -5370888 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39326 members Mstep: Class 2 contains 56082 members Entering Unmasked Estep Score: -5370888.000000 Penalty: 1043.398560 Iteration 84Q: 3 clusters Score -5370888 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39297 members Mstep: Class 2 contains 56111 members Entering Unmasked Estep Score: -5370885.500000 Penalty: 1043.398560 Iteration 85Q: 3 clusters Score -5370886 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39270 members Mstep: Class 2 contains 56138 members Entering Unmasked Estep Score: -5370885.500000 Penalty: 1043.398560 Iteration 86Q: 3 clusters Score -5370886 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39249 members Mstep: Class 2 contains 56159 members Entering Unmasked Estep Score: -5370891.500000 Penalty: 1043.398560 Iteration 87Q: 3 clusters Score -5370892 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39220 members Mstep: Class 2 contains 56188 members Entering Unmasked Estep Score: -5370893.500000 Penalty: 1043.398560 Iteration 88Q: 3 clusters Score -5370894 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39188 members Mstep: Class 2 contains 56220 members Entering Unmasked Estep Score: -5370897.500000 Penalty: 1043.398560 Iteration 89Q: 3 clusters Score -5370898 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39162 members Mstep: Class 2 contains 56246 members Entering Unmasked Estep Score: -5370898.000000 Penalty: 1043.398560 Iteration 90Q: 3 clusters Score -5370898 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39140 members Mstep: Class 2 contains 56268 members Entering Unmasked Estep Score: -5370891.500000 Penalty: 1043.398560 Iteration 91Q: 3 clusters Score -5370892 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39120 members Mstep: Class 2 contains 56288 members Entering Unmasked Estep Score: -5370892.500000 Penalty: 1043.398560 Iteration 92Q: 3 clusters Score -5370892 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39101 members Mstep: Class 2 contains 56307 members Entering Unmasked Estep Score: -5370894.500000 Penalty: 1043.398560 Iteration 93Q: 3 clusters Score -5370894 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39085 members Mstep: Class 2 contains 56323 members Entering Unmasked Estep Score: -5370899.500000 Penalty: 1043.398560 Iteration 94Q: 3 clusters Score -5370900 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39068 members Mstep: Class 2 contains 56340 members Entering Unmasked Estep Score: -5370901.500000 Penalty: 1043.398560 Iteration 95Q: 3 clusters Score -5370902 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39049 members Mstep: Class 2 contains 56359 members Entering Unmasked Estep Score: -5370908.500000 Penalty: 1043.398560 Iteration 96Q: 3 clusters Score -5370908 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39029 members Mstep: Class 2 contains 56379 members Entering Unmasked Estep Score: -5370904.500000 Penalty: 1043.398560 Iteration 97Q: 3 clusters Score -5370904 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39018 members Mstep: Class 2 contains 56390 members Entering Unmasked Estep Score: -5370903.500000 Penalty: 1043.398560 Iteration 98Q: 3 clusters Score -5370904 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39005 members Mstep: Class 2 contains 56403 members Entering Unmasked Estep Score: -5370905.500000 Penalty: 1043.398560 Iteration 99Q: 3 clusters Score -5370906 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38997 members Mstep: Class 2 contains 56411 members Entering Unmasked Estep Score: -5370905.500000 Penalty: 1043.398560 Iteration 100F: 3 clusters Score -5370906 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38988 members Mstep: Class 2 contains 56420 members Entering Unmasked Estep Score: -5370904.000000 Penalty: 1043.398560 Iteration 101Q: 3 clusters Score -5370904 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38979 members Mstep: Class 2 contains 56429 members Entering Unmasked Estep Score: -5370908.500000 Penalty: 1043.398560 Iteration 102Q: 3 clusters Score -5370908 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38971 members Mstep: Class 2 contains 56437 members Entering Unmasked Estep Score: -5370909.500000 Penalty: 1043.398560 Iteration 103Q: 3 clusters Score -5370910 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38964 members Mstep: Class 2 contains 56444 members Entering Unmasked Estep Score: -5370908.000000 Penalty: 1043.398560 Iteration 104Q: 3 clusters Score -5370908 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38959 members Mstep: Class 2 contains 56449 members Entering Unmasked Estep Score: -5370908.000000 Penalty: 1043.398560 Iteration 105Q: 3 clusters Score -5370908 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38950 members Mstep: Class 2 contains 56458 members Entering Unmasked Estep Score: -5370905.000000 Penalty: 1043.398560 Iteration 106Q: 3 clusters Score -5370905 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38944 members Mstep: Class 2 contains 56464 members Entering Unmasked Estep Score: -5370911.000000 Penalty: 1043.398560 Iteration 107Q: 3 clusters Score -5370911 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38937 members Mstep: Class 2 contains 56471 members Entering Unmasked Estep Score: -5370907.000000 Penalty: 1043.398560 Iteration 108Q: 3 clusters Score -5370907 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38933 members Mstep: Class 2 contains 56475 members Entering Unmasked Estep Score: -5370907.500000 Penalty: 1043.398560 Iteration 109Q: 3 clusters Score -5370908 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38928 members Mstep: Class 2 contains 56480 members Entering Unmasked Estep Score: -5370904.000000 Penalty: 1043.398560 Iteration 110Q: 3 clusters Score -5370904 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38921 members Mstep: Class 2 contains 56487 members Entering Unmasked Estep Score: -5370908.500000 Penalty: 1043.398560 Iteration 111Q: 3 clusters Score -5370908 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38913 members Mstep: Class 2 contains 56495 members Entering Unmasked Estep Score: -5370910.500000 Penalty: 1043.398560 Iteration 112Q: 3 clusters Score -5370910 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38902 members Mstep: Class 2 contains 56506 members Entering Unmasked Estep Score: -5370906.500000 Penalty: 1043.398560 Iteration 113Q: 3 clusters Score -5370906 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38888 members Mstep: Class 2 contains 56520 members Entering Unmasked Estep Score: -5370907.000000 Penalty: 1043.398560 Iteration 114Q: 3 clusters Score -5370907 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38876 members Mstep: Class 2 contains 56532 members Entering Unmasked Estep Score: -5370910.000000 Penalty: 1043.398560 Iteration 115Q: 3 clusters Score -5370910 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38864 members Mstep: Class 2 contains 56544 members Entering Unmasked Estep Score: -5370915.500000 Penalty: 1043.398560 Iteration 116Q: 3 clusters Score -5370916 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38849 members Mstep: Class 2 contains 56559 members Entering Unmasked Estep Score: -5370915.000000 Penalty: 1043.398560 Iteration 117Q: 3 clusters Score -5370915 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38838 members Mstep: Class 2 contains 56570 members Entering Unmasked Estep Score: -5370912.500000 Penalty: 1043.398560 Iteration 118Q: 3 clusters Score -5370912 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38828 members Mstep: Class 2 contains 56580 members Entering Unmasked Estep Score: -5370910.500000 Penalty: 1043.398560 Iteration 119Q: 3 clusters Score -5370910 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38825 members Mstep: Class 2 contains 56583 members Entering Unmasked Estep Score: -5370904.500000 Penalty: 1043.398560 Iteration 120F: 3 clusters Score -5370904 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38823 members Mstep: Class 2 contains 56585 members Entering Unmasked Estep Score: -5370904.500000 Penalty: 1043.398560 Iteration 121Q: 3 clusters Score -5370904 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38820 members Mstep: Class 2 contains 56588 members Entering Unmasked Estep Score: -5370903.000000 Penalty: 1043.398560 Iteration 122Q: 3 clusters Score -5370903 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38818 members Mstep: Class 2 contains 56590 members Entering Unmasked Estep Score: -5370902.000000 Penalty: 1043.398560 Iteration 123Q: 3 clusters Score -5370902 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38815 members Mstep: Class 2 contains 56593 members Entering Unmasked Estep Score: -5370906.000000 Penalty: 1043.398560 Iteration 124Q: 3 clusters Score -5370906 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38813 members Mstep: Class 2 contains 56595 members Entering Unmasked Estep Score: -5370905.500000 Penalty: 1043.398560 Iteration 125Q: 3 clusters Score -5370906 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38811 members Mstep: Class 2 contains 56597 members Entering Unmasked Estep Score: -5370903.000000 Penalty: 1043.398560 Iteration 126Q: 3 clusters Score -5370903 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38810 members Mstep: Class 2 contains 56598 members Entering Unmasked Estep Score: -5370904.500000 Penalty: 1043.398560 Iteration 127Q: 3 clusters Score -5370904 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38810 members Mstep: Class 2 contains 56598 members Entering Unmasked Estep Score: -5370904.500000 Penalty: 1043.398560 Iteration 128F: 3 clusters Score -5370904 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (17194 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17194 members Entering Unmasked Estep Score: -1033647.812500 Penalty: 443.730347 Iteration 0F: 2 clusters Score -1033648 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8602 members Mstep: Class 2 contains 8592 members Entering Unmasked Estep Score: -1022258.500000 Penalty: 887.460693 Iteration 0F: 3 clusters Score -1022258 nChanged 8172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8722 members Mstep: Class 2 contains 8472 members Entering Unmasked Estep Score: -1026998.062500 Penalty: 887.460693 Iteration 1F: 3 clusters Score -1026998 nChanged 967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8827 members Mstep: Class 2 contains 8367 members Entering Unmasked Estep Score: -1027442.187500 Penalty: 887.460693 Iteration 2F: 3 clusters Score -1027442 nChanged 1051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9014 members Mstep: Class 2 contains 8180 members Entering Unmasked Estep Score: -1028006.812500 Penalty: 887.460693 Iteration 3F: 3 clusters Score -1028007 nChanged 1063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9253 members Mstep: Class 2 contains 7941 members Entering Unmasked Estep Score: -1028668.687500 Penalty: 887.460693 Iteration 4F: 3 clusters Score -1028669 nChanged 1025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9492 members Mstep: Class 2 contains 7702 members Entering Unmasked Estep Score: -1029410.062500 Penalty: 887.460693 Iteration 5F: 3 clusters Score -1029410 nChanged 904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9680 members Mstep: Class 2 contains 7514 members Entering Unmasked Estep Score: -1030053.875000 Penalty: 887.460693 Iteration 6F: 3 clusters Score -1030054 nChanged 770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9794 members Mstep: Class 2 contains 7400 members Entering Unmasked Estep Score: -1030406.312500 Penalty: 887.460693 Iteration 7Q: 3 clusters Score -1030406 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9923 members Mstep: Class 2 contains 7271 members Entering Unmasked Estep Score: -1030529.687500 Penalty: 887.460693 Iteration 8Q: 3 clusters Score -1030530 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10024 members Mstep: Class 2 contains 7170 members Entering Unmasked Estep Score: -1030572.562500 Penalty: 887.460693 Iteration 9Q: 3 clusters Score -1030573 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10133 members Mstep: Class 2 contains 7061 members Entering Unmasked Estep Score: -1030596.625000 Penalty: 887.460693 Iteration 10Q: 3 clusters Score -1030597 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10243 members Mstep: Class 2 contains 6951 members Entering Unmasked Estep Score: -1030620.437500 Penalty: 887.460693 Iteration 11Q: 3 clusters Score -1030620 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10365 members Mstep: Class 2 contains 6829 members Entering Unmasked Estep Score: -1030645.062500 Penalty: 887.460693 Iteration 12Q: 3 clusters Score -1030645 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10495 members Mstep: Class 2 contains 6699 members Entering Unmasked Estep Score: -1030673.187500 Penalty: 887.460693 Iteration 13Q: 3 clusters Score -1030673 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10644 members Mstep: Class 2 contains 6550 members Entering Unmasked Estep Score: -1030709.500000 Penalty: 887.460693 Iteration 14Q: 3 clusters Score -1030710 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10815 members Mstep: Class 2 contains 6379 members Entering Unmasked Estep Score: -1030751.875000 Penalty: 887.460693 Iteration 15Q: 3 clusters Score -1030752 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11000 members Mstep: Class 2 contains 6194 members Entering Unmasked Estep Score: -1030798.625000 Penalty: 887.460693 Iteration 16Q: 3 clusters Score -1030799 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11182 members Mstep: Class 2 contains 6012 members Entering Unmasked Estep Score: -1030844.062500 Penalty: 887.460693 Iteration 17Q: 3 clusters Score -1030844 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11362 members Mstep: Class 2 contains 5832 members Entering Unmasked Estep Score: -1030888.312500 Penalty: 887.460693 Iteration 18Q: 3 clusters Score -1030888 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11551 members Mstep: Class 2 contains 5643 members Entering Unmasked Estep Score: -1030931.687500 Penalty: 887.460693 Iteration 19Q: 3 clusters Score -1030932 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11726 members Mstep: Class 2 contains 5468 members Entering Unmasked Estep Score: -1030969.125000 Penalty: 887.460693 Iteration 20F: 3 clusters Score -1030969 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11915 members Mstep: Class 2 contains 5279 members Entering Unmasked Estep Score: -1031015.250000 Penalty: 887.460693 Iteration 21Q: 3 clusters Score -1031015 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12134 members Mstep: Class 2 contains 5060 members Entering Unmasked Estep Score: -1031076.125000 Penalty: 887.460693 Iteration 22Q: 3 clusters Score -1031076 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12374 members Mstep: Class 2 contains 4820 members Entering Unmasked Estep Score: -1031138.812500 Penalty: 887.460693 Iteration 23Q: 3 clusters Score -1031139 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12639 members Mstep: Class 2 contains 4555 members Entering Unmasked Estep Score: -1031220.625000 Penalty: 887.460693 Iteration 24Q: 3 clusters Score -1031221 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12905 members Mstep: Class 2 contains 4289 members Entering Unmasked Estep Score: -1031299.437500 Penalty: 887.460693 Iteration 25Q: 3 clusters Score -1031299 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13186 members Mstep: Class 2 contains 4008 members Entering Unmasked Estep Score: -1031399.125000 Penalty: 887.460693 Iteration 26Q: 3 clusters Score -1031399 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13514 members Mstep: Class 2 contains 3680 members Entering Unmasked Estep Score: -1031525.187500 Penalty: 887.460693 Iteration 27Q: 3 clusters Score -1031525 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13838 members Mstep: Class 2 contains 3356 members Entering Unmasked Estep Score: -1031656.375000 Penalty: 887.460693 Iteration 28Q: 3 clusters Score -1031656 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14176 members Mstep: Class 2 contains 3018 members Entering Unmasked Estep Score: -1031818.562500 Penalty: 887.460693 Iteration 29Q: 3 clusters Score -1031819 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14527 members Mstep: Class 2 contains 2667 members Entering Unmasked Estep Score: -1032001.562500 Penalty: 887.460693 Iteration 30Q: 3 clusters Score -1032002 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14869 members Mstep: Class 2 contains 2325 members Entering Unmasked Estep Score: -1032197.312500 Penalty: 887.460693 Iteration 31Q: 3 clusters Score -1032197 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15185 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -1032369.625000 Penalty: 887.460693 Iteration 32Q: 3 clusters Score -1032370 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15471 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -1032541.750000 Penalty: 887.460693 Iteration 33Q: 3 clusters Score -1032542 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15741 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -1032717.125000 Penalty: 887.460693 Iteration 34Q: 3 clusters Score -1032717 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15968 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -1032880.000000 Penalty: 887.460693 Iteration 35Q: 3 clusters Score -1032880 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16143 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -1032996.375000 Penalty: 887.460693 Iteration 36Q: 3 clusters Score -1032996 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16271 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -1033077.750000 Penalty: 887.460693 Iteration 37Q: 3 clusters Score -1033078 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16380 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -1033133.437500 Penalty: 887.460693 Iteration 38Q: 3 clusters Score -1033133 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16462 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -1033166.812500 Penalty: 887.460693 Iteration 39Q: 3 clusters Score -1033167 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16528 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -1033195.875000 Penalty: 887.460693 Iteration 40F: 3 clusters Score -1033196 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16581 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -1033215.812500 Penalty: 887.460693 Iteration 41Q: 3 clusters Score -1033216 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16630 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -1033236.062500 Penalty: 887.460693 Iteration 42Q: 3 clusters Score -1033236 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16680 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -1033256.625000 Penalty: 887.460693 Iteration 43Q: 3 clusters Score -1033257 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16718 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -1033271.625000 Penalty: 887.460693 Iteration 44Q: 3 clusters Score -1033272 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16753 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -1033287.062500 Penalty: 887.460693 Iteration 45Q: 3 clusters Score -1033287 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16778 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -1033296.687500 Penalty: 887.460693 Iteration 46Q: 3 clusters Score -1033297 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16793 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -1033300.562500 Penalty: 887.460693 Iteration 47Q: 3 clusters Score -1033301 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16803 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -1033300.875000 Penalty: 887.460693 Iteration 48Q: 3 clusters Score -1033301 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16814 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -1033304.000000 Penalty: 887.460693 Iteration 49Q: 3 clusters Score -1033304 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16825 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -1033309.750000 Penalty: 887.460693 Iteration 50Q: 3 clusters Score -1033310 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16834 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -1033311.750000 Penalty: 887.460693 Iteration 51Q: 3 clusters Score -1033312 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16840 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -1033313.062500 Penalty: 887.460693 Iteration 52Q: 3 clusters Score -1033313 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16846 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -1033316.562500 Penalty: 887.460693 Iteration 53Q: 3 clusters Score -1033317 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16851 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -1033317.562500 Penalty: 887.460693 Iteration 54Q: 3 clusters Score -1033318 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16851 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -1033317.562500 Penalty: 887.460693 Iteration 55F: 3 clusters Score -1033318 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (2508 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Entering Unmasked Estep Score: -137250.875000 Penalty: 356.139465 Iteration 0F: 2 clusters Score -137250.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -135466.953125 Penalty: 712.278931 Iteration 0F: 3 clusters Score -135467 nChanged 1075 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -136055.406250 Penalty: 712.278931 Iteration 1F: 3 clusters Score -136055.4 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -136126.265625 Penalty: 712.278931 Iteration 2F: 3 clusters Score -136126.3 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -136196.734375 Penalty: 712.278931 Iteration 3F: 3 clusters Score -136196.7 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -136260.265625 Penalty: 712.278931 Iteration 4Q: 3 clusters Score -136260.3 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -136346.390625 Penalty: 712.278931 Iteration 5F: 3 clusters Score -136346.4 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -136456.187500 Penalty: 712.278931 Iteration 6Q: 3 clusters Score -136456.2 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -136574.281250 Penalty: 712.278931 Iteration 7F: 3 clusters Score -136574.3 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -136677.640625 Penalty: 712.278931 Iteration 8Q: 3 clusters Score -136677.6 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -136751.421875 Penalty: 712.278931 Iteration 9Q: 3 clusters Score -136751.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -136807.390625 Penalty: 712.278931 Iteration 10Q: 3 clusters Score -136807.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -136861.343750 Penalty: 712.278931 Iteration 11Q: 3 clusters Score -136861.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -136904.328125 Penalty: 712.278931 Iteration 12Q: 3 clusters Score -136904.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -136943.375000 Penalty: 712.278931 Iteration 13Q: 3 clusters Score -136943.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -136962.625000 Penalty: 712.278931 Iteration 14Q: 3 clusters Score -136962.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 2080 members Entering Unmasked Estep Score: -136972.031250 Penalty: 712.278931 Iteration 15Q: 3 clusters Score -136972 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 2080 members Entering Unmasked Estep Score: -136983.828125 Penalty: 712.278931 Iteration 16Q: 3 clusters Score -136983.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 2079 members Entering Unmasked Estep Score: -136991.703125 Penalty: 712.278931 Iteration 17Q: 3 clusters Score -136991.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -136999.265625 Penalty: 712.278931 Iteration 18Q: 3 clusters Score -136999.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -137006.062500 Penalty: 712.278931 Iteration 19Q: 3 clusters Score -137006.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -137011.937500 Penalty: 712.278931 Iteration 20F: 3 clusters Score -137011.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -137024.046875 Penalty: 712.278931 Iteration 21Q: 3 clusters Score -137024 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -137034.953125 Penalty: 712.278931 Iteration 22Q: 3 clusters Score -137035 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -137041.078125 Penalty: 712.278931 Iteration 23Q: 3 clusters Score -137041.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -137047.625000 Penalty: 712.278931 Iteration 24Q: 3 clusters Score -137047.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -137056.250000 Penalty: 712.278931 Iteration 25Q: 3 clusters Score -137056.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -137065.531250 Penalty: 712.278931 Iteration 26Q: 3 clusters Score -137065.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -137077.437500 Penalty: 712.278931 Iteration 27Q: 3 clusters Score -137077.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -137086.109375 Penalty: 712.278931 Iteration 28Q: 3 clusters Score -137086.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -137097.343750 Penalty: 712.278931 Iteration 29Q: 3 clusters Score -137097.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -137106.421875 Penalty: 712.278931 Iteration 30Q: 3 clusters Score -137106.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -137115.296875 Penalty: 712.278931 Iteration 31Q: 3 clusters Score -137115.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -137121.093750 Penalty: 712.278931 Iteration 32Q: 3 clusters Score -137121.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -137123.812500 Penalty: 712.278931 Iteration 33Q: 3 clusters Score -137123.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -137126.953125 Penalty: 712.278931 Iteration 34Q: 3 clusters Score -137127 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -137130.156250 Penalty: 712.278931 Iteration 35Q: 3 clusters Score -137130.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -137131.921875 Penalty: 712.278931 Iteration 36Q: 3 clusters Score -137131.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -137134.250000 Penalty: 712.278931 Iteration 37Q: 3 clusters Score -137134.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -137137.171875 Penalty: 712.278931 Iteration 38Q: 3 clusters Score -137137.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -137137.968750 Penalty: 712.278931 Iteration 39Q: 3 clusters Score -137138 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -137138.843750 Penalty: 712.278931 Iteration 40F: 3 clusters Score -137138.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -137139.359375 Penalty: 712.278931 Iteration 41Q: 3 clusters Score -137139.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -137139.328125 Penalty: 712.278931 Iteration 42Q: 3 clusters Score -137139.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -137139.703125 Penalty: 712.278931 Iteration 43Q: 3 clusters Score -137139.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -137139.703125 Penalty: 712.278931 Iteration 44Q: 3 clusters Score -137139.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -137139.859375 Penalty: 712.278931 Iteration 45Q: 3 clusters Score -137139.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -137139.859375 Penalty: 712.278931 Iteration 46F: 3 clusters Score -137139.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (489 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Entering Unmasked Estep Score: -24095.011719 Penalty: 281.752472 Iteration 0F: 2 clusters Score -24095.01 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 250 members Entering Unmasked Estep Score: -23621.416016 Penalty: 563.504944 Iteration 0F: 3 clusters Score -23621.42 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -23734.062500 Penalty: 563.504944 Iteration 1F: 3 clusters Score -23734.06 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -23757.404297 Penalty: 563.504944 Iteration 2F: 3 clusters Score -23757.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -23765.189453 Penalty: 563.504944 Iteration 3Q: 3 clusters Score -23765.19 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -23770.410156 Penalty: 563.504944 Iteration 4Q: 3 clusters Score -23770.41 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -23779.291016 Penalty: 563.504944 Iteration 5Q: 3 clusters Score -23779.29 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -23794.123047 Penalty: 563.504944 Iteration 6Q: 3 clusters Score -23794.12 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -23807.869141 Penalty: 563.504944 Iteration 7Q: 3 clusters Score -23807.87 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -23816.226562 Penalty: 563.504944 Iteration 8Q: 3 clusters Score -23816.23 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -23833.923828 Penalty: 563.504944 Iteration 9Q: 3 clusters Score -23833.92 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -23849.044922 Penalty: 563.504944 Iteration 10Q: 3 clusters Score -23849.04 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -23878.076172 Penalty: 563.504944 Iteration 11Q: 3 clusters Score -23878.08 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -23891.056641 Penalty: 563.504944 Iteration 12Q: 3 clusters Score -23891.06 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -23896.023438 Penalty: 563.504944 Iteration 13Q: 3 clusters Score -23896.02 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -23899.583984 Penalty: 563.504944 Iteration 14Q: 3 clusters Score -23899.58 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -23903.734375 Penalty: 563.504944 Iteration 15Q: 3 clusters Score -23903.73 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -23916.492188 Penalty: 563.504944 Iteration 16Q: 3 clusters Score -23916.49 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -23922.484375 Penalty: 563.504944 Iteration 17Q: 3 clusters Score -23922.48 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -23926.896484 Penalty: 563.504944 Iteration 18Q: 3 clusters Score -23926.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -23942.550781 Penalty: 563.504944 Iteration 19Q: 3 clusters Score -23942.55 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -23960.693359 Penalty: 563.504944 Iteration 20F: 3 clusters Score -23960.69 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -23965.591797 Penalty: 563.504944 Iteration 21Q: 3 clusters Score -23965.59 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -23975.417969 Penalty: 563.504944 Iteration 22Q: 3 clusters Score -23975.42 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -23977.359375 Penalty: 563.504944 Iteration 23Q: 3 clusters Score -23977.36 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -23977.359375 Penalty: 563.504944 Iteration 24F: 3 clusters Score -23977.36 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (61 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Entering Unmasked Estep Score: -2868.441650 Penalty: 187.044754 Iteration 0F: 2 clusters Score -2868.442 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39 members Mstep: Class 2 contains 22 members Entering Unmasked Estep Score: -2713.287109 Penalty: 374.089508 Iteration 0F: 3 clusters Score -2713.287 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42 members Mstep: Class 2 contains 19 members Entering Unmasked Estep Score: -2728.002441 Penalty: 374.089508 Iteration 1F: 3 clusters Score -2728.002 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 18 members Entering Unmasked Estep Score: -2730.464600 Penalty: 374.089508 Iteration 2Q: 3 clusters Score -2730.465 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 17 members Entering Unmasked Estep Score: -2732.958740 Penalty: 374.089508 Iteration 3Q: 3 clusters Score -2732.959 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 17 members Entering Unmasked Estep Score: -2732.958740 Penalty: 374.089508 Iteration 4F: 3 clusters Score -2732.959 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (148 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Entering Unmasked Estep Score: -7193.808594 Penalty: 227.373169 Iteration 0F: 2 clusters Score -7193.809 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -6945.778320 Penalty: 454.746338 Iteration 0F: 3 clusters Score -6945.778 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -6996.782227 Penalty: 454.746338 Iteration 1F: 3 clusters Score -6996.782 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -7014.516602 Penalty: 454.746338 Iteration 2F: 3 clusters Score -7014.517 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -7020.224609 Penalty: 454.746338 Iteration 3Q: 3 clusters Score -7020.225 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -7022.997559 Penalty: 454.746338 Iteration 4Q: 3 clusters Score -7022.998 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -7025.345215 Penalty: 454.746338 Iteration 5Q: 3 clusters Score -7025.345 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -7025.345215 Penalty: 454.746338 Iteration 6F: 3 clusters Score -7025.345 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (11519 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11519 members Entering Unmasked Estep Score: -621176.000000 Penalty: 425.504761 Iteration 0F: 2 clusters Score -621176 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5840 members Mstep: Class 2 contains 5679 members Entering Unmasked Estep Score: -613484.437500 Penalty: 851.009521 Iteration 0F: 3 clusters Score -613484.4 nChanged 5404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7044 members Mstep: Class 2 contains 4475 members Entering Unmasked Estep Score: -616831.937500 Penalty: 851.009521 Iteration 1F: 3 clusters Score -616831.9 nChanged 834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7776 members Mstep: Class 2 contains 3743 members Entering Unmasked Estep Score: -617350.812500 Penalty: 851.009521 Iteration 2F: 3 clusters Score -617350.8 nChanged 962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8664 members Mstep: Class 2 contains 2855 members Entering Unmasked Estep Score: -618067.187500 Penalty: 851.009521 Iteration 3F: 3 clusters Score -618067.2 nChanged 915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9545 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -618850.437500 Penalty: 851.009521 Iteration 4F: 3 clusters Score -618850.4 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10280 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -619522.437500 Penalty: 851.009521 Iteration 5F: 3 clusters Score -619522.4 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10841 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -620079.562500 Penalty: 851.009521 Iteration 6Q: 3 clusters Score -620079.6 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11205 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -620475.187500 Penalty: 851.009521 Iteration 7Q: 3 clusters Score -620475.2 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11414 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -620716.187500 Penalty: 851.009521 Iteration 8Q: 3 clusters Score -620716.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11463 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -620777.375000 Penalty: 851.009521 Iteration 9Q: 3 clusters Score -620777.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11473 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -620799.312500 Penalty: 851.009521 Iteration 10Q: 3 clusters Score -620799.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11476 members Mstep: Class 2 contains 43 members Entering Unmasked Estep Score: -620806.312500 Penalty: 851.009521 Iteration 11Q: 3 clusters Score -620806.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11478 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -620808.750000 Penalty: 851.009521 Iteration 12Q: 3 clusters Score -620808.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11478 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -620815.250000 Penalty: 851.009521 Iteration 13Q: 3 clusters Score -620815.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11478 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -620820.000000 Penalty: 851.009521 Iteration 14Q: 3 clusters Score -620820 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11478 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -620826.812500 Penalty: 851.009521 Iteration 15Q: 3 clusters Score -620826.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11476 members Mstep: Class 2 contains 43 members Entering Unmasked Estep Score: -620834.000000 Penalty: 851.009521 Iteration 16Q: 3 clusters Score -620834 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11475 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -620834.750000 Penalty: 851.009521 Iteration 17Q: 3 clusters Score -620834.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11475 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -620834.750000 Penalty: 851.009521 Iteration 18F: 3 clusters Score -620834.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (1650 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Entering Unmasked Estep Score: -99698.218750 Penalty: 337.088135 Iteration 0F: 2 clusters Score -99698.22 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -98452.921875 Penalty: 674.176270 Iteration 0F: 3 clusters Score -98452.92 nChanged 680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -98834.953125 Penalty: 674.176270 Iteration 1F: 3 clusters Score -98834.95 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -98898.210938 Penalty: 674.176270 Iteration 2F: 3 clusters Score -98898.21 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -98935.062500 Penalty: 674.176270 Iteration 3F: 3 clusters Score -98935.06 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -98961.843750 Penalty: 674.176270 Iteration 4Q: 3 clusters Score -98961.84 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -98978.453125 Penalty: 674.176270 Iteration 5Q: 3 clusters Score -98978.45 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -98990.875000 Penalty: 674.176270 Iteration 6Q: 3 clusters Score -98990.88 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -99000.703125 Penalty: 674.176270 Iteration 7Q: 3 clusters Score -99000.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -99009.679688 Penalty: 674.176270 Iteration 8Q: 3 clusters Score -99009.68 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -99022.257812 Penalty: 674.176270 Iteration 9Q: 3 clusters Score -99022.26 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -99028.273438 Penalty: 674.176270 Iteration 10Q: 3 clusters Score -99028.27 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -99036.976562 Penalty: 674.176270 Iteration 11Q: 3 clusters Score -99036.98 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -99051.843750 Penalty: 674.176270 Iteration 12Q: 3 clusters Score -99051.84 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -99075.335938 Penalty: 674.176270 Iteration 13Q: 3 clusters Score -99075.34 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -99110.828125 Penalty: 674.176270 Iteration 14Q: 3 clusters Score -99110.83 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -99142.445312 Penalty: 674.176270 Iteration 15Q: 3 clusters Score -99142.45 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -99174.968750 Penalty: 674.176270 Iteration 16Q: 3 clusters Score -99174.97 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -99205.414062 Penalty: 674.176270 Iteration 17Q: 3 clusters Score -99205.41 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -99255.101562 Penalty: 674.176270 Iteration 18Q: 3 clusters Score -99255.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -99304.265625 Penalty: 674.176270 Iteration 19Q: 3 clusters Score -99304.27 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -99347.132812 Penalty: 674.176270 Iteration 20F: 3 clusters Score -99347.13 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -99374.843750 Penalty: 674.176270 Iteration 21Q: 3 clusters Score -99374.84 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -99386.523438 Penalty: 674.176270 Iteration 22Q: 3 clusters Score -99386.52 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -99397.132812 Penalty: 674.176270 Iteration 23Q: 3 clusters Score -99397.13 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -99403.273438 Penalty: 674.176270 Iteration 24Q: 3 clusters Score -99403.27 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -99408.734375 Penalty: 674.176270 Iteration 25Q: 3 clusters Score -99408.73 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -99414.218750 Penalty: 674.176270 Iteration 26Q: 3 clusters Score -99414.22 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -99419.570312 Penalty: 674.176270 Iteration 27Q: 3 clusters Score -99419.57 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -99425.796875 Penalty: 674.176270 Iteration 28Q: 3 clusters Score -99425.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -99431.609375 Penalty: 674.176270 Iteration 29Q: 3 clusters Score -99431.61 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -99439.164062 Penalty: 674.176270 Iteration 30Q: 3 clusters Score -99439.16 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -99443.242188 Penalty: 674.176270 Iteration 31Q: 3 clusters Score -99443.24 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -99445.820312 Penalty: 674.176270 Iteration 32Q: 3 clusters Score -99445.82 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -99447.164062 Penalty: 674.176270 Iteration 33Q: 3 clusters Score -99447.16 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -99448.609375 Penalty: 674.176270 Iteration 34Q: 3 clusters Score -99448.61 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -99449.429688 Penalty: 674.176270 Iteration 35Q: 3 clusters Score -99449.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -99450.367188 Penalty: 674.176270 Iteration 36Q: 3 clusters Score -99450.37 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -99451.164062 Penalty: 674.176270 Iteration 37Q: 3 clusters Score -99451.16 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -99451.656250 Penalty: 674.176270 Iteration 38Q: 3 clusters Score -99451.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -99452.070312 Penalty: 674.176270 Iteration 39Q: 3 clusters Score -99452.07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -99453.273438 Penalty: 674.176270 Iteration 40F: 3 clusters Score -99453.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -99453.968750 Penalty: 674.176270 Iteration 41Q: 3 clusters Score -99453.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -99453.968750 Penalty: 674.176270 Iteration 42F: 3 clusters Score -99453.97 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (407 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Entering Unmasked Estep Score: -14691.807617 Penalty: 273.401001 Iteration 0F: 2 clusters Score -14691.81 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -14312.666016 Penalty: 546.802002 Iteration 0F: 3 clusters Score -14312.67 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -14625.490234 Penalty: 546.802002 Iteration 1F: 3 clusters Score -14625.49 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -14742.996094 Penalty: 546.802002 Iteration 2F: 3 clusters Score -14743 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -14799.833984 Penalty: 546.802002 Iteration 3F: 3 clusters Score -14799.83 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -14856.264648 Penalty: 546.802002 Iteration 4F: 3 clusters Score -14856.26 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -14908.186523 Penalty: 546.802002 Iteration 5Q: 3 clusters Score -14908.19 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -14931.669922 Penalty: 546.802002 Iteration 6Q: 3 clusters Score -14931.67 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -14942.920898 Penalty: 546.802002 Iteration 7Q: 3 clusters Score -14942.92 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -14944.857422 Penalty: 546.802002 Iteration 8Q: 3 clusters Score -14944.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -14947.304688 Penalty: 546.802002 Iteration 9Q: 3 clusters Score -14947.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -14947.304688 Penalty: 546.802002 Iteration 10F: 3 clusters Score -14947.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 138 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 933 members Mstep: Class 6 contains 884 members Mstep: Class 7 contains 244 members Mstep: Class 8 contains 95408 members Mstep: Class 9 contains 17194 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 489 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 11519 members Mstep: Class 15 contains 1650 members Mstep: Class 16 contains 172 members Mstep: Class 17 contains 544 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 180 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 5755 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1125 members Mstep: Class 27 contains 329 members Mstep: Class 28 contains 96 members Mstep: Class 29 contains 235 members Entering Unmasked Estep Score: -7915983.000000 Penalty: 15679.488281 Splitting cluster 16 changes total score from -7915996.500000 to -7915983.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 17 (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: -27883.324219 Penalty: 286.602203 Iteration 0F: 2 clusters Score -27883.32 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -27367.712891 Penalty: 573.204407 Iteration 0F: 3 clusters Score -27367.71 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -27476.349609 Penalty: 573.204407 Iteration 1F: 3 clusters Score -27476.35 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -27508.646484 Penalty: 573.204407 Iteration 2F: 3 clusters Score -27508.65 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -27529.482422 Penalty: 573.204407 Iteration 3Q: 3 clusters Score -27529.48 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -27537.191406 Penalty: 573.204407 Iteration 4Q: 3 clusters Score -27537.19 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -27541.500000 Penalty: 573.204407 Iteration 5Q: 3 clusters Score -27541.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -27544.859375 Penalty: 573.204407 Iteration 6Q: 3 clusters Score -27544.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -27545.259766 Penalty: 573.204407 Iteration 7Q: 3 clusters Score -27545.26 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -27545.832031 Penalty: 573.204407 Iteration 8Q: 3 clusters Score -27545.83 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -27546.855469 Penalty: 573.204407 Iteration 9Q: 3 clusters Score -27546.86 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -27547.708984 Penalty: 573.204407 Iteration 10Q: 3 clusters Score -27547.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -27547.828125 Penalty: 573.204407 Iteration 11Q: 3 clusters Score -27547.83 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -27548.300781 Penalty: 573.204407 Iteration 12Q: 3 clusters Score -27548.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -27549.603516 Penalty: 573.204407 Iteration 13Q: 3 clusters Score -27549.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -27552.179688 Penalty: 573.204407 Iteration 14Q: 3 clusters Score -27552.18 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -27554.414062 Penalty: 573.204407 Iteration 15Q: 3 clusters Score -27554.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -27555.923828 Penalty: 573.204407 Iteration 16Q: 3 clusters Score -27555.92 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -27557.156250 Penalty: 573.204407 Iteration 17Q: 3 clusters Score -27557.16 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -27557.156250 Penalty: 573.204407 Iteration 18F: 3 clusters Score -27557.16 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (65 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Entering Unmasked Estep Score: -3049.034912 Penalty: 189.934631 Iteration 0F: 2 clusters Score -3049.035 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32 members Mstep: Class 2 contains 33 members Entering Unmasked Estep Score: -2863.743164 Penalty: 379.869263 Iteration 0F: 3 clusters Score -2863.743 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32 members Mstep: Class 2 contains 33 members Entering Unmasked Estep Score: -2892.868896 Penalty: 379.869263 Iteration 1F: 3 clusters Score -2892.869 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32 members Mstep: Class 2 contains 33 members Entering Unmasked Estep Score: -2940.242432 Penalty: 379.869263 Iteration 2F: 3 clusters Score -2940.242 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36 members Mstep: Class 2 contains 29 members Entering Unmasked Estep Score: -2962.054443 Penalty: 379.869263 Iteration 3F: 3 clusters Score -2962.054 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (180 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Entering Unmasked Estep Score: -8638.385742 Penalty: 236.279541 Iteration 0F: 2 clusters Score -8638.386 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 90 members Entering Unmasked Estep Score: -8392.217773 Penalty: 472.559082 Iteration 0F: 3 clusters Score -8392.218 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -8489.574219 Penalty: 472.559082 Iteration 1F: 3 clusters Score -8489.574 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -8576.301758 Penalty: 472.559082 Iteration 2F: 3 clusters Score -8576.302 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -8690.595703 Penalty: 472.559082 Iteration 3F: 3 clusters Score -8690.596 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -8702.719727 Penalty: 472.559082 Iteration 4Q: 3 clusters Score -8702.72 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -8710.221680 Penalty: 472.559082 Iteration 5Q: 3 clusters Score -8710.222 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -8715.865234 Penalty: 472.559082 Iteration 6Q: 3 clusters Score -8715.865 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -8717.274414 Penalty: 472.559082 Iteration 7Q: 3 clusters Score -8717.274 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -8717.274414 Penalty: 472.559082 Iteration 8F: 3 clusters Score -8717.274 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 138 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 933 members Mstep: Class 6 contains 884 members Mstep: Class 7 contains 244 members Mstep: Class 8 contains 95408 members Mstep: Class 9 contains 17194 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 489 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 11519 members Mstep: Class 15 contains 1650 members Mstep: Class 16 contains 407 members Mstep: Class 17 contains 544 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 123 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 5755 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1125 members Mstep: Class 27 contains 329 members Mstep: Class 28 contains 96 members Mstep: Class 29 contains 57 members Entering Unmasked Estep Score: -7915762.000000 Penalty: 15679.488281 Splitting cluster 19 changes total score from -7915996.500000 to -7915762.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 20 (77 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Entering Unmasked Estep Score: -2793.388184 Penalty: 197.643143 Iteration 0F: 2 clusters Score -2793.388 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 32 members Entering Unmasked Estep Score: -2628.097412 Penalty: 395.286285 Iteration 0F: 3 clusters Score -2628.097 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 27 members Entering Unmasked Estep Score: -2687.967773 Penalty: 395.286285 Iteration 1F: 3 clusters Score -2687.968 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 26 members Entering Unmasked Estep Score: -2704.610107 Penalty: 395.286285 Iteration 2Q: 3 clusters Score -2704.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 26 members Entering Unmasked Estep Score: -2704.610107 Penalty: 395.286285 Iteration 3F: 3 clusters Score -2704.61 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (166 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Entering Unmasked Estep Score: -8507.945312 Penalty: 232.595428 Iteration 0F: 2 clusters Score -8507.945 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -8244.794922 Penalty: 465.190857 Iteration 0F: 3 clusters Score -8244.795 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -8322.358398 Penalty: 465.190857 Iteration 1F: 3 clusters Score -8322.358 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -8336.335938 Penalty: 465.190857 Iteration 2F: 3 clusters Score -8336.336 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -8338.477539 Penalty: 465.190857 Iteration 3Q: 3 clusters Score -8338.478 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -8339.694336 Penalty: 465.190857 Iteration 4Q: 3 clusters Score -8339.694 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -8339.694336 Penalty: 465.190857 Iteration 5F: 3 clusters Score -8339.694 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (5755 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5755 members Entering Unmasked Estep Score: -348833.750000 Penalty: 393.931030 Iteration 0F: 2 clusters Score -348833.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2879 members Mstep: Class 2 contains 2876 members Entering Unmasked Estep Score: -344935.218750 Penalty: 787.862061 Iteration 0F: 3 clusters Score -344935.2 nChanged 2569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3094 members Mstep: Class 2 contains 2661 members Entering Unmasked Estep Score: -346496.875000 Penalty: 787.862061 Iteration 1F: 3 clusters Score -346496.9 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3194 members Mstep: Class 2 contains 2561 members Entering Unmasked Estep Score: -346679.406250 Penalty: 787.862061 Iteration 2F: 3 clusters Score -346679.4 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3338 members Mstep: Class 2 contains 2417 members Entering Unmasked Estep Score: -346921.156250 Penalty: 787.862061 Iteration 3F: 3 clusters Score -346921.2 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3478 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -347238.187500 Penalty: 787.862061 Iteration 4F: 3 clusters Score -347238.2 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3620 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -347616.625000 Penalty: 787.862061 Iteration 5F: 3 clusters Score -347616.6 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3730 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -347963.625000 Penalty: 787.862061 Iteration 6F: 3 clusters Score -347963.6 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3787 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -348169.656250 Penalty: 787.862061 Iteration 7Q: 3 clusters Score -348169.7 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3830 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -348266.750000 Penalty: 787.862061 Iteration 8Q: 3 clusters Score -348266.8 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3868 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -348310.375000 Penalty: 787.862061 Iteration 9Q: 3 clusters Score -348310.4 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3905 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -348335.406250 Penalty: 787.862061 Iteration 10Q: 3 clusters Score -348335.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3941 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -348347.718750 Penalty: 787.862061 Iteration 11Q: 3 clusters Score -348347.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3971 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -348354.968750 Penalty: 787.862061 Iteration 12Q: 3 clusters Score -348355 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4006 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -348364.875000 Penalty: 787.862061 Iteration 13Q: 3 clusters Score -348364.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4042 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -348376.187500 Penalty: 787.862061 Iteration 14Q: 3 clusters Score -348376.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4070 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -348384.656250 Penalty: 787.862061 Iteration 15Q: 3 clusters Score -348384.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4097 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -348393.843750 Penalty: 787.862061 Iteration 16Q: 3 clusters Score -348393.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4127 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -348405.406250 Penalty: 787.862061 Iteration 17Q: 3 clusters Score -348405.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4170 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -348424.937500 Penalty: 787.862061 Iteration 18Q: 3 clusters Score -348424.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4218 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -348448.156250 Penalty: 787.862061 Iteration 19Q: 3 clusters Score -348448.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -348481.687500 Penalty: 787.862061 Iteration 20F: 3 clusters Score -348481.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4317 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -348518.468750 Penalty: 787.862061 Iteration 21Q: 3 clusters Score -348518.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4370 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -348541.968750 Penalty: 787.862061 Iteration 22Q: 3 clusters Score -348542 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4411 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -348559.218750 Penalty: 787.862061 Iteration 23Q: 3 clusters Score -348559.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4447 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -348571.250000 Penalty: 787.862061 Iteration 24Q: 3 clusters Score -348571.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4489 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -348587.812500 Penalty: 787.862061 Iteration 25Q: 3 clusters Score -348587.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4538 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -348603.906250 Penalty: 787.862061 Iteration 26Q: 3 clusters Score -348603.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4582 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -348618.062500 Penalty: 787.862061 Iteration 27Q: 3 clusters Score -348618.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4609 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -348624.437500 Penalty: 787.862061 Iteration 28Q: 3 clusters Score -348624.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4629 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -348627.593750 Penalty: 787.862061 Iteration 29Q: 3 clusters Score -348627.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4645 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -348628.875000 Penalty: 787.862061 Iteration 30Q: 3 clusters Score -348628.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4654 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -348631.281250 Penalty: 787.862061 Iteration 31Q: 3 clusters Score -348631.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4661 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -348631.781250 Penalty: 787.862061 Iteration 32Q: 3 clusters Score -348631.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4670 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -348632.750000 Penalty: 787.862061 Iteration 33Q: 3 clusters Score -348632.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4675 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -348633.531250 Penalty: 787.862061 Iteration 34Q: 3 clusters Score -348633.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4681 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -348633.812500 Penalty: 787.862061 Iteration 35Q: 3 clusters Score -348633.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4686 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -348635.062500 Penalty: 787.862061 Iteration 36Q: 3 clusters Score -348635.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4692 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -348636.406250 Penalty: 787.862061 Iteration 37Q: 3 clusters Score -348636.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4702 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -348639.593750 Penalty: 787.862061 Iteration 38Q: 3 clusters Score -348639.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4715 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -348643.093750 Penalty: 787.862061 Iteration 39Q: 3 clusters Score -348643.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4721 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -348643.375000 Penalty: 787.862061 Iteration 40F: 3 clusters Score -348643.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4725 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -348644.250000 Penalty: 787.862061 Iteration 41Q: 3 clusters Score -348644.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4729 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -348644.312500 Penalty: 787.862061 Iteration 42Q: 3 clusters Score -348644.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4731 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -348644.968750 Penalty: 787.862061 Iteration 43Q: 3 clusters Score -348645 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4733 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -348645.406250 Penalty: 787.862061 Iteration 44Q: 3 clusters Score -348645.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4737 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -348645.812500 Penalty: 787.862061 Iteration 45Q: 3 clusters Score -348645.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4742 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -348646.625000 Penalty: 787.862061 Iteration 46Q: 3 clusters Score -348646.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4752 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -348649.687500 Penalty: 787.862061 Iteration 47Q: 3 clusters Score -348649.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4763 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -348652.906250 Penalty: 787.862061 Iteration 48Q: 3 clusters Score -348652.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4769 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -348654.625000 Penalty: 787.862061 Iteration 49Q: 3 clusters Score -348654.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4775 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -348655.875000 Penalty: 787.862061 Iteration 50Q: 3 clusters Score -348655.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4780 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -348655.656250 Penalty: 787.862061 Iteration 51Q: 3 clusters Score -348655.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4782 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -348656.187500 Penalty: 787.862061 Iteration 52Q: 3 clusters Score -348656.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4783 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -348656.437500 Penalty: 787.862061 Iteration 53Q: 3 clusters Score -348656.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4785 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -348655.812500 Penalty: 787.862061 Iteration 54Q: 3 clusters Score -348655.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4787 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -348656.250000 Penalty: 787.862061 Iteration 55Q: 3 clusters Score -348656.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4789 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -348656.781250 Penalty: 787.862061 Iteration 56Q: 3 clusters Score -348656.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4791 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -348657.031250 Penalty: 787.862061 Iteration 57Q: 3 clusters Score -348657 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4792 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -348656.625000 Penalty: 787.862061 Iteration 58Q: 3 clusters Score -348656.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4792 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -348656.625000 Penalty: 787.862061 Iteration 59F: 3 clusters Score -348656.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (1609 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Entering Unmasked Estep Score: -87774.156250 Penalty: 335.943237 Iteration 0F: 2 clusters Score -87774.16 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -86558.343750 Penalty: 671.886475 Iteration 0F: 3 clusters Score -86558.34 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -86923.210938 Penalty: 671.886475 Iteration 1F: 3 clusters Score -86923.21 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -86995.109375 Penalty: 671.886475 Iteration 2F: 3 clusters Score -86995.11 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -87075.320312 Penalty: 671.886475 Iteration 3F: 3 clusters Score -87075.32 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -87165.796875 Penalty: 671.886475 Iteration 4F: 3 clusters Score -87165.8 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -87296.203125 Penalty: 671.886475 Iteration 5F: 3 clusters Score -87296.2 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -87483.570312 Penalty: 671.886475 Iteration 6F: 3 clusters Score -87483.57 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -87610.226562 Penalty: 671.886475 Iteration 7Q: 3 clusters Score -87610.23 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -87667.453125 Penalty: 671.886475 Iteration 8Q: 3 clusters Score -87667.45 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -87701.007812 Penalty: 671.886475 Iteration 9Q: 3 clusters Score -87701.01 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -87718.351562 Penalty: 671.886475 Iteration 10Q: 3 clusters Score -87718.35 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -87729.992188 Penalty: 671.886475 Iteration 11Q: 3 clusters Score -87729.99 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -87736.039062 Penalty: 671.886475 Iteration 12Q: 3 clusters Score -87736.04 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -87740.398438 Penalty: 671.886475 Iteration 13Q: 3 clusters Score -87740.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -87742.007812 Penalty: 671.886475 Iteration 14Q: 3 clusters Score -87742.01 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -87742.445312 Penalty: 671.886475 Iteration 15Q: 3 clusters Score -87742.45 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -87743.460938 Penalty: 671.886475 Iteration 16Q: 3 clusters Score -87743.46 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -87744.742188 Penalty: 671.886475 Iteration 17Q: 3 clusters Score -87744.74 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -87746.289062 Penalty: 671.886475 Iteration 18Q: 3 clusters Score -87746.29 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -87747.203125 Penalty: 671.886475 Iteration 19Q: 3 clusters Score -87747.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -87748.156250 Penalty: 671.886475 Iteration 20F: 3 clusters Score -87748.16 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -87749.460938 Penalty: 671.886475 Iteration 21Q: 3 clusters Score -87749.46 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -87749.523438 Penalty: 671.886475 Iteration 22Q: 3 clusters Score -87749.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -87749.882812 Penalty: 671.886475 Iteration 23Q: 3 clusters Score -87749.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -87749.882812 Penalty: 671.886475 Iteration 24F: 3 clusters Score -87749.88 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (221 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Entering Unmasked Estep Score: -10193.384766 Penalty: 245.616409 Iteration 0F: 2 clusters Score -10193.38 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -9899.056641 Penalty: 491.232819 Iteration 0F: 3 clusters Score -9899.057 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -9972.246094 Penalty: 491.232819 Iteration 1F: 3 clusters Score -9972.246 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -9991.261719 Penalty: 491.232819 Iteration 2F: 3 clusters Score -9991.262 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -10015.741211 Penalty: 491.232819 Iteration 3F: 3 clusters Score -10015.74 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -10048.384766 Penalty: 491.232819 Iteration 4Q: 3 clusters Score -10048.38 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -10074.203125 Penalty: 491.232819 Iteration 5Q: 3 clusters Score -10074.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -10080.995117 Penalty: 491.232819 Iteration 6Q: 3 clusters Score -10081 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -10083.284180 Penalty: 491.232819 Iteration 7Q: 3 clusters Score -10083.28 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -10083.284180 Penalty: 491.232819 Iteration 8F: 3 clusters Score -10083.28 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (95 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Entering Unmasked Estep Score: -4666.035645 Penalty: 207.201401 Iteration 0F: 2 clusters Score -4666.036 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -4467.363770 Penalty: 414.402802 Iteration 0F: 3 clusters Score -4467.364 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -4509.783203 Penalty: 414.402802 Iteration 1F: 3 clusters Score -4509.783 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -4512.734863 Penalty: 414.402802 Iteration 2Q: 3 clusters Score -4512.735 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -4512.734863 Penalty: 414.402802 Iteration 3F: 3 clusters Score -4512.735 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (1125 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Entering Unmasked Estep Score: -68401.523438 Penalty: 319.661987 Iteration 0F: 2 clusters Score -68401.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -67502.859375 Penalty: 639.323975 Iteration 0F: 3 clusters Score -67502.86 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -67749.632812 Penalty: 639.323975 Iteration 1F: 3 clusters Score -67749.63 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -67791.875000 Penalty: 639.323975 Iteration 2F: 3 clusters Score -67791.88 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -67824.546875 Penalty: 639.323975 Iteration 3Q: 3 clusters Score -67824.55 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -67858.140625 Penalty: 639.323975 Iteration 4Q: 3 clusters Score -67858.14 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -67881.015625 Penalty: 639.323975 Iteration 5Q: 3 clusters Score -67881.02 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -67894.523438 Penalty: 639.323975 Iteration 6Q: 3 clusters Score -67894.52 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -67907.648438 Penalty: 639.323975 Iteration 7Q: 3 clusters Score -67907.65 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -67920.742188 Penalty: 639.323975 Iteration 8Q: 3 clusters Score -67920.74 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -67931.710938 Penalty: 639.323975 Iteration 9Q: 3 clusters Score -67931.71 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -67946.414062 Penalty: 639.323975 Iteration 10Q: 3 clusters Score -67946.41 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -67963.507812 Penalty: 639.323975 Iteration 11Q: 3 clusters Score -67963.51 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -67972.929688 Penalty: 639.323975 Iteration 12Q: 3 clusters Score -67972.93 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -67980.710938 Penalty: 639.323975 Iteration 13Q: 3 clusters Score -67980.71 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -67989.195312 Penalty: 639.323975 Iteration 14Q: 3 clusters Score -67989.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -67998.835938 Penalty: 639.323975 Iteration 15Q: 3 clusters Score -67998.84 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -68007.453125 Penalty: 639.323975 Iteration 16Q: 3 clusters Score -68007.45 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -68016.328125 Penalty: 639.323975 Iteration 17Q: 3 clusters Score -68016.33 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -68022.335938 Penalty: 639.323975 Iteration 18Q: 3 clusters Score -68022.34 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -68025.843750 Penalty: 639.323975 Iteration 19Q: 3 clusters Score -68025.84 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -68027.953125 Penalty: 639.323975 Iteration 20F: 3 clusters Score -68027.95 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -68029.304688 Penalty: 639.323975 Iteration 21Q: 3 clusters Score -68029.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -68030.484375 Penalty: 639.323975 Iteration 22Q: 3 clusters Score -68030.48 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -68032.031250 Penalty: 639.323975 Iteration 23Q: 3 clusters Score -68032.03 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -68035.414062 Penalty: 639.323975 Iteration 24Q: 3 clusters Score -68035.41 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -68040.851562 Penalty: 639.323975 Iteration 25Q: 3 clusters Score -68040.85 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -68047.226562 Penalty: 639.323975 Iteration 26Q: 3 clusters Score -68047.23 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -68055.812500 Penalty: 639.323975 Iteration 27Q: 3 clusters Score -68055.81 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -68061.109375 Penalty: 639.323975 Iteration 28Q: 3 clusters Score -68061.11 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -68062.742188 Penalty: 639.323975 Iteration 29Q: 3 clusters Score -68062.74 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -68063.531250 Penalty: 639.323975 Iteration 30Q: 3 clusters Score -68063.53 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -68063.921875 Penalty: 639.323975 Iteration 31Q: 3 clusters Score -68063.92 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -68064.296875 Penalty: 639.323975 Iteration 32Q: 3 clusters Score -68064.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -68064.554688 Penalty: 639.323975 Iteration 33Q: 3 clusters Score -68064.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -68064.867188 Penalty: 639.323975 Iteration 34Q: 3 clusters Score -68064.87 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -68065.007812 Penalty: 639.323975 Iteration 35Q: 3 clusters Score -68065.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -68065.007812 Penalty: 639.323975 Iteration 36F: 3 clusters Score -68065.01 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (329 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Entering Unmasked Estep Score: -13972.208984 Penalty: 263.720612 Iteration 0F: 2 clusters Score -13972.21 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 163 members Entering Unmasked Estep Score: -13606.769531 Penalty: 527.441223 Iteration 0F: 3 clusters Score -13606.77 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -13718.584961 Penalty: 527.441223 Iteration 1F: 3 clusters Score -13718.58 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -13760.021484 Penalty: 527.441223 Iteration 2F: 3 clusters Score -13760.02 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -13852.752930 Penalty: 527.441223 Iteration 3F: 3 clusters Score -13852.75 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -13946.152344 Penalty: 527.441223 Iteration 4F: 3 clusters Score -13946.15 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -14016.667969 Penalty: 527.441223 Iteration 5F: 3 clusters Score -14016.67 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -14029.999023 Penalty: 527.441223 Iteration 6Q: 3 clusters Score -14030 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -14036.499023 Penalty: 527.441223 Iteration 7Q: 3 clusters Score -14036.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -14055.300781 Penalty: 527.441223 Iteration 8Q: 3 clusters Score -14055.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -14056.773438 Penalty: 527.441223 Iteration 9Q: 3 clusters Score -14056.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -14057.712891 Penalty: 527.441223 Iteration 10Q: 3 clusters Score -14057.71 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -14057.712891 Penalty: 527.441223 Iteration 11F: 3 clusters Score -14057.71 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 138 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 933 members Mstep: Class 6 contains 884 members Mstep: Class 7 contains 244 members Mstep: Class 8 contains 95408 members Mstep: Class 9 contains 17194 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 489 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 11519 members Mstep: Class 15 contains 1650 members Mstep: Class 16 contains 407 members Mstep: Class 17 contains 544 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 180 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 5755 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1125 members Mstep: Class 27 contains 230 members Mstep: Class 28 contains 96 members Mstep: Class 29 contains 99 members Entering Unmasked Estep Score: -7915800.000000 Penalty: 15679.488281 Splitting cluster 27 changes total score from -7915996.500000 to -7915800.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 28 (96 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Entering Unmasked Estep Score: -4112.717285 Penalty: 207.677841 Iteration 0F: 2 clusters Score -4112.717 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -3929.300781 Penalty: 415.355682 Iteration 0F: 3 clusters Score -3929.301 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 42 members Entering Unmasked Estep Score: -3975.921875 Penalty: 415.355682 Iteration 1F: 3 clusters Score -3975.922 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 40 members Entering Unmasked Estep Score: -3993.087402 Penalty: 415.355682 Iteration 2Q: 3 clusters Score -3993.087 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -3996.316895 Penalty: 415.355682 Iteration 3Q: 3 clusters Score -3996.317 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -3996.316895 Penalty: 415.355682 Iteration 4F: 3 clusters Score -3996.317 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 138 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 933 members Mstep: Class 6 contains 884 members Mstep: Class 7 contains 244 members Mstep: Class 8 contains 95408 members Mstep: Class 9 contains 17194 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 489 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 11519 members Mstep: Class 15 contains 1650 members Mstep: Class 16 contains 407 members Mstep: Class 17 contains 544 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 180 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 5755 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1125 members Mstep: Class 27 contains 329 members Mstep: Class 28 contains 96 members Entering Unmasked Estep ConsiderDeletion Score: -7915991.000000 Penalty: 15138.816406 Iteration 159Q: 29 clusters Score -7915991 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 138 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 933 members Mstep: Class 6 contains 884 members Mstep: Class 7 contains 244 members Mstep: Class 8 contains 95401 members Mstep: Class 9 contains 17201 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 489 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 11515 members Mstep: Class 15 contains 1651 members Mstep: Class 16 contains 407 members Mstep: Class 17 contains 544 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 180 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 5758 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1125 members Mstep: Class 27 contains 329 members Mstep: Class 28 contains 96 members Entering Unmasked Estep ConsiderDeletion Score: -7915999.000000 Penalty: 15138.816406 Iteration 160F: 29 clusters Score -7915999 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 138 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 932 members Mstep: Class 6 contains 884 members Mstep: Class 7 contains 244 members Mstep: Class 8 contains 95395 members Mstep: Class 9 contains 17212 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 489 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 11507 members Mstep: Class 15 contains 1652 members Mstep: Class 16 contains 407 members Mstep: Class 17 contains 544 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 180 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 5761 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1125 members Mstep: Class 27 contains 329 members Mstep: Class 28 contains 96 members Entering Unmasked Estep ConsiderDeletion Score: -7915996.500000 Penalty: 15138.816406 Iteration 161Q: 29 clusters Score -7915996 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 138 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 932 members Mstep: Class 6 contains 884 members Mstep: Class 7 contains 244 members Mstep: Class 8 contains 95384 members Mstep: Class 9 contains 17218 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 489 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 11504 members Mstep: Class 15 contains 1653 members Mstep: Class 16 contains 407 members Mstep: Class 17 contains 544 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 180 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 5768 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1125 members Mstep: Class 27 contains 329 members Mstep: Class 28 contains 96 members Entering Unmasked Estep ConsiderDeletion Score: -7915994.500000 Penalty: 15138.816406 Iteration 162Q: 29 clusters Score -7915994 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 138 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 932 members Mstep: Class 6 contains 884 members Mstep: Class 7 contains 244 members Mstep: Class 8 contains 95379 members Mstep: Class 9 contains 17219 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 489 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 11503 members Mstep: Class 15 contains 1653 members Mstep: Class 16 contains 407 members Mstep: Class 17 contains 544 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 180 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 5773 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1125 members Mstep: Class 27 contains 329 members Mstep: Class 28 contains 96 members Entering Unmasked Estep ConsiderDeletion Score: -7915992.500000 Penalty: 15138.816406 Iteration 163Q: 29 clusters Score -7915992 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 138 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 932 members Mstep: Class 6 contains 884 members Mstep: Class 7 contains 244 members Mstep: Class 8 contains 95373 members Mstep: Class 9 contains 17227 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 489 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 11501 members Mstep: Class 15 contains 1653 members Mstep: Class 16 contains 407 members Mstep: Class 17 contains 544 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 180 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 5773 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1125 members Mstep: Class 27 contains 329 members Mstep: Class 28 contains 96 members Entering Unmasked Estep ConsiderDeletion Score: -7915998.500000 Penalty: 15138.816406 Iteration 164Q: 29 clusters Score -7915998 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 138 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 932 members Mstep: Class 6 contains 884 members Mstep: Class 7 contains 244 members Mstep: Class 8 contains 95371 members Mstep: Class 9 contains 17232 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 489 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 11499 members Mstep: Class 15 contains 1653 members Mstep: Class 16 contains 407 members Mstep: Class 17 contains 544 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 180 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 5772 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1125 members Mstep: Class 27 contains 329 members Mstep: Class 28 contains 96 members Entering Unmasked Estep ConsiderDeletion Score: -7916002.500000 Penalty: 15138.816406 Iteration 165Q: 29 clusters Score -7916002 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 138 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 932 members Mstep: Class 6 contains 884 members Mstep: Class 7 contains 244 members Mstep: Class 8 contains 95368 members Mstep: Class 9 contains 17236 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 489 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 11498 members Mstep: Class 15 contains 1653 members Mstep: Class 16 contains 407 members Mstep: Class 17 contains 544 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 180 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 5772 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1125 members Mstep: Class 27 contains 329 members Mstep: Class 28 contains 96 members Entering Unmasked Estep ConsiderDeletion Score: -7916003.000000 Penalty: 15138.816406 Iteration 166Q: 29 clusters Score -7916003 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 138 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 932 members Mstep: Class 6 contains 884 members Mstep: Class 7 contains 244 members Mstep: Class 8 contains 95367 members Mstep: Class 9 contains 17238 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 489 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 11497 members Mstep: Class 15 contains 1653 members Mstep: Class 16 contains 407 members Mstep: Class 17 contains 544 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 180 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 5772 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1125 members Mstep: Class 27 contains 329 members Mstep: Class 28 contains 96 members Entering Unmasked Estep ConsiderDeletion Score: -7915999.000000 Penalty: 15138.816406 Iteration 167Q: 29 clusters Score -7915999 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 138 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 932 members Mstep: Class 6 contains 884 members Mstep: Class 7 contains 244 members Mstep: Class 8 contains 95365 members Mstep: Class 9 contains 17240 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 489 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 11497 members Mstep: Class 15 contains 1653 members Mstep: Class 16 contains 407 members Mstep: Class 17 contains 544 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 180 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 5772 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1125 members Mstep: Class 27 contains 329 members Mstep: Class 28 contains 96 members Entering Unmasked Estep ConsiderDeletion Score: -7916000.500000 Penalty: 15138.816406 Iteration 168Q: 29 clusters Score -7916000 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 138 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 932 members Mstep: Class 6 contains 884 members Mstep: Class 7 contains 244 members Mstep: Class 8 contains 95364 members Mstep: Class 9 contains 17241 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 489 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 11497 members Mstep: Class 15 contains 1653 members Mstep: Class 16 contains 407 members Mstep: Class 17 contains 544 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 180 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 5772 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1125 members Mstep: Class 27 contains 329 members Mstep: Class 28 contains 96 members Entering Unmasked Estep ConsiderDeletion Score: -7916003.500000 Penalty: 15138.816406 Iteration 169Q: 29 clusters Score -7916004 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 138 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 932 members Mstep: Class 6 contains 884 members Mstep: Class 7 contains 244 members Mstep: Class 8 contains 95364 members Mstep: Class 9 contains 17241 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 489 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 11497 members Mstep: Class 15 contains 1653 members Mstep: Class 16 contains 407 members Mstep: Class 17 contains 544 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 180 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 5772 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1125 members Mstep: Class 27 contains 329 members Mstep: Class 28 contains 96 members Entering Unmasked Estep ConsiderDeletion Score: -7916003.500000 Penalty: 15138.816406 Iteration 170F: 29 clusters Score -7916004 nChanged 0 Entering ConstructFrom: Score: -7916003.500000 Penalty: 15138.816406 Entering ConstructFrom: Trying to split cluster 1 (1158 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Entering Unmasked Estep Score: -63113.253906 Penalty: 320.977448 Iteration 0F: 2 clusters Score -63113.25 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -62220.808594 Penalty: 641.954895 Iteration 0F: 3 clusters Score -62220.81 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -62576.382812 Penalty: 641.954895 Iteration 1F: 3 clusters Score -62576.38 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -62691.222656 Penalty: 641.954895 Iteration 2F: 3 clusters Score -62691.22 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -62775.843750 Penalty: 641.954895 Iteration 3F: 3 clusters Score -62775.84 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -62844.496094 Penalty: 641.954895 Iteration 4F: 3 clusters Score -62844.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -62899.695312 Penalty: 641.954895 Iteration 5F: 3 clusters Score -62899.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -62935.468750 Penalty: 641.954895 Iteration 6Q: 3 clusters Score -62935.47 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -62973.234375 Penalty: 641.954895 Iteration 7Q: 3 clusters Score -62973.23 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -63007.980469 Penalty: 641.954895 Iteration 8Q: 3 clusters Score -63007.98 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -63035.730469 Penalty: 641.954895 Iteration 9Q: 3 clusters Score -63035.73 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -63050.160156 Penalty: 641.954895 Iteration 10Q: 3 clusters Score -63050.16 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -63058.890625 Penalty: 641.954895 Iteration 11Q: 3 clusters Score -63058.89 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -63064.195312 Penalty: 641.954895 Iteration 12Q: 3 clusters Score -63064.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -63071.582031 Penalty: 641.954895 Iteration 13Q: 3 clusters Score -63071.58 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -63073.476562 Penalty: 641.954895 Iteration 14Q: 3 clusters Score -63073.48 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -63076.292969 Penalty: 641.954895 Iteration 15Q: 3 clusters Score -63076.29 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -63078.464844 Penalty: 641.954895 Iteration 16Q: 3 clusters Score -63078.46 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -63079.148438 Penalty: 641.954895 Iteration 17Q: 3 clusters Score -63079.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -63079.148438 Penalty: 641.954895 Iteration 18F: 3 clusters Score -63079.15 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (219 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Entering Unmasked Estep Score: -11029.743164 Penalty: 245.202774 Iteration 0F: 2 clusters Score -11029.74 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 108 members Entering Unmasked Estep Score: -10716.765625 Penalty: 490.405548 Iteration 0F: 3 clusters Score -10716.77 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -10794.625977 Penalty: 490.405548 Iteration 1F: 3 clusters Score -10794.63 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -10817.604492 Penalty: 490.405548 Iteration 2F: 3 clusters Score -10817.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -10820.764648 Penalty: 490.405548 Iteration 3Q: 3 clusters Score -10820.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -10822.142578 Penalty: 490.405548 Iteration 4Q: 3 clusters Score -10822.14 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -10823.463867 Penalty: 490.405548 Iteration 5Q: 3 clusters Score -10823.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -10824.226562 Penalty: 490.405548 Iteration 6Q: 3 clusters Score -10824.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -10824.746094 Penalty: 490.405548 Iteration 7Q: 3 clusters Score -10824.75 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -10824.746094 Penalty: 490.405548 Iteration 8F: 3 clusters Score -10824.75 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (138 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Entering Unmasked Estep Score: -6224.126953 Penalty: 224.190048 Iteration 0F: 2 clusters Score -6224.127 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -6024.980957 Penalty: 448.380096 Iteration 0F: 3 clusters Score -6024.981 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -6119.198242 Penalty: 448.380096 Iteration 1F: 3 clusters Score -6119.198 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -6141.049805 Penalty: 448.380096 Iteration 2F: 3 clusters Score -6141.05 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 36 members Entering Unmasked Estep Score: -6160.678223 Penalty: 448.380096 Iteration 3Q: 3 clusters Score -6160.678 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 34 members Entering Unmasked Estep Score: -6164.735840 Penalty: 448.380096 Iteration 4Q: 3 clusters Score -6164.736 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 34 members Entering Unmasked Estep Score: -6164.735840 Penalty: 448.380096 Iteration 5F: 3 clusters Score -6164.736 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (428 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Entering Unmasked Estep Score: -22601.269531 Penalty: 275.690094 Iteration 0F: 2 clusters Score -22601.27 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -22162.265625 Penalty: 551.380188 Iteration 0F: 3 clusters Score -22162.27 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -22277.314453 Penalty: 551.380188 Iteration 1F: 3 clusters Score -22277.31 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -22308.482422 Penalty: 551.380188 Iteration 2F: 3 clusters Score -22308.48 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -22334.164062 Penalty: 551.380188 Iteration 3Q: 3 clusters Score -22334.16 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -22371.810547 Penalty: 551.380188 Iteration 4Q: 3 clusters Score -22371.81 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -22413.857422 Penalty: 551.380188 Iteration 5Q: 3 clusters Score -22413.86 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -22450.388672 Penalty: 551.380188 Iteration 6Q: 3 clusters Score -22450.39 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -22490.765625 Penalty: 551.380188 Iteration 7Q: 3 clusters Score -22490.77 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -22538.935547 Penalty: 551.380188 Iteration 8F: 3 clusters Score -22538.94 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -22584.384766 Penalty: 551.380188 Iteration 9F: 3 clusters Score -22584.38 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -22633.601562 Penalty: 551.380188 Iteration 10Q: 3 clusters Score -22633.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -22717.000000 Penalty: 551.380188 Iteration 11Q: 3 clusters Score -22717 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -22743.134766 Penalty: 551.380188 Iteration 12Q: 3 clusters Score -22743.13 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -22756.742188 Penalty: 551.380188 Iteration 13Q: 3 clusters Score -22756.74 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -22786.210938 Penalty: 551.380188 Iteration 14Q: 3 clusters Score -22786.21 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -22807.804688 Penalty: 551.380188 Iteration 15Q: 3 clusters Score -22807.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -22821.869141 Penalty: 551.380188 Iteration 16Q: 3 clusters Score -22821.87 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -22822.533203 Penalty: 551.380188 Iteration 17Q: 3 clusters Score -22822.53 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -22822.533203 Penalty: 551.380188 Iteration 18F: 3 clusters Score -22822.53 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 138 members Mstep: Class 4 contains 242 members Mstep: Class 5 contains 932 members Mstep: Class 6 contains 884 members Mstep: Class 7 contains 244 members Mstep: Class 8 contains 95364 members Mstep: Class 9 contains 17241 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 489 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 11497 members Mstep: Class 15 contains 1653 members Mstep: Class 16 contains 407 members Mstep: Class 17 contains 544 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 180 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 5772 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1125 members Mstep: Class 27 contains 329 members Mstep: Class 28 contains 96 members Mstep: Class 29 contains 186 members Entering Unmasked Estep Score: -7915962.500000 Penalty: 15679.488281 Splitting cluster 4 changes total score from -7916003.500000 to -7915962.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 5 (932 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Entering Unmasked Estep Score: -54917.902344 Penalty: 311.098633 Iteration 0F: 2 clusters Score -54917.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -54165.324219 Penalty: 622.197266 Iteration 0F: 3 clusters Score -54165.32 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -54376.640625 Penalty: 622.197266 Iteration 1F: 3 clusters Score -54376.64 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -54410.304688 Penalty: 622.197266 Iteration 2F: 3 clusters Score -54410.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -54444.402344 Penalty: 622.197266 Iteration 3Q: 3 clusters Score -54444.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -54484.632812 Penalty: 622.197266 Iteration 4F: 3 clusters Score -54484.63 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -54524.019531 Penalty: 622.197266 Iteration 5F: 3 clusters Score -54524.02 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -54557.917969 Penalty: 622.197266 Iteration 6Q: 3 clusters Score -54557.92 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -54585.875000 Penalty: 622.197266 Iteration 7Q: 3 clusters Score -54585.88 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -54621.429688 Penalty: 622.197266 Iteration 8Q: 3 clusters Score -54621.43 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -54642.472656 Penalty: 622.197266 Iteration 9Q: 3 clusters Score -54642.47 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -54660.203125 Penalty: 622.197266 Iteration 10Q: 3 clusters Score -54660.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -54672.121094 Penalty: 622.197266 Iteration 11Q: 3 clusters Score -54672.12 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -54678.011719 Penalty: 622.197266 Iteration 12Q: 3 clusters Score -54678.01 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -54684.390625 Penalty: 622.197266 Iteration 13Q: 3 clusters Score -54684.39 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -54689.851562 Penalty: 622.197266 Iteration 14Q: 3 clusters Score -54689.85 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -54695.886719 Penalty: 622.197266 Iteration 15Q: 3 clusters Score -54695.89 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -54708.898438 Penalty: 622.197266 Iteration 16Q: 3 clusters Score -54708.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -54720.195312 Penalty: 622.197266 Iteration 17Q: 3 clusters Score -54720.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -54726.398438 Penalty: 622.197266 Iteration 18Q: 3 clusters Score -54726.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -54729.515625 Penalty: 622.197266 Iteration 19Q: 3 clusters Score -54729.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -54730.269531 Penalty: 622.197266 Iteration 20F: 3 clusters Score -54730.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -54730.695312 Penalty: 622.197266 Iteration 21Q: 3 clusters Score -54730.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -54732.023438 Penalty: 622.197266 Iteration 22Q: 3 clusters Score -54732.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -54732.023438 Penalty: 622.197266 Iteration 23F: 3 clusters Score -54732.02 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (884 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Entering Unmasked Estep Score: -45624.832031 Penalty: 308.692810 Iteration 0F: 2 clusters Score -45624.83 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -44910.992188 Penalty: 617.385620 Iteration 0F: 3 clusters Score -44910.99 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -45116.929688 Penalty: 617.385620 Iteration 1F: 3 clusters Score -45116.93 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -45161.304688 Penalty: 617.385620 Iteration 2F: 3 clusters Score -45161.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -45193.058594 Penalty: 617.385620 Iteration 3Q: 3 clusters Score -45193.06 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -45218.808594 Penalty: 617.385620 Iteration 4Q: 3 clusters Score -45218.81 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -45242.628906 Penalty: 617.385620 Iteration 5Q: 3 clusters Score -45242.63 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -45266.902344 Penalty: 617.385620 Iteration 6Q: 3 clusters Score -45266.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -45285.472656 Penalty: 617.385620 Iteration 7Q: 3 clusters Score -45285.47 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -45320.257812 Penalty: 617.385620 Iteration 8Q: 3 clusters Score -45320.26 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -45352.324219 Penalty: 617.385620 Iteration 9Q: 3 clusters Score -45352.32 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -45371.617188 Penalty: 617.385620 Iteration 10Q: 3 clusters Score -45371.62 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -45378.320312 Penalty: 617.385620 Iteration 11Q: 3 clusters Score -45378.32 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -45380.031250 Penalty: 617.385620 Iteration 12Q: 3 clusters Score -45380.03 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -45382.437500 Penalty: 617.385620 Iteration 13Q: 3 clusters Score -45382.44 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -45390.042969 Penalty: 617.385620 Iteration 14Q: 3 clusters Score -45390.04 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -45394.550781 Penalty: 617.385620 Iteration 15Q: 3 clusters Score -45394.55 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -45398.394531 Penalty: 617.385620 Iteration 16Q: 3 clusters Score -45398.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -45399.890625 Penalty: 617.385620 Iteration 17Q: 3 clusters Score -45399.89 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -45401.781250 Penalty: 617.385620 Iteration 18Q: 3 clusters Score -45401.78 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -45403.703125 Penalty: 617.385620 Iteration 19Q: 3 clusters Score -45403.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -45409.859375 Penalty: 617.385620 Iteration 20F: 3 clusters Score -45409.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -45418.250000 Penalty: 617.385620 Iteration 21Q: 3 clusters Score -45418.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -45424.066406 Penalty: 617.385620 Iteration 22Q: 3 clusters Score -45424.07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -45431.117188 Penalty: 617.385620 Iteration 23Q: 3 clusters Score -45431.12 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -45437.855469 Penalty: 617.385620 Iteration 24Q: 3 clusters Score -45437.86 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -45440.800781 Penalty: 617.385620 Iteration 25Q: 3 clusters Score -45440.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -45440.800781 Penalty: 617.385620 Iteration 26F: 3 clusters Score -45440.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (244 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Entering Unmasked Estep Score: -10088.352539 Penalty: 250.121140 Iteration 0F: 2 clusters Score -10088.35 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -9787.145508 Penalty: 500.242279 Iteration 0F: 3 clusters Score -9787.146 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -9912.742188 Penalty: 500.242279 Iteration 1F: 3 clusters Score -9912.742 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -9983.391602 Penalty: 500.242279 Iteration 2F: 3 clusters Score -9983.392 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -10075.804688 Penalty: 500.242279 Iteration 3F: 3 clusters Score -10075.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -10146.262695 Penalty: 500.242279 Iteration 4Q: 3 clusters Score -10146.26 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -10178.685547 Penalty: 500.242279 Iteration 5Q: 3 clusters Score -10178.69 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -10196.314453 Penalty: 500.242279 Iteration 6Q: 3 clusters Score -10196.31 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -10213.316406 Penalty: 500.242279 Iteration 7Q: 3 clusters Score -10213.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -10220.071289 Penalty: 500.242279 Iteration 8Q: 3 clusters Score -10220.07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -10223.362305 Penalty: 500.242279 Iteration 9Q: 3 clusters Score -10223.36 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -10224.668945 Penalty: 500.242279 Iteration 10Q: 3 clusters Score -10224.67 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -10224.668945 Penalty: 500.242279 Iteration 11F: 3 clusters Score -10224.67 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 138 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 932 members Mstep: Class 6 contains 884 members Mstep: Class 7 contains 134 members Mstep: Class 8 contains 95364 members Mstep: Class 9 contains 17241 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 489 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 11497 members Mstep: Class 15 contains 1653 members Mstep: Class 16 contains 407 members Mstep: Class 17 contains 544 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 180 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 5772 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1125 members Mstep: Class 27 contains 329 members Mstep: Class 28 contains 96 members Mstep: Class 29 contains 110 members Entering Unmasked Estep Score: -7915848.500000 Penalty: 15679.488281 Splitting cluster 7 changes total score from -7916003.500000 to -7915848.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (95364 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95364 members Entering Unmasked Estep Score: -5376265.000000 Penalty: 521.678223 Iteration 0F: 2 clusters Score -5376265 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47724 members Mstep: Class 2 contains 47640 members Entering Unmasked Estep Score: -5311872.500000 Penalty: 1043.356445 Iteration 0F: 3 clusters Score -5311872 nChanged 46512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49408 members Mstep: Class 2 contains 45956 members Entering Unmasked Estep Score: -5339890.000000 Penalty: 1043.356445 Iteration 1F: 3 clusters Score -5339890 nChanged 4102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50498 members Mstep: Class 2 contains 44866 members Entering Unmasked Estep Score: -5341540.500000 Penalty: 1043.356445 Iteration 2Q: 3 clusters Score -5341540 nChanged 5104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52202 members Mstep: Class 2 contains 43162 members Entering Unmasked Estep Score: -5344325.000000 Penalty: 1043.356445 Iteration 3F: 3 clusters Score -5344325 nChanged 6304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54596 members Mstep: Class 2 contains 40768 members Entering Unmasked Estep Score: -5348693.500000 Penalty: 1043.356445 Iteration 4F: 3 clusters Score -5348694 nChanged 6887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57231 members Mstep: Class 2 contains 38133 members Entering Unmasked Estep Score: -5354310.000000 Penalty: 1043.356445 Iteration 5F: 3 clusters Score -5354310 nChanged 6187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59360 members Mstep: Class 2 contains 36004 members Entering Unmasked Estep Score: -5359123.000000 Penalty: 1043.356445 Iteration 6F: 3 clusters Score -5359123 nChanged 4664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61044 members Mstep: Class 2 contains 34320 members Entering Unmasked Estep Score: -5361655.500000 Penalty: 1043.356445 Iteration 7Q: 3 clusters Score -5361656 nChanged 2830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62548 members Mstep: Class 2 contains 32816 members Entering Unmasked Estep Score: -5362636.000000 Penalty: 1043.356445 Iteration 8Q: 3 clusters Score -5362636 nChanged 1843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64059 members Mstep: Class 2 contains 31305 members Entering Unmasked Estep Score: -5363239.000000 Penalty: 1043.356445 Iteration 9Q: 3 clusters Score -5363239 nChanged 1649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65644 members Mstep: Class 2 contains 29720 members Entering Unmasked Estep Score: -5363737.500000 Penalty: 1043.356445 Iteration 10Q: 3 clusters Score -5363738 nChanged 1643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67269 members Mstep: Class 2 contains 28095 members Entering Unmasked Estep Score: -5364252.000000 Penalty: 1043.356445 Iteration 11Q: 3 clusters Score -5364252 nChanged 1680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68941 members Mstep: Class 2 contains 26423 members Entering Unmasked Estep Score: -5364816.500000 Penalty: 1043.356445 Iteration 12Q: 3 clusters Score -5364816 nChanged 1675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70608 members Mstep: Class 2 contains 24756 members Entering Unmasked Estep Score: -5365415.000000 Penalty: 1043.356445 Iteration 13Q: 3 clusters Score -5365415 nChanged 1610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72214 members Mstep: Class 2 contains 23150 members Entering Unmasked Estep Score: -5365937.000000 Penalty: 1043.356445 Iteration 14Q: 3 clusters Score -5365937 nChanged 1588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73800 members Mstep: Class 2 contains 21564 members Entering Unmasked Estep Score: -5366428.000000 Penalty: 1043.356445 Iteration 15Q: 3 clusters Score -5366428 nChanged 1609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75409 members Mstep: Class 2 contains 19955 members Entering Unmasked Estep Score: -5367008.000000 Penalty: 1043.356445 Iteration 16Q: 3 clusters Score -5367008 nChanged 1548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76955 members Mstep: Class 2 contains 18409 members Entering Unmasked Estep Score: -5367570.000000 Penalty: 1043.356445 Iteration 17Q: 3 clusters Score -5367570 nChanged 1507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78462 members Mstep: Class 2 contains 16902 members Entering Unmasked Estep Score: -5368066.000000 Penalty: 1043.356445 Iteration 18Q: 3 clusters Score -5368066 nChanged 1470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79932 members Mstep: Class 2 contains 15432 members Entering Unmasked Estep Score: -5368606.500000 Penalty: 1043.356445 Iteration 19Q: 3 clusters Score -5368606 nChanged 1417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81349 members Mstep: Class 2 contains 14015 members Entering Unmasked Estep Score: -5369143.500000 Penalty: 1043.356445 Iteration 20F: 3 clusters Score -5369144 nChanged 1400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82749 members Mstep: Class 2 contains 12615 members Entering Unmasked Estep Score: -5369716.000000 Penalty: 1043.356445 Iteration 21Q: 3 clusters Score -5369716 nChanged 1360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84109 members Mstep: Class 2 contains 11255 members Entering Unmasked Estep Score: -5370275.500000 Penalty: 1043.356445 Iteration 22Q: 3 clusters Score -5370276 nChanged 1288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85397 members Mstep: Class 2 contains 9967 members Entering Unmasked Estep Score: -5370836.000000 Penalty: 1043.356445 Iteration 23Q: 3 clusters Score -5370836 nChanged 1172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86569 members Mstep: Class 2 contains 8795 members Entering Unmasked Estep Score: -5371360.500000 Penalty: 1043.356445 Iteration 24Q: 3 clusters Score -5371360 nChanged 1136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87703 members Mstep: Class 2 contains 7661 members Entering Unmasked Estep Score: -5371874.500000 Penalty: 1043.356445 Iteration 25Q: 3 clusters Score -5371874 nChanged 1069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88772 members Mstep: Class 2 contains 6592 members Entering Unmasked Estep Score: -5372435.000000 Penalty: 1043.356445 Iteration 26Q: 3 clusters Score -5372435 nChanged 989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89761 members Mstep: Class 2 contains 5603 members Entering Unmasked Estep Score: -5372943.500000 Penalty: 1043.356445 Iteration 27Q: 3 clusters Score -5372944 nChanged 894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90655 members Mstep: Class 2 contains 4709 members Entering Unmasked Estep Score: -5373384.000000 Penalty: 1043.356445 Iteration 28Q: 3 clusters Score -5373384 nChanged 835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91488 members Mstep: Class 2 contains 3876 members Entering Unmasked Estep Score: -5373811.000000 Penalty: 1043.356445 Iteration 29Q: 3 clusters Score -5373811 nChanged 727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92211 members Mstep: Class 2 contains 3153 members Entering Unmasked Estep Score: -5374225.000000 Penalty: 1043.356445 Iteration 30Q: 3 clusters Score -5374225 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92825 members Mstep: Class 2 contains 2539 members Entering Unmasked Estep Score: -5374550.000000 Penalty: 1043.356445 Iteration 31Q: 3 clusters Score -5374550 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93334 members Mstep: Class 2 contains 2030 members Entering Unmasked Estep Score: -5374855.000000 Penalty: 1043.356445 Iteration 32Q: 3 clusters Score -5374855 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93753 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -5375059.000000 Penalty: 1043.356445 Iteration 33Q: 3 clusters Score -5375059 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94105 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -5375266.500000 Penalty: 1043.356445 Iteration 34Q: 3 clusters Score -5375266 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94395 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -5375448.500000 Penalty: 1043.356445 Iteration 35Q: 3 clusters Score -5375448 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94608 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -5375550.000000 Penalty: 1043.356445 Iteration 36Q: 3 clusters Score -5375550 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94757 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -5375623.500000 Penalty: 1043.356445 Iteration 37Q: 3 clusters Score -5375624 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94864 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -5375678.500000 Penalty: 1043.356445 Iteration 38Q: 3 clusters Score -5375678 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94943 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -5375733.000000 Penalty: 1043.356445 Iteration 39Q: 3 clusters Score -5375733 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95003 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -5375747.500000 Penalty: 1043.356445 Iteration 40F: 3 clusters Score -5375748 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95048 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -5375769.500000 Penalty: 1043.356445 Iteration 41Q: 3 clusters Score -5375770 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95077 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -5375776.000000 Penalty: 1043.356445 Iteration 42Q: 3 clusters Score -5375776 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95102 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -5375790.000000 Penalty: 1043.356445 Iteration 43Q: 3 clusters Score -5375790 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95121 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -5375811.000000 Penalty: 1043.356445 Iteration 44Q: 3 clusters Score -5375811 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95138 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -5375822.000000 Penalty: 1043.356445 Iteration 45Q: 3 clusters Score -5375822 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95154 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -5375828.000000 Penalty: 1043.356445 Iteration 46Q: 3 clusters Score -5375828 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95159 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -5375838.000000 Penalty: 1043.356445 Iteration 47Q: 3 clusters Score -5375838 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95164 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -5375836.000000 Penalty: 1043.356445 Iteration 48Q: 3 clusters Score -5375836 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95168 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -5375835.000000 Penalty: 1043.356445 Iteration 49Q: 3 clusters Score -5375835 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95169 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -5375837.500000 Penalty: 1043.356445 Iteration 50Q: 3 clusters Score -5375838 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95172 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -5375836.500000 Penalty: 1043.356445 Iteration 51Q: 3 clusters Score -5375836 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95176 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -5375841.500000 Penalty: 1043.356445 Iteration 52Q: 3 clusters Score -5375842 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95178 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -5375842.500000 Penalty: 1043.356445 Iteration 53Q: 3 clusters Score -5375842 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95179 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -5375843.000000 Penalty: 1043.356445 Iteration 54Q: 3 clusters Score -5375843 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95179 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -5375843.000000 Penalty: 1043.356445 Iteration 55F: 3 clusters Score -5375843 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (17241 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17241 members Entering Unmasked Estep Score: -1036376.500000 Penalty: 443.854584 Iteration 0F: 2 clusters Score -1036376 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8627 members Mstep: Class 2 contains 8614 members Entering Unmasked Estep Score: -1024863.375000 Penalty: 887.709167 Iteration 0F: 3 clusters Score -1024863 nChanged 8183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9606 members Mstep: Class 2 contains 7635 members Entering Unmasked Estep Score: -1030108.562500 Penalty: 887.709167 Iteration 1F: 3 clusters Score -1030109 nChanged 992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10154 members Mstep: Class 2 contains 7087 members Entering Unmasked Estep Score: -1030649.687500 Penalty: 887.709167 Iteration 2F: 3 clusters Score -1030650 nChanged 1063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10847 members Mstep: Class 2 contains 6394 members Entering Unmasked Estep Score: -1031353.000000 Penalty: 887.709167 Iteration 3F: 3 clusters Score -1031353 nChanged 1038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11579 members Mstep: Class 2 contains 5662 members Entering Unmasked Estep Score: -1032165.875000 Penalty: 887.709167 Iteration 4F: 3 clusters Score -1032166 nChanged 1000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12243 members Mstep: Class 2 contains 4998 members Entering Unmasked Estep Score: -1033031.812500 Penalty: 887.709167 Iteration 5F: 3 clusters Score -1033032 nChanged 834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12763 members Mstep: Class 2 contains 4478 members Entering Unmasked Estep Score: -1033771.000000 Penalty: 887.709167 Iteration 6Q: 3 clusters Score -1033771 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13141 members Mstep: Class 2 contains 4100 members Entering Unmasked Estep Score: -1034211.500000 Penalty: 887.709167 Iteration 7Q: 3 clusters Score -1034212 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13436 members Mstep: Class 2 contains 3805 members Entering Unmasked Estep Score: -1034408.687500 Penalty: 887.709167 Iteration 8Q: 3 clusters Score -1034409 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13702 members Mstep: Class 2 contains 3539 members Entering Unmasked Estep Score: -1034545.312500 Penalty: 887.709167 Iteration 9Q: 3 clusters Score -1034545 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13959 members Mstep: Class 2 contains 3282 members Entering Unmasked Estep Score: -1034661.312500 Penalty: 887.709167 Iteration 10Q: 3 clusters Score -1034661 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14210 members Mstep: Class 2 contains 3031 members Entering Unmasked Estep Score: -1034771.937500 Penalty: 887.709167 Iteration 11Q: 3 clusters Score -1034772 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14440 members Mstep: Class 2 contains 2801 members Entering Unmasked Estep Score: -1034878.000000 Penalty: 887.709167 Iteration 12Q: 3 clusters Score -1034878 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14662 members Mstep: Class 2 contains 2579 members Entering Unmasked Estep Score: -1034962.312500 Penalty: 887.709167 Iteration 13Q: 3 clusters Score -1034962 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14871 members Mstep: Class 2 contains 2370 members Entering Unmasked Estep Score: -1035042.500000 Penalty: 887.709167 Iteration 14Q: 3 clusters Score -1035042 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15049 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -1035108.750000 Penalty: 887.709167 Iteration 15Q: 3 clusters Score -1035109 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15255 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -1035193.812500 Penalty: 887.709167 Iteration 16Q: 3 clusters Score -1035194 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15478 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -1035294.875000 Penalty: 887.709167 Iteration 17Q: 3 clusters Score -1035295 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15694 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -1035396.750000 Penalty: 887.709167 Iteration 18Q: 3 clusters Score -1035397 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15896 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -1035498.312500 Penalty: 887.709167 Iteration 19Q: 3 clusters Score -1035498 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16076 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -1035582.687500 Penalty: 887.709167 Iteration 20F: 3 clusters Score -1035583 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16231 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -1035661.250000 Penalty: 887.709167 Iteration 21Q: 3 clusters Score -1035661 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16362 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -1035728.875000 Penalty: 887.709167 Iteration 22Q: 3 clusters Score -1035729 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16471 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -1035783.562500 Penalty: 887.709167 Iteration 23Q: 3 clusters Score -1035784 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16567 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -1035830.125000 Penalty: 887.709167 Iteration 24Q: 3 clusters Score -1035830 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16645 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -1035871.312500 Penalty: 887.709167 Iteration 25Q: 3 clusters Score -1035871 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16716 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -1035913.625000 Penalty: 887.709167 Iteration 26Q: 3 clusters Score -1035914 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16780 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -1035946.625000 Penalty: 887.709167 Iteration 27Q: 3 clusters Score -1035947 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16829 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -1035978.750000 Penalty: 887.709167 Iteration 28Q: 3 clusters Score -1035979 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16858 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -1035991.687500 Penalty: 887.709167 Iteration 29Q: 3 clusters Score -1035992 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16873 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -1036004.812500 Penalty: 887.709167 Iteration 30Q: 3 clusters Score -1036005 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16893 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -1036021.625000 Penalty: 887.709167 Iteration 31Q: 3 clusters Score -1036022 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16907 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -1036027.250000 Penalty: 887.709167 Iteration 32Q: 3 clusters Score -1036027 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16916 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -1036032.062500 Penalty: 887.709167 Iteration 33Q: 3 clusters Score -1036032 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16924 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -1036039.187500 Penalty: 887.709167 Iteration 34Q: 3 clusters Score -1036039 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16929 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -1036041.687500 Penalty: 887.709167 Iteration 35Q: 3 clusters Score -1036042 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16934 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -1036044.000000 Penalty: 887.709167 Iteration 36Q: 3 clusters Score -1036044 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16939 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -1036044.500000 Penalty: 887.709167 Iteration 37Q: 3 clusters Score -1036044 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16944 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -1036047.687500 Penalty: 887.709167 Iteration 38Q: 3 clusters Score -1036048 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16946 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -1036047.750000 Penalty: 887.709167 Iteration 39Q: 3 clusters Score -1036048 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16949 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -1036048.937500 Penalty: 887.709167 Iteration 40F: 3 clusters Score -1036049 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16955 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -1036050.187500 Penalty: 887.709167 Iteration 41Q: 3 clusters Score -1036050 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16960 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -1036051.062500 Penalty: 887.709167 Iteration 42Q: 3 clusters Score -1036051 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16963 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -1036052.375000 Penalty: 887.709167 Iteration 43Q: 3 clusters Score -1036052 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16965 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -1036053.687500 Penalty: 887.709167 Iteration 44Q: 3 clusters Score -1036054 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16967 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -1036054.250000 Penalty: 887.709167 Iteration 45Q: 3 clusters Score -1036054 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16968 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -1036054.562500 Penalty: 887.709167 Iteration 46Q: 3 clusters Score -1036055 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16968 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -1036054.687500 Penalty: 887.709167 Iteration 47Q: 3 clusters Score -1036055 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16968 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -1036054.687500 Penalty: 887.709167 Iteration 48F: 3 clusters Score -1036055 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (2508 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Entering Unmasked Estep Score: -137250.875000 Penalty: 356.139465 Iteration 0F: 2 clusters Score -137250.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -135475.265625 Penalty: 712.278931 Iteration 0F: 3 clusters Score -135475.3 nChanged 1094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -136082.687500 Penalty: 712.278931 Iteration 1F: 3 clusters Score -136082.7 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -136155.500000 Penalty: 712.278931 Iteration 2F: 3 clusters Score -136155.5 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -136214.718750 Penalty: 712.278931 Iteration 3Q: 3 clusters Score -136214.7 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -136274.234375 Penalty: 712.278931 Iteration 4Q: 3 clusters Score -136274.2 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -136335.140625 Penalty: 712.278931 Iteration 5Q: 3 clusters Score -136335.1 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -136412.968750 Penalty: 712.278931 Iteration 6Q: 3 clusters Score -136413 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -136494.531250 Penalty: 712.278931 Iteration 7Q: 3 clusters Score -136494.5 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -136571.156250 Penalty: 712.278931 Iteration 8Q: 3 clusters Score -136571.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -136613.265625 Penalty: 712.278931 Iteration 9Q: 3 clusters Score -136613.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -136641.437500 Penalty: 712.278931 Iteration 10Q: 3 clusters Score -136641.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -136663.781250 Penalty: 712.278931 Iteration 11Q: 3 clusters Score -136663.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -136677.156250 Penalty: 712.278931 Iteration 12Q: 3 clusters Score -136677.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -136687.156250 Penalty: 712.278931 Iteration 13Q: 3 clusters Score -136687.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -136693.375000 Penalty: 712.278931 Iteration 14Q: 3 clusters Score -136693.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -136698.390625 Penalty: 712.278931 Iteration 15Q: 3 clusters Score -136698.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -136702.093750 Penalty: 712.278931 Iteration 16Q: 3 clusters Score -136702.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -136705.437500 Penalty: 712.278931 Iteration 17Q: 3 clusters Score -136705.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -136708.187500 Penalty: 712.278931 Iteration 18Q: 3 clusters Score -136708.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -136710.906250 Penalty: 712.278931 Iteration 19Q: 3 clusters Score -136710.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -136714.000000 Penalty: 712.278931 Iteration 20F: 3 clusters Score -136714 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -136719.906250 Penalty: 712.278931 Iteration 21Q: 3 clusters Score -136719.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -136723.953125 Penalty: 712.278931 Iteration 22Q: 3 clusters Score -136724 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -136725.765625 Penalty: 712.278931 Iteration 23Q: 3 clusters Score -136725.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -136728.390625 Penalty: 712.278931 Iteration 24Q: 3 clusters Score -136728.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -136731.906250 Penalty: 712.278931 Iteration 25Q: 3 clusters Score -136731.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -136736.500000 Penalty: 712.278931 Iteration 26Q: 3 clusters Score -136736.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -136739.515625 Penalty: 712.278931 Iteration 27Q: 3 clusters Score -136739.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -136741.593750 Penalty: 712.278931 Iteration 28Q: 3 clusters Score -136741.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -136741.937500 Penalty: 712.278931 Iteration 29Q: 3 clusters Score -136741.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -136742.500000 Penalty: 712.278931 Iteration 30Q: 3 clusters Score -136742.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -136744.109375 Penalty: 712.278931 Iteration 31Q: 3 clusters Score -136744.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -136745.140625 Penalty: 712.278931 Iteration 32Q: 3 clusters Score -136745.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -136747.609375 Penalty: 712.278931 Iteration 33Q: 3 clusters Score -136747.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -136750.609375 Penalty: 712.278931 Iteration 34Q: 3 clusters Score -136750.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -136751.984375 Penalty: 712.278931 Iteration 35Q: 3 clusters Score -136752 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -136752.390625 Penalty: 712.278931 Iteration 36Q: 3 clusters Score -136752.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -136753.437500 Penalty: 712.278931 Iteration 37Q: 3 clusters Score -136753.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -136754.906250 Penalty: 712.278931 Iteration 38Q: 3 clusters Score -136754.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -136755.046875 Penalty: 712.278931 Iteration 39Q: 3 clusters Score -136755 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -136756.203125 Penalty: 712.278931 Iteration 40F: 3 clusters Score -136756.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -136757.078125 Penalty: 712.278931 Iteration 41Q: 3 clusters Score -136757.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -136758.234375 Penalty: 712.278931 Iteration 42Q: 3 clusters Score -136758.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -136758.984375 Penalty: 712.278931 Iteration 43Q: 3 clusters Score -136759 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -136760.390625 Penalty: 712.278931 Iteration 44Q: 3 clusters Score -136760.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -136763.109375 Penalty: 712.278931 Iteration 45Q: 3 clusters Score -136763.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -136764.671875 Penalty: 712.278931 Iteration 46Q: 3 clusters Score -136764.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -136767.312500 Penalty: 712.278931 Iteration 47Q: 3 clusters Score -136767.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -136769.062500 Penalty: 712.278931 Iteration 48Q: 3 clusters Score -136769.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -136770.281250 Penalty: 712.278931 Iteration 49Q: 3 clusters Score -136770.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -136772.156250 Penalty: 712.278931 Iteration 50Q: 3 clusters Score -136772.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -136773.718750 Penalty: 712.278931 Iteration 51Q: 3 clusters Score -136773.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -136776.937500 Penalty: 712.278931 Iteration 52Q: 3 clusters Score -136776.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -136779.656250 Penalty: 712.278931 Iteration 53Q: 3 clusters Score -136779.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -136780.406250 Penalty: 712.278931 Iteration 54Q: 3 clusters Score -136780.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -136781.140625 Penalty: 712.278931 Iteration 55Q: 3 clusters Score -136781.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -136781.781250 Penalty: 712.278931 Iteration 56Q: 3 clusters Score -136781.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -136782.500000 Penalty: 712.278931 Iteration 57Q: 3 clusters Score -136782.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2057 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -136783.203125 Penalty: 712.278931 Iteration 58Q: 3 clusters Score -136783.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -136783.890625 Penalty: 712.278931 Iteration 59Q: 3 clusters Score -136783.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2065 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -136785.687500 Penalty: 712.278931 Iteration 60F: 3 clusters Score -136785.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -136786.515625 Penalty: 712.278931 Iteration 61Q: 3 clusters Score -136786.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2074 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -136788.031250 Penalty: 712.278931 Iteration 62Q: 3 clusters Score -136788 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -136791.093750 Penalty: 712.278931 Iteration 63Q: 3 clusters Score -136791.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -136796.890625 Penalty: 712.278931 Iteration 64Q: 3 clusters Score -136796.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -136801.562500 Penalty: 712.278931 Iteration 65Q: 3 clusters Score -136801.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2112 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -136804.906250 Penalty: 712.278931 Iteration 66Q: 3 clusters Score -136804.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -136807.734375 Penalty: 712.278931 Iteration 67Q: 3 clusters Score -136807.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -136809.468750 Penalty: 712.278931 Iteration 68Q: 3 clusters Score -136809.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -136812.828125 Penalty: 712.278931 Iteration 69Q: 3 clusters Score -136812.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -136817.437500 Penalty: 712.278931 Iteration 70Q: 3 clusters Score -136817.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -136820.312500 Penalty: 712.278931 Iteration 71Q: 3 clusters Score -136820.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -136822.656250 Penalty: 712.278931 Iteration 72Q: 3 clusters Score -136822.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -136828.000000 Penalty: 712.278931 Iteration 73Q: 3 clusters Score -136828 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2183 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -136833.453125 Penalty: 712.278931 Iteration 74Q: 3 clusters Score -136833.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -136835.609375 Penalty: 712.278931 Iteration 75Q: 3 clusters Score -136835.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -136838.671875 Penalty: 712.278931 Iteration 76Q: 3 clusters Score -136838.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2199 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -136841.156250 Penalty: 712.278931 Iteration 77Q: 3 clusters Score -136841.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -136843.140625 Penalty: 712.278931 Iteration 78Q: 3 clusters Score -136843.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -136844.359375 Penalty: 712.278931 Iteration 79Q: 3 clusters Score -136844.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -136845.421875 Penalty: 712.278931 Iteration 80F: 3 clusters Score -136845.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -136845.984375 Penalty: 712.278931 Iteration 81Q: 3 clusters Score -136846 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2212 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -136847.109375 Penalty: 712.278931 Iteration 82Q: 3 clusters Score -136847.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -136847.843750 Penalty: 712.278931 Iteration 83Q: 3 clusters Score -136847.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -136850.484375 Penalty: 712.278931 Iteration 84Q: 3 clusters Score -136850.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2226 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -136855.437500 Penalty: 712.278931 Iteration 85Q: 3 clusters Score -136855.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -136861.812500 Penalty: 712.278931 Iteration 86Q: 3 clusters Score -136861.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -136866.062500 Penalty: 712.278931 Iteration 87Q: 3 clusters Score -136866.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -136869.671875 Penalty: 712.278931 Iteration 88Q: 3 clusters Score -136869.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -136874.000000 Penalty: 712.278931 Iteration 89Q: 3 clusters Score -136874 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2272 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -136879.968750 Penalty: 712.278931 Iteration 90Q: 3 clusters Score -136880 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -136884.343750 Penalty: 712.278931 Iteration 91Q: 3 clusters Score -136884.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -136891.593750 Penalty: 712.278931 Iteration 92Q: 3 clusters Score -136891.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -136903.687500 Penalty: 712.278931 Iteration 93Q: 3 clusters Score -136903.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -136913.843750 Penalty: 712.278931 Iteration 94Q: 3 clusters Score -136913.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2320 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -136919.187500 Penalty: 712.278931 Iteration 95Q: 3 clusters Score -136919.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2326 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -136922.078125 Penalty: 712.278931 Iteration 96Q: 3 clusters Score -136922.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -136922.968750 Penalty: 712.278931 Iteration 97Q: 3 clusters Score -136923 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2332 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -136926.156250 Penalty: 712.278931 Iteration 98Q: 3 clusters Score -136926.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -136930.062500 Penalty: 712.278931 Iteration 99Q: 3 clusters Score -136930.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -136933.468750 Penalty: 712.278931 Iteration 100F: 3 clusters Score -136933.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2344 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -136935.437500 Penalty: 712.278931 Iteration 101Q: 3 clusters Score -136935.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2344 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -136935.437500 Penalty: 712.278931 Iteration 102F: 3 clusters Score -136935.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (489 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Entering Unmasked Estep Score: -24095.011719 Penalty: 281.752472 Iteration 0F: 2 clusters Score -24095.01 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -23647.441406 Penalty: 563.504944 Iteration 0F: 3 clusters Score -23647.44 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -23845.154297 Penalty: 563.504944 Iteration 1F: 3 clusters Score -23845.15 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -23904.562500 Penalty: 563.504944 Iteration 2F: 3 clusters Score -23904.56 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -23943.281250 Penalty: 563.504944 Iteration 3F: 3 clusters Score -23943.28 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -23983.458984 Penalty: 563.504944 Iteration 4F: 3 clusters Score -23983.46 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -24012.800781 Penalty: 563.504944 Iteration 5Q: 3 clusters Score -24012.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -24026.835938 Penalty: 563.504944 Iteration 6Q: 3 clusters Score -24026.84 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -24031.787109 Penalty: 563.504944 Iteration 7Q: 3 clusters Score -24031.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -24032.435547 Penalty: 563.504944 Iteration 8Q: 3 clusters Score -24032.44 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -24032.435547 Penalty: 563.504944 Iteration 9F: 3 clusters Score -24032.44 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (61 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Entering Unmasked Estep Score: -2868.441650 Penalty: 187.044754 Iteration 0F: 2 clusters Score -2868.442 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25 members Mstep: Class 2 contains 36 members Entering Unmasked Estep Score: -2716.453613 Penalty: 374.089508 Iteration 0F: 3 clusters Score -2716.454 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -2723.094482 Penalty: 374.089508 Iteration 1Q: 3 clusters Score -2723.094 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -2723.094482 Penalty: 374.089508 Iteration 2F: 3 clusters Score -2723.094 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (148 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Entering Unmasked Estep Score: -7193.808594 Penalty: 227.373169 Iteration 0F: 2 clusters Score -7193.809 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -6965.517578 Penalty: 454.746338 Iteration 0F: 3 clusters Score -6965.518 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -7023.023438 Penalty: 454.746338 Iteration 1F: 3 clusters Score -7023.023 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -7036.213867 Penalty: 454.746338 Iteration 2F: 3 clusters Score -7036.214 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -7041.435059 Penalty: 454.746338 Iteration 3Q: 3 clusters Score -7041.435 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -7041.768066 Penalty: 454.746338 Iteration 4Q: 3 clusters Score -7041.768 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -7041.768066 Penalty: 454.746338 Iteration 5F: 3 clusters Score -7041.768 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (11497 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11497 members Entering Unmasked Estep Score: -619998.187500 Penalty: 425.417786 Iteration 0F: 2 clusters Score -619998.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5720 members Mstep: Class 2 contains 5777 members Entering Unmasked Estep Score: -612401.187500 Penalty: 850.835571 Iteration 0F: 3 clusters Score -612401.2 nChanged 5303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5413 members Mstep: Class 2 contains 6084 members Entering Unmasked Estep Score: -615374.187500 Penalty: 850.835571 Iteration 1F: 3 clusters Score -615374.2 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5230 members Mstep: Class 2 contains 6267 members Entering Unmasked Estep Score: -615629.687500 Penalty: 850.835571 Iteration 2F: 3 clusters Score -615629.7 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4967 members Mstep: Class 2 contains 6530 members Entering Unmasked Estep Score: -615977.500000 Penalty: 850.835571 Iteration 3F: 3 clusters Score -615977.5 nChanged 724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4649 members Mstep: Class 2 contains 6848 members Entering Unmasked Estep Score: -616489.625000 Penalty: 850.835571 Iteration 4F: 3 clusters Score -616489.6 nChanged 804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4267 members Mstep: Class 2 contains 7230 members Entering Unmasked Estep Score: -617139.750000 Penalty: 850.835571 Iteration 5F: 3 clusters Score -617139.8 nChanged 753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3904 members Mstep: Class 2 contains 7593 members Entering Unmasked Estep Score: -617771.187500 Penalty: 850.835571 Iteration 6F: 3 clusters Score -617771.2 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3590 members Mstep: Class 2 contains 7907 members Entering Unmasked Estep Score: -618172.125000 Penalty: 850.835571 Iteration 7F: 3 clusters Score -618172.1 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3319 members Mstep: Class 2 contains 8178 members Entering Unmasked Estep Score: -618378.500000 Penalty: 850.835571 Iteration 8Q: 3 clusters Score -618378.5 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3048 members Mstep: Class 2 contains 8449 members Entering Unmasked Estep Score: -618523.875000 Penalty: 850.835571 Iteration 9Q: 3 clusters Score -618523.9 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2785 members Mstep: Class 2 contains 8712 members Entering Unmasked Estep Score: -618656.437500 Penalty: 850.835571 Iteration 10Q: 3 clusters Score -618656.4 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 8981 members Entering Unmasked Estep Score: -618799.312500 Penalty: 850.835571 Iteration 11Q: 3 clusters Score -618799.3 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 9245 members Entering Unmasked Estep Score: -618942.812500 Penalty: 850.835571 Iteration 12Q: 3 clusters Score -618942.8 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 9480 members Entering Unmasked Estep Score: -619064.187500 Penalty: 850.835571 Iteration 13Q: 3 clusters Score -619064.2 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 9660 members Entering Unmasked Estep Score: -619150.812500 Penalty: 850.835571 Iteration 14Q: 3 clusters Score -619150.8 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 9842 members Entering Unmasked Estep Score: -619251.750000 Penalty: 850.835571 Iteration 15Q: 3 clusters Score -619251.8 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 10017 members Entering Unmasked Estep Score: -619343.625000 Penalty: 850.835571 Iteration 16Q: 3 clusters Score -619343.6 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 10159 members Entering Unmasked Estep Score: -619409.687500 Penalty: 850.835571 Iteration 17Q: 3 clusters Score -619409.7 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 10272 members Entering Unmasked Estep Score: -619458.937500 Penalty: 850.835571 Iteration 18Q: 3 clusters Score -619458.9 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 10371 members Entering Unmasked Estep Score: -619503.437500 Penalty: 850.835571 Iteration 19Q: 3 clusters Score -619503.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 10452 members Entering Unmasked Estep Score: -619543.187500 Penalty: 850.835571 Iteration 20F: 3 clusters Score -619543.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 10529 members Entering Unmasked Estep Score: -619573.937500 Penalty: 850.835571 Iteration 21Q: 3 clusters Score -619573.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 10602 members Entering Unmasked Estep Score: -619604.062500 Penalty: 850.835571 Iteration 22Q: 3 clusters Score -619604.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 10668 members Entering Unmasked Estep Score: -619629.875000 Penalty: 850.835571 Iteration 23Q: 3 clusters Score -619629.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 10710 members Entering Unmasked Estep Score: -619641.500000 Penalty: 850.835571 Iteration 24Q: 3 clusters Score -619641.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 10741 members Entering Unmasked Estep Score: -619650.312500 Penalty: 850.835571 Iteration 25Q: 3 clusters Score -619650.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 10765 members Entering Unmasked Estep Score: -619658.000000 Penalty: 850.835571 Iteration 26Q: 3 clusters Score -619658 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 10785 members Entering Unmasked Estep Score: -619662.687500 Penalty: 850.835571 Iteration 27Q: 3 clusters Score -619662.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 10803 members Entering Unmasked Estep Score: -619666.125000 Penalty: 850.835571 Iteration 28Q: 3 clusters Score -619666.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 10815 members Entering Unmasked Estep Score: -619669.500000 Penalty: 850.835571 Iteration 29Q: 3 clusters Score -619669.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 10831 members Entering Unmasked Estep Score: -619673.812500 Penalty: 850.835571 Iteration 30Q: 3 clusters Score -619673.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 10847 members Entering Unmasked Estep Score: -619675.750000 Penalty: 850.835571 Iteration 31Q: 3 clusters Score -619675.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 10852 members Entering Unmasked Estep Score: -619677.250000 Penalty: 850.835571 Iteration 32Q: 3 clusters Score -619677.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 10855 members Entering Unmasked Estep Score: -619678.750000 Penalty: 850.835571 Iteration 33Q: 3 clusters Score -619678.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 10858 members Entering Unmasked Estep Score: -619678.750000 Penalty: 850.835571 Iteration 34Q: 3 clusters Score -619678.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 10861 members Entering Unmasked Estep Score: -619680.000000 Penalty: 850.835571 Iteration 35Q: 3 clusters Score -619680 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 10866 members Entering Unmasked Estep Score: -619680.250000 Penalty: 850.835571 Iteration 36Q: 3 clusters Score -619680.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 10873 members Entering Unmasked Estep Score: -619681.437500 Penalty: 850.835571 Iteration 37Q: 3 clusters Score -619681.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 10875 members Entering Unmasked Estep Score: -619682.187500 Penalty: 850.835571 Iteration 38Q: 3 clusters Score -619682.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 10877 members Entering Unmasked Estep Score: -619682.125000 Penalty: 850.835571 Iteration 39Q: 3 clusters Score -619682.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 10878 members Entering Unmasked Estep Score: -619682.875000 Penalty: 850.835571 Iteration 40F: 3 clusters Score -619682.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 10882 members Entering Unmasked Estep Score: -619684.875000 Penalty: 850.835571 Iteration 41Q: 3 clusters Score -619684.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 10885 members Entering Unmasked Estep Score: -619684.937500 Penalty: 850.835571 Iteration 42Q: 3 clusters Score -619684.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 10889 members Entering Unmasked Estep Score: -619684.187500 Penalty: 850.835571 Iteration 43Q: 3 clusters Score -619684.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 10898 members Entering Unmasked Estep Score: -619687.812500 Penalty: 850.835571 Iteration 44Q: 3 clusters Score -619687.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 10903 members Entering Unmasked Estep Score: -619687.687500 Penalty: 850.835571 Iteration 45Q: 3 clusters Score -619687.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 10906 members Entering Unmasked Estep Score: -619687.625000 Penalty: 850.835571 Iteration 46Q: 3 clusters Score -619687.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 10907 members Entering Unmasked Estep Score: -619687.500000 Penalty: 850.835571 Iteration 47Q: 3 clusters Score -619687.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 10907 members Entering Unmasked Estep Score: -619688.000000 Penalty: 850.835571 Iteration 48Q: 3 clusters Score -619688 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 10911 members Entering Unmasked Estep Score: -619688.687500 Penalty: 850.835571 Iteration 49Q: 3 clusters Score -619688.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 10914 members Entering Unmasked Estep Score: -619688.875000 Penalty: 850.835571 Iteration 50Q: 3 clusters Score -619688.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 10917 members Entering Unmasked Estep Score: -619689.812500 Penalty: 850.835571 Iteration 51Q: 3 clusters Score -619689.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 10917 members Entering Unmasked Estep Score: -619689.812500 Penalty: 850.835571 Iteration 52F: 3 clusters Score -619689.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (1653 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Entering Unmasked Estep Score: -99883.382812 Penalty: 337.170776 Iteration 0F: 2 clusters Score -99883.38 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -98657.367188 Penalty: 674.341553 Iteration 0F: 3 clusters Score -98657.37 nChanged 670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -98971.609375 Penalty: 674.341553 Iteration 1F: 3 clusters Score -98971.61 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -99035.796875 Penalty: 674.341553 Iteration 2F: 3 clusters Score -99035.8 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -99078.296875 Penalty: 674.341553 Iteration 3F: 3 clusters Score -99078.3 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -99107.031250 Penalty: 674.341553 Iteration 4Q: 3 clusters Score -99107.03 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -99133.992188 Penalty: 674.341553 Iteration 5Q: 3 clusters Score -99133.99 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -99166.539062 Penalty: 674.341553 Iteration 6Q: 3 clusters Score -99166.54 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -99192.328125 Penalty: 674.341553 Iteration 7Q: 3 clusters Score -99192.33 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -99229.468750 Penalty: 674.341553 Iteration 8Q: 3 clusters Score -99229.47 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -99265.953125 Penalty: 674.341553 Iteration 9Q: 3 clusters Score -99265.95 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -99298.890625 Penalty: 674.341553 Iteration 10Q: 3 clusters Score -99298.89 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -99323.992188 Penalty: 674.341553 Iteration 11Q: 3 clusters Score -99323.99 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -99342.328125 Penalty: 674.341553 Iteration 12Q: 3 clusters Score -99342.33 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -99360.757812 Penalty: 674.341553 Iteration 13Q: 3 clusters Score -99360.76 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -99384.531250 Penalty: 674.341553 Iteration 14Q: 3 clusters Score -99384.53 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -99404.273438 Penalty: 674.341553 Iteration 15Q: 3 clusters Score -99404.27 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -99416.171875 Penalty: 674.341553 Iteration 16Q: 3 clusters Score -99416.17 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -99421.679688 Penalty: 674.341553 Iteration 17Q: 3 clusters Score -99421.68 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -99425.226562 Penalty: 674.341553 Iteration 18Q: 3 clusters Score -99425.23 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -99429.148438 Penalty: 674.341553 Iteration 19Q: 3 clusters Score -99429.15 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -99432.937500 Penalty: 674.341553 Iteration 20F: 3 clusters Score -99432.94 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -99436.914062 Penalty: 674.341553 Iteration 21Q: 3 clusters Score -99436.91 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -99442.257812 Penalty: 674.341553 Iteration 22Q: 3 clusters Score -99442.26 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -99445.515625 Penalty: 674.341553 Iteration 23Q: 3 clusters Score -99445.52 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -99450.585938 Penalty: 674.341553 Iteration 24Q: 3 clusters Score -99450.59 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -99455.968750 Penalty: 674.341553 Iteration 25Q: 3 clusters Score -99455.97 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -99463.812500 Penalty: 674.341553 Iteration 26Q: 3 clusters Score -99463.81 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -99469.218750 Penalty: 674.341553 Iteration 27Q: 3 clusters Score -99469.22 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -99475.953125 Penalty: 674.341553 Iteration 28Q: 3 clusters Score -99475.95 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -99484.429688 Penalty: 674.341553 Iteration 29Q: 3 clusters Score -99484.43 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -99492.640625 Penalty: 674.341553 Iteration 30Q: 3 clusters Score -99492.64 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -99500.031250 Penalty: 674.341553 Iteration 31Q: 3 clusters Score -99500.03 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -99504.664062 Penalty: 674.341553 Iteration 32Q: 3 clusters Score -99504.66 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -99509.023438 Penalty: 674.341553 Iteration 33Q: 3 clusters Score -99509.02 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -99511.148438 Penalty: 674.341553 Iteration 34Q: 3 clusters Score -99511.15 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -99511.648438 Penalty: 674.341553 Iteration 35Q: 3 clusters Score -99511.65 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -99512.179688 Penalty: 674.341553 Iteration 36Q: 3 clusters Score -99512.18 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -99512.546875 Penalty: 674.341553 Iteration 37Q: 3 clusters Score -99512.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -99512.734375 Penalty: 674.341553 Iteration 38Q: 3 clusters Score -99512.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -99512.750000 Penalty: 674.341553 Iteration 39Q: 3 clusters Score -99512.75 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -99512.750000 Penalty: 674.341553 Iteration 40F: 3 clusters Score -99512.75 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (407 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Entering Unmasked Estep Score: -14691.807617 Penalty: 273.401001 Iteration 0F: 2 clusters Score -14691.81 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -14278.057617 Penalty: 546.802002 Iteration 0F: 3 clusters Score -14278.06 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -14484.157227 Penalty: 546.802002 Iteration 1F: 3 clusters Score -14484.16 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -14618.059570 Penalty: 546.802002 Iteration 2F: 3 clusters Score -14618.06 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -14687.919922 Penalty: 546.802002 Iteration 3F: 3 clusters Score -14687.92 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -14736.676758 Penalty: 546.802002 Iteration 4F: 3 clusters Score -14736.68 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -14784.364258 Penalty: 546.802002 Iteration 5Q: 3 clusters Score -14784.36 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -14809.922852 Penalty: 546.802002 Iteration 6Q: 3 clusters Score -14809.92 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -14816.366211 Penalty: 546.802002 Iteration 7Q: 3 clusters Score -14816.37 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -14817.633789 Penalty: 546.802002 Iteration 8Q: 3 clusters Score -14817.63 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -14819.066406 Penalty: 546.802002 Iteration 9Q: 3 clusters Score -14819.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -14819.607422 Penalty: 546.802002 Iteration 10Q: 3 clusters Score -14819.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -14820.220703 Penalty: 546.802002 Iteration 11Q: 3 clusters Score -14820.22 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -14820.220703 Penalty: 546.802002 Iteration 12F: 3 clusters Score -14820.22 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 138 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 932 members Mstep: Class 6 contains 884 members Mstep: Class 7 contains 244 members Mstep: Class 8 contains 95364 members Mstep: Class 9 contains 17241 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 489 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 11497 members Mstep: Class 15 contains 1653 members Mstep: Class 16 contains 240 members Mstep: Class 17 contains 544 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 180 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 5772 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1125 members Mstep: Class 27 contains 329 members Mstep: Class 28 contains 96 members Mstep: Class 29 contains 167 members Entering Unmasked Estep Score: -7915865.500000 Penalty: 15679.488281 Splitting cluster 16 changes total score from -7916003.500000 to -7915865.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 17 (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: -27883.324219 Penalty: 286.602203 Iteration 0F: 2 clusters Score -27883.32 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -27369.369141 Penalty: 573.204407 Iteration 0F: 3 clusters Score -27369.37 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -27532.101562 Penalty: 573.204407 Iteration 1F: 3 clusters Score -27532.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -27586.134766 Penalty: 573.204407 Iteration 2F: 3 clusters Score -27586.13 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -27615.064453 Penalty: 573.204407 Iteration 3F: 3 clusters Score -27615.06 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -27636.923828 Penalty: 573.204407 Iteration 4Q: 3 clusters Score -27636.92 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -27648.763672 Penalty: 573.204407 Iteration 5Q: 3 clusters Score -27648.76 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -27656.027344 Penalty: 573.204407 Iteration 6Q: 3 clusters Score -27656.03 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -27661.916016 Penalty: 573.204407 Iteration 7Q: 3 clusters Score -27661.92 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -27668.160156 Penalty: 573.204407 Iteration 8Q: 3 clusters Score -27668.16 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -27675.527344 Penalty: 573.204407 Iteration 9Q: 3 clusters Score -27675.53 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -27683.681641 Penalty: 573.204407 Iteration 10Q: 3 clusters Score -27683.68 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -27693.775391 Penalty: 573.204407 Iteration 11Q: 3 clusters Score -27693.78 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -27701.025391 Penalty: 573.204407 Iteration 12Q: 3 clusters Score -27701.03 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -27704.355469 Penalty: 573.204407 Iteration 13Q: 3 clusters Score -27704.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -27707.574219 Penalty: 573.204407 Iteration 14Q: 3 clusters Score -27707.57 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -27712.728516 Penalty: 573.204407 Iteration 15Q: 3 clusters Score -27712.73 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -27727.708984 Penalty: 573.204407 Iteration 16Q: 3 clusters Score -27727.71 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -27732.884766 Penalty: 573.204407 Iteration 17Q: 3 clusters Score -27732.88 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -27737.136719 Penalty: 573.204407 Iteration 18Q: 3 clusters Score -27737.14 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -27740.041016 Penalty: 573.204407 Iteration 19Q: 3 clusters Score -27740.04 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -27746.628906 Penalty: 573.204407 Iteration 20F: 3 clusters Score -27746.63 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -27750.623047 Penalty: 573.204407 Iteration 21Q: 3 clusters Score -27750.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -27751.560547 Penalty: 573.204407 Iteration 22Q: 3 clusters Score -27751.56 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -27751.560547 Penalty: 573.204407 Iteration 23F: 3 clusters Score -27751.56 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (65 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Entering Unmasked Estep Score: -3049.034912 Penalty: 189.934631 Iteration 0F: 2 clusters Score -3049.035 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41 members Mstep: Class 2 contains 24 members Entering Unmasked Estep Score: -2883.067627 Penalty: 379.869263 Iteration 0F: 3 clusters Score -2883.068 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41 members Mstep: Class 2 contains 24 members Entering Unmasked Estep Score: -2891.229492 Penalty: 379.869263 Iteration 1Q: 3 clusters Score -2891.229 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41 members Mstep: Class 2 contains 24 members Entering Unmasked Estep Score: -2891.229492 Penalty: 379.869263 Iteration 2F: 3 clusters Score -2891.229 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (180 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Entering Unmasked Estep Score: -8638.385742 Penalty: 236.279541 Iteration 0F: 2 clusters Score -8638.386 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 88 members Entering Unmasked Estep Score: -8369.633789 Penalty: 472.559082 Iteration 0F: 3 clusters Score -8369.634 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -8470.877930 Penalty: 472.559082 Iteration 1F: 3 clusters Score -8470.878 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -8487.332031 Penalty: 472.559082 Iteration 2F: 3 clusters Score -8487.332 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -8491.860352 Penalty: 472.559082 Iteration 3Q: 3 clusters Score -8491.86 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -8498.701172 Penalty: 472.559082 Iteration 4Q: 3 clusters Score -8498.701 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -8503.485352 Penalty: 472.559082 Iteration 5Q: 3 clusters Score -8503.485 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -8503.485352 Penalty: 472.559082 Iteration 6F: 3 clusters Score -8503.485 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (77 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Entering Unmasked Estep Score: -2793.388184 Penalty: 197.643143 Iteration 0F: 2 clusters Score -2793.388 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37 members Mstep: Class 2 contains 40 members Entering Unmasked Estep Score: -2641.386230 Penalty: 395.286285 Iteration 0F: 3 clusters Score -2641.386 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -2699.310059 Penalty: 395.286285 Iteration 1F: 3 clusters Score -2699.31 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -2729.157715 Penalty: 395.286285 Iteration 2F: 3 clusters Score -2729.158 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -2731.920654 Penalty: 395.286285 Iteration 3Q: 3 clusters Score -2731.921 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -2731.920654 Penalty: 395.286285 Iteration 4F: 3 clusters Score -2731.921 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (166 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Entering Unmasked Estep Score: -8507.945312 Penalty: 232.595428 Iteration 0F: 2 clusters Score -8507.945 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -8238.793945 Penalty: 465.190857 Iteration 0F: 3 clusters Score -8238.794 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -8307.023438 Penalty: 465.190857 Iteration 1F: 3 clusters Score -8307.023 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -8324.167969 Penalty: 465.190857 Iteration 2F: 3 clusters Score -8324.168 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -8333.943359 Penalty: 465.190857 Iteration 3Q: 3 clusters Score -8333.943 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -8338.770508 Penalty: 465.190857 Iteration 4Q: 3 clusters Score -8338.771 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -8338.770508 Penalty: 465.190857 Iteration 5F: 3 clusters Score -8338.771 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (5772 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5772 members Entering Unmasked Estep Score: -349843.281250 Penalty: 394.065216 Iteration 0F: 2 clusters Score -349843.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2871 members Mstep: Class 2 contains 2901 members Entering Unmasked Estep Score: -345961.656250 Penalty: 788.130432 Iteration 0F: 3 clusters Score -345961.7 nChanged 2599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2810 members Mstep: Class 2 contains 2962 members Entering Unmasked Estep Score: -347478.875000 Penalty: 788.130432 Iteration 1F: 3 clusters Score -347478.9 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 3026 members Entering Unmasked Estep Score: -347661.812500 Penalty: 788.130432 Iteration 2F: 3 clusters Score -347661.8 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2631 members Mstep: Class 2 contains 3141 members Entering Unmasked Estep Score: -347879.375000 Penalty: 788.130432 Iteration 3F: 3 clusters Score -347879.4 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 3277 members Entering Unmasked Estep Score: -348167.500000 Penalty: 788.130432 Iteration 4F: 3 clusters Score -348167.5 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 3418 members Entering Unmasked Estep Score: -348510.906250 Penalty: 788.130432 Iteration 5F: 3 clusters Score -348510.9 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 3515 members Entering Unmasked Estep Score: -348751.937500 Penalty: 788.130432 Iteration 6F: 3 clusters Score -348751.9 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 3579 members Entering Unmasked Estep Score: -348851.062500 Penalty: 788.130432 Iteration 7Q: 3 clusters Score -348851.1 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 3642 members Entering Unmasked Estep Score: -348899.437500 Penalty: 788.130432 Iteration 8Q: 3 clusters Score -348899.4 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2074 members Mstep: Class 2 contains 3698 members Entering Unmasked Estep Score: -348925.093750 Penalty: 788.130432 Iteration 9Q: 3 clusters Score -348925.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 3747 members Entering Unmasked Estep Score: -348945.281250 Penalty: 788.130432 Iteration 10Q: 3 clusters Score -348945.3 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 3805 members Entering Unmasked Estep Score: -348965.968750 Penalty: 788.130432 Iteration 11Q: 3 clusters Score -348966 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 3856 members Entering Unmasked Estep Score: -348982.843750 Penalty: 788.130432 Iteration 12Q: 3 clusters Score -348982.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 3901 members Entering Unmasked Estep Score: -348998.875000 Penalty: 788.130432 Iteration 13Q: 3 clusters Score -348998.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 3954 members Entering Unmasked Estep Score: -349016.000000 Penalty: 788.130432 Iteration 14Q: 3 clusters Score -349016 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 3997 members Entering Unmasked Estep Score: -349026.937500 Penalty: 788.130432 Iteration 15Q: 3 clusters Score -349026.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 4042 members Entering Unmasked Estep Score: -349038.875000 Penalty: 788.130432 Iteration 16Q: 3 clusters Score -349038.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 4091 members Entering Unmasked Estep Score: -349051.718750 Penalty: 788.130432 Iteration 17Q: 3 clusters Score -349051.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 4129 members Entering Unmasked Estep Score: -349061.593750 Penalty: 788.130432 Iteration 18Q: 3 clusters Score -349061.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 4184 members Entering Unmasked Estep Score: -349077.406250 Penalty: 788.130432 Iteration 19Q: 3 clusters Score -349077.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 4233 members Entering Unmasked Estep Score: -349094.375000 Penalty: 788.130432 Iteration 20F: 3 clusters Score -349094.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 4293 members Entering Unmasked Estep Score: -349117.843750 Penalty: 788.130432 Iteration 21Q: 3 clusters Score -349117.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 4358 members Entering Unmasked Estep Score: -349142.093750 Penalty: 788.130432 Iteration 22Q: 3 clusters Score -349142.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 4431 members Entering Unmasked Estep Score: -349167.312500 Penalty: 788.130432 Iteration 23Q: 3 clusters Score -349167.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 4496 members Entering Unmasked Estep Score: -349189.437500 Penalty: 788.130432 Iteration 24Q: 3 clusters Score -349189.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 4551 members Entering Unmasked Estep Score: -349203.343750 Penalty: 788.130432 Iteration 25Q: 3 clusters Score -349203.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 4596 members Entering Unmasked Estep Score: -349213.656250 Penalty: 788.130432 Iteration 26Q: 3 clusters Score -349213.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 4639 members Entering Unmasked Estep Score: -349229.312500 Penalty: 788.130432 Iteration 27Q: 3 clusters Score -349229.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 4677 members Entering Unmasked Estep Score: -349240.281250 Penalty: 788.130432 Iteration 28Q: 3 clusters Score -349240.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 4714 members Entering Unmasked Estep Score: -349251.718750 Penalty: 788.130432 Iteration 29Q: 3 clusters Score -349251.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 4752 members Entering Unmasked Estep Score: -349261.000000 Penalty: 788.130432 Iteration 30Q: 3 clusters Score -349261 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 4786 members Entering Unmasked Estep Score: -349270.906250 Penalty: 788.130432 Iteration 31Q: 3 clusters Score -349270.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 4822 members Entering Unmasked Estep Score: -349282.218750 Penalty: 788.130432 Iteration 32Q: 3 clusters Score -349282.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 4856 members Entering Unmasked Estep Score: -349291.968750 Penalty: 788.130432 Iteration 33Q: 3 clusters Score -349292 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 4881 members Entering Unmasked Estep Score: -349299.343750 Penalty: 788.130432 Iteration 34Q: 3 clusters Score -349299.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 4908 members Entering Unmasked Estep Score: -349306.562500 Penalty: 788.130432 Iteration 35Q: 3 clusters Score -349306.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 4936 members Entering Unmasked Estep Score: -349315.093750 Penalty: 788.130432 Iteration 36Q: 3 clusters Score -349315.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 4966 members Entering Unmasked Estep Score: -349323.812500 Penalty: 788.130432 Iteration 37Q: 3 clusters Score -349323.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 5000 members Entering Unmasked Estep Score: -349334.875000 Penalty: 788.130432 Iteration 38Q: 3 clusters Score -349334.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 5035 members Entering Unmasked Estep Score: -349346.968750 Penalty: 788.130432 Iteration 39Q: 3 clusters Score -349347 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 5071 members Entering Unmasked Estep Score: -349355.406250 Penalty: 788.130432 Iteration 40F: 3 clusters Score -349355.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 5108 members Entering Unmasked Estep Score: -349368.593750 Penalty: 788.130432 Iteration 41Q: 3 clusters Score -349368.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 5135 members Entering Unmasked Estep Score: -349377.250000 Penalty: 788.130432 Iteration 42Q: 3 clusters Score -349377.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 5155 members Entering Unmasked Estep Score: -349382.812500 Penalty: 788.130432 Iteration 43Q: 3 clusters Score -349382.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 5175 members Entering Unmasked Estep Score: -349387.593750 Penalty: 788.130432 Iteration 44Q: 3 clusters Score -349387.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 5195 members Entering Unmasked Estep Score: -349393.375000 Penalty: 788.130432 Iteration 45Q: 3 clusters Score -349393.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 5213 members Entering Unmasked Estep Score: -349397.781250 Penalty: 788.130432 Iteration 46Q: 3 clusters Score -349397.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 5236 members Entering Unmasked Estep Score: -349404.937500 Penalty: 788.130432 Iteration 47Q: 3 clusters Score -349404.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 5253 members Entering Unmasked Estep Score: -349409.312500 Penalty: 788.130432 Iteration 48Q: 3 clusters Score -349409.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 5270 members Entering Unmasked Estep Score: -349412.312500 Penalty: 788.130432 Iteration 49Q: 3 clusters Score -349412.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 5291 members Entering Unmasked Estep Score: -349418.875000 Penalty: 788.130432 Iteration 50Q: 3 clusters Score -349418.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 5311 members Entering Unmasked Estep Score: -349423.843750 Penalty: 788.130432 Iteration 51Q: 3 clusters Score -349423.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 5331 members Entering Unmasked Estep Score: -349430.843750 Penalty: 788.130432 Iteration 52Q: 3 clusters Score -349430.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 5339 members Entering Unmasked Estep Score: -349434.406250 Penalty: 788.130432 Iteration 53Q: 3 clusters Score -349434.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 5347 members Entering Unmasked Estep Score: -349436.687500 Penalty: 788.130432 Iteration 54Q: 3 clusters Score -349436.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 5356 members Entering Unmasked Estep Score: -349440.062500 Penalty: 788.130432 Iteration 55Q: 3 clusters Score -349440.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 5367 members Entering Unmasked Estep Score: -349442.312500 Penalty: 788.130432 Iteration 56Q: 3 clusters Score -349442.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 5379 members Entering Unmasked Estep Score: -349445.562500 Penalty: 788.130432 Iteration 57Q: 3 clusters Score -349445.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 5391 members Entering Unmasked Estep Score: -349447.625000 Penalty: 788.130432 Iteration 58Q: 3 clusters Score -349447.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 5398 members Entering Unmasked Estep Score: -349448.625000 Penalty: 788.130432 Iteration 59Q: 3 clusters Score -349448.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 5403 members Entering Unmasked Estep Score: -349451.437500 Penalty: 788.130432 Iteration 60F: 3 clusters Score -349451.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 5411 members Entering Unmasked Estep Score: -349453.562500 Penalty: 788.130432 Iteration 61Q: 3 clusters Score -349453.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 5419 members Entering Unmasked Estep Score: -349455.812500 Penalty: 788.130432 Iteration 62Q: 3 clusters Score -349455.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 5426 members Entering Unmasked Estep Score: -349457.718750 Penalty: 788.130432 Iteration 63Q: 3 clusters Score -349457.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 5434 members Entering Unmasked Estep Score: -349459.843750 Penalty: 788.130432 Iteration 64Q: 3 clusters Score -349459.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 5440 members Entering Unmasked Estep Score: -349461.187500 Penalty: 788.130432 Iteration 65Q: 3 clusters Score -349461.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 5446 members Entering Unmasked Estep Score: -349463.031250 Penalty: 788.130432 Iteration 66Q: 3 clusters Score -349463 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 5453 members Entering Unmasked Estep Score: -349465.062500 Penalty: 788.130432 Iteration 67Q: 3 clusters Score -349465.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 5457 members Entering Unmasked Estep Score: -349465.750000 Penalty: 788.130432 Iteration 68Q: 3 clusters Score -349465.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 5459 members Entering Unmasked Estep Score: -349466.031250 Penalty: 788.130432 Iteration 69Q: 3 clusters Score -349466 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 5460 members Entering Unmasked Estep Score: -349466.156250 Penalty: 788.130432 Iteration 70Q: 3 clusters Score -349466.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 5462 members Entering Unmasked Estep Score: -349467.062500 Penalty: 788.130432 Iteration 71Q: 3 clusters Score -349467.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 5465 members Entering Unmasked Estep Score: -349468.250000 Penalty: 788.130432 Iteration 72Q: 3 clusters Score -349468.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 5465 members Entering Unmasked Estep Score: -349468.250000 Penalty: 788.130432 Iteration 73F: 3 clusters Score -349468.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (1609 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Entering Unmasked Estep Score: -87774.156250 Penalty: 335.943237 Iteration 0F: 2 clusters Score -87774.16 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -86612.484375 Penalty: 671.886475 Iteration 0F: 3 clusters Score -86612.48 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -86949.429688 Penalty: 671.886475 Iteration 1F: 3 clusters Score -86949.43 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -87024.476562 Penalty: 671.886475 Iteration 2F: 3 clusters Score -87024.48 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -87056.039062 Penalty: 671.886475 Iteration 3F: 3 clusters Score -87056.04 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -87083.937500 Penalty: 671.886475 Iteration 4Q: 3 clusters Score -87083.94 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -87100.070312 Penalty: 671.886475 Iteration 5Q: 3 clusters Score -87100.07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -87114.812500 Penalty: 671.886475 Iteration 6Q: 3 clusters Score -87114.81 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -87130.125000 Penalty: 671.886475 Iteration 7Q: 3 clusters Score -87130.12 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -87143.921875 Penalty: 671.886475 Iteration 8Q: 3 clusters Score -87143.92 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -87162.687500 Penalty: 671.886475 Iteration 9Q: 3 clusters Score -87162.69 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -87185.320312 Penalty: 671.886475 Iteration 10Q: 3 clusters Score -87185.32 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -87215.992188 Penalty: 671.886475 Iteration 11Q: 3 clusters Score -87215.99 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -87252.726562 Penalty: 671.886475 Iteration 12Q: 3 clusters Score -87252.73 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -87297.789062 Penalty: 671.886475 Iteration 13Q: 3 clusters Score -87297.79 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -87336.789062 Penalty: 671.886475 Iteration 14Q: 3 clusters Score -87336.79 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -87363.601562 Penalty: 671.886475 Iteration 15Q: 3 clusters Score -87363.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -87390.867188 Penalty: 671.886475 Iteration 16Q: 3 clusters Score -87390.87 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -87413.812500 Penalty: 671.886475 Iteration 17Q: 3 clusters Score -87413.81 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -87428.109375 Penalty: 671.886475 Iteration 18Q: 3 clusters Score -87428.11 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -87443.031250 Penalty: 671.886475 Iteration 19Q: 3 clusters Score -87443.03 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -87456.289062 Penalty: 671.886475 Iteration 20F: 3 clusters Score -87456.29 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -87467.226562 Penalty: 671.886475 Iteration 21Q: 3 clusters Score -87467.23 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -87474.539062 Penalty: 671.886475 Iteration 22Q: 3 clusters Score -87474.54 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -87477.921875 Penalty: 671.886475 Iteration 23Q: 3 clusters Score -87477.92 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -87483.109375 Penalty: 671.886475 Iteration 24Q: 3 clusters Score -87483.11 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -87488.601562 Penalty: 671.886475 Iteration 25Q: 3 clusters Score -87488.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -87495.296875 Penalty: 671.886475 Iteration 26Q: 3 clusters Score -87495.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -87497.085938 Penalty: 671.886475 Iteration 27Q: 3 clusters Score -87497.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -87498.000000 Penalty: 671.886475 Iteration 28Q: 3 clusters Score -87498 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -87498.000000 Penalty: 671.886475 Iteration 29F: 3 clusters Score -87498 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (221 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Entering Unmasked Estep Score: -10193.384766 Penalty: 245.616409 Iteration 0F: 2 clusters Score -10193.38 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -9905.968750 Penalty: 491.232819 Iteration 0F: 3 clusters Score -9905.969 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -9985.734375 Penalty: 491.232819 Iteration 1F: 3 clusters Score -9985.734 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -9995.616211 Penalty: 491.232819 Iteration 2Q: 3 clusters Score -9995.616 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -10002.507812 Penalty: 491.232819 Iteration 3Q: 3 clusters Score -10002.51 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -10005.575195 Penalty: 491.232819 Iteration 4Q: 3 clusters Score -10005.58 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -10012.013672 Penalty: 491.232819 Iteration 5Q: 3 clusters Score -10012.01 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -10029.170898 Penalty: 491.232819 Iteration 6Q: 3 clusters Score -10029.17 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -10047.657227 Penalty: 491.232819 Iteration 7Q: 3 clusters Score -10047.66 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -10069.780273 Penalty: 491.232819 Iteration 8Q: 3 clusters Score -10069.78 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -10087.573242 Penalty: 491.232819 Iteration 9Q: 3 clusters Score -10087.57 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -10102.577148 Penalty: 491.232819 Iteration 10Q: 3 clusters Score -10102.58 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -10107.379883 Penalty: 491.232819 Iteration 11Q: 3 clusters Score -10107.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -10111.052734 Penalty: 491.232819 Iteration 12Q: 3 clusters Score -10111.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -10111.903320 Penalty: 491.232819 Iteration 13Q: 3 clusters Score -10111.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -10111.903320 Penalty: 491.232819 Iteration 14F: 3 clusters Score -10111.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (95 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Entering Unmasked Estep Score: -4666.035645 Penalty: 207.201401 Iteration 0F: 2 clusters Score -4666.036 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -4459.656738 Penalty: 414.402802 Iteration 0F: 3 clusters Score -4459.657 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -4486.681152 Penalty: 414.402802 Iteration 1F: 3 clusters Score -4486.681 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -4498.145020 Penalty: 414.402802 Iteration 2Q: 3 clusters Score -4498.145 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -4499.915527 Penalty: 414.402802 Iteration 3Q: 3 clusters Score -4499.916 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 43 members Entering Unmasked Estep Score: -4500.628906 Penalty: 414.402802 Iteration 4Q: 3 clusters Score -4500.629 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 42 members Entering Unmasked Estep Score: -4502.144531 Penalty: 414.402802 Iteration 5Q: 3 clusters Score -4502.145 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 42 members Entering Unmasked Estep Score: -4502.144531 Penalty: 414.402802 Iteration 6F: 3 clusters Score -4502.145 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (1125 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Entering Unmasked Estep Score: -68401.523438 Penalty: 319.661987 Iteration 0F: 2 clusters Score -68401.52 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 564 members Entering Unmasked Estep Score: -67497.148438 Penalty: 639.323975 Iteration 0F: 3 clusters Score -67497.15 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -67789.296875 Penalty: 639.323975 Iteration 1F: 3 clusters Score -67789.3 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -67832.015625 Penalty: 639.323975 Iteration 2F: 3 clusters Score -67832.02 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -67866.984375 Penalty: 639.323975 Iteration 3Q: 3 clusters Score -67866.98 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -67891.968750 Penalty: 639.323975 Iteration 4Q: 3 clusters Score -67891.97 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -67924.320312 Penalty: 639.323975 Iteration 5Q: 3 clusters Score -67924.32 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -67960.914062 Penalty: 639.323975 Iteration 6Q: 3 clusters Score -67960.91 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -67981.320312 Penalty: 639.323975 Iteration 7Q: 3 clusters Score -67981.32 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -67995.890625 Penalty: 639.323975 Iteration 8Q: 3 clusters Score -67995.89 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -68013.164062 Penalty: 639.323975 Iteration 9Q: 3 clusters Score -68013.16 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -68028.781250 Penalty: 639.323975 Iteration 10Q: 3 clusters Score -68028.78 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -68034.882812 Penalty: 639.323975 Iteration 11Q: 3 clusters Score -68034.88 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -68040.632812 Penalty: 639.323975 Iteration 12Q: 3 clusters Score -68040.63 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -68043.625000 Penalty: 639.323975 Iteration 13Q: 3 clusters Score -68043.62 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -68045.007812 Penalty: 639.323975 Iteration 14Q: 3 clusters Score -68045.01 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -68049.015625 Penalty: 639.323975 Iteration 15Q: 3 clusters Score -68049.02 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -68053.960938 Penalty: 639.323975 Iteration 16Q: 3 clusters Score -68053.96 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -68056.125000 Penalty: 639.323975 Iteration 17Q: 3 clusters Score -68056.12 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -68058.226562 Penalty: 639.323975 Iteration 18Q: 3 clusters Score -68058.23 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -68059.375000 Penalty: 639.323975 Iteration 19Q: 3 clusters Score -68059.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -68060.015625 Penalty: 639.323975 Iteration 20F: 3 clusters Score -68060.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -68060.453125 Penalty: 639.323975 Iteration 21Q: 3 clusters Score -68060.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -68060.750000 Penalty: 639.323975 Iteration 22Q: 3 clusters Score -68060.75 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -68060.750000 Penalty: 639.323975 Iteration 23F: 3 clusters Score -68060.75 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (329 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Entering Unmasked Estep Score: -13972.208984 Penalty: 263.720612 Iteration 0F: 2 clusters Score -13972.21 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -13607.824219 Penalty: 527.441223 Iteration 0F: 3 clusters Score -13607.82 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -13756.773438 Penalty: 527.441223 Iteration 1F: 3 clusters Score -13756.77 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -13845.983398 Penalty: 527.441223 Iteration 2F: 3 clusters Score -13845.98 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -13909.781250 Penalty: 527.441223 Iteration 3F: 3 clusters Score -13909.78 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -13951.629883 Penalty: 527.441223 Iteration 4Q: 3 clusters Score -13951.63 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -13981.949219 Penalty: 527.441223 Iteration 5Q: 3 clusters Score -13981.95 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -14031.009766 Penalty: 527.441223 Iteration 6Q: 3 clusters Score -14031.01 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -14065.359375 Penalty: 527.441223 Iteration 7Q: 3 clusters Score -14065.36 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -14085.298828 Penalty: 527.441223 Iteration 8Q: 3 clusters Score -14085.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -14092.041016 Penalty: 527.441223 Iteration 9Q: 3 clusters Score -14092.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -14095.317383 Penalty: 527.441223 Iteration 10Q: 3 clusters Score -14095.32 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -14101.290039 Penalty: 527.441223 Iteration 11Q: 3 clusters Score -14101.29 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -14111.935547 Penalty: 527.441223 Iteration 12Q: 3 clusters Score -14111.94 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -14115.600586 Penalty: 527.441223 Iteration 13Q: 3 clusters Score -14115.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -14117.571289 Penalty: 527.441223 Iteration 14Q: 3 clusters Score -14117.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -14117.952148 Penalty: 527.441223 Iteration 15Q: 3 clusters Score -14117.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -14117.952148 Penalty: 527.441223 Iteration 16F: 3 clusters Score -14117.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1120 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 219 members Mstep: Class 3 contains 138 members Mstep: Class 4 contains 428 members Mstep: Class 5 contains 932 members Mstep: Class 6 contains 884 members Mstep: Class 7 contains 244 members Mstep: Class 8 contains 95364 members Mstep: Class 9 contains 17241 members Mstep: Class 10 contains 2508 members Mstep: Class 11 contains 489 members Mstep: Class 12 contains 61 members Mstep: Class 13 contains 148 members Mstep: Class 14 contains 11497 members Mstep: Class 15 contains 1653 members Mstep: Class 16 contains 407 members Mstep: Class 17 contains 544 members Mstep: Class 18 contains 65 members Mstep: Class 19 contains 180 members Mstep: Class 20 contains 77 members Mstep: Class 21 contains 166 members Mstep: Class 22 contains 5772 members Mstep: Class 23 contains 1609 members Mstep: Class 24 contains 221 members Mstep: Class 25 contains 95 members Mstep: Class 26 contains 1125 members Mstep: Class 27 contains 143 members Mstep: Class 28 contains 96 members Mstep: Class 29 contains 186 members Entering Unmasked Estep Score: -7915875.500000 Penalty: 15679.488281 Splitting cluster 27 changes total score from -7916003.500000 to -7915875.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 28 (96 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Entering Unmasked Estep Score: -4112.717285 Penalty: 207.677841 Iteration 0F: 2 clusters Score -4112.717 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -3943.724121 Penalty: 415.355682 Iteration 0F: 3 clusters Score -3943.724 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -3995.313965 Penalty: 415.355682 Iteration 1F: 3 clusters Score -3995.314 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -4009.935059 Penalty: 415.355682 Iteration 2F: 3 clusters Score -4009.935 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -4011.348145 Penalty: 415.355682 Iteration 3Q: 3 clusters Score -4011.348 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -4016.659668 Penalty: 415.355682 Iteration 4Q: 3 clusters Score -4016.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -4016.659668 Penalty: 415.355682 Iteration 5F: 3 clusters Score -4016.66 nChanged 0 --- Evaluating fit on full set of 434311 points --- Entering Unmasked Estep Score: -23740188.000000 Penalty: 16538.451172 25->29 Clusters: Score -23740188.000000, best is -23766926.000000 Main iterations: 0 (time per=infms) Total iterations: 21281 (time per=40.758420ms) Iterations metric 2: 73495306240.000000 (time per=11.801841ns) Iterations metric 3: 881972281344.000000 (time per=983.454880ps) That took 867.379944 seconds.